JOCHEM VERRELST
PI-Invest Cont Doctor Postryc Uv
(Nivel de) Cap de Seccio-Servei
PI-Invest Cont Doctor Postryc Uv
(Nivel de) Cap de Seccio-Servei
:
Department: ERI Image Processing Laboratory (IPL)
Department: ERI Image Processing Laboratory (IPL)
43110
662262787
662262787
Biography
J. Verrelst} received the M.Sc. degree in tropical land use and in geo-information science both in 2005, and the PhD in remote sensing in 2010 from Wageningen University, Wageningen, Netherlands. His dissertation focused on the space-borne spectrodirectional estimation of forest properties. Since 2010, he has been involved in preparatory activities of FLEX. His research interests include the retrieval of vegetation properties using airborne and satellite data, canopy radiative transfer modelling and emulation, and the analysis of hyperspectral data. He is the founder of the ARTMO software package. In 2017, he received an ERC Starting Grant (\href{https://ipl.uv.es/sentiflex/}{SENTIFLEX}, \#755617), and in 2022, he received an ERC Consolidator Grant (\href{https://leoipl.uv.es/flexinel/}{FLEXINEL},\#101086622), both to work on the development of vegetation products based on the synergy of FLEX and Sentinel-3 data. He is also involved in the CHIME L2 processing.
Subjects taught and teaching methods
Academic training
- Ph.D. in remote sensing. Centre for Geo-Information, Wageningen University, Netherlands. 07/04/2010 (Ph.D.).
- MSc in Geo-Information Science. Centre for Geo-Information, Wageningen University, Netherlands. 10/03/2005 (Official Master).
- MSc Tropical Land Use (specialization in nature conservation tropics). Wageningen University, Netherlands. 10/03/2005 (Official Master).
- Ph.D. in remote sensing. Centre for Geo-Information, Wageningen University, Netherlands. 07/04/2010 (Ph.D.).
- MSc in Geo-Information Science. Centre for Geo-Information, Wageningen University, Netherlands. 10/03/2005 (Official Master).
- MSc Tropical Land Use (specialization in nature conservation tropics). Wageningen University, Netherlands. 10/03/2005 (Official Master).
Journal Publications
- Singh, P.; Srivastava, P.K.; Malhi, R.K.M.; Chaudhary, S.K.; Verrelst, J.; Bhattacharya, B.K.; Raghubanshi, A.S (2021) Denoising AVIRIS-NG data for generation of new chlorophyll indices. Ieee Sensors Journal, 21(5), pp. 6982 - 6989 . ISSN: 1530-437X
- Berger, K.; Rivera Caicedo, J.P.; Martino, L.; Wocher, M.; Hank, T.; Verrelst, J. (2021) A Survey of Active Learning for Quantifying Vegetation Traits from Terrestrial Earth Observation Data. Remote Sensing, 13(2) . ISSN: 2072-4292
- Pipia, L.; Amin, E.; Belda, S.; Salinero-Delgado, M.; Verrelst, J. (2021) Green LAI Mapping and Cloud Gap-Filling Using Gaussian Process Regression in Google Earth Engine. Remote Sensing, 13(3) . ISSN: 2072-4292
- Fernández-Guisuraga, J. M.; Verrelst, J.; Calvo, L.; Suárez-Seoane, S. (2021) Hybrid inversion of radiative transfer models based on high spatial resolution satellite reflectance data improves fractional vegetation cover retrieval in heterogeneous ecological systems after fire. Remote Sensing of Environment, 255(112304) . ISSN: 0034-4257
- Estévez, J., Berger, K., Vicent, J., Rivera-Caicedo. J.P., Wocher, M., Verrelst, J. (2021) Top-of-Atmosphere Retrieval of Multiple Crop Traits Using Variational Heteroscedastic Gaussian Processes within a Hybrid Workflow. Remote Sensing, 13(8) . ISSN: 2072-4292
- Vicent, J.; Rivera-Caicedo, J.P.; Verrelst, J.; Muñoz-Marí, J.; Sabater, N.; Berthelot, B.; Camps-Valls, G.; Moreno, J. (2021) Systematic Assessment of MODTRAN Emulators for Atmospheric Correction. IEEE Transactions on Geoscience and Remote Sensing. ISSN: 0196-2892
- Abdelbaki, A.; Schlerf, M.; Retzlaff, R.; Machwitz, M.; Verrelst, J.; Udelhoven, T. (2021) Comparison of Crop Trait Retrieval Strategies Using UAV-Based VNIR Hyperspectral Imaging. Remote Sensing, 13(9) . ISSN: 2072-4292
- Perich, G.; Aasen, H.; Verrelst, J.; Argento, F.; Walter, A.; Liebisch, F. (2021) Crop Nitrogen Retrieval Methods for Simulated Sentinel-2 Data Using In-Field Spectrometer Data. Remote Sensing, 13(12) . ISSN: 2072-4292
- Verrelst, J.; Rivera-Caicedo, J.P.; Reyes-Muñoz, P.; Morata, M.; Amin, E.; Tagliabue, G.; Panigada, C.; Hank, T.; Berger, K. (2021) Mapping landscape canopy nitrogen content from space using PRISMA data. Isprs Journal of Photogrammetry and Remote Sensing, 178, pp. 382 - 395 . ISSN: 0924-2716
- Adeluyi, O., Harris, A., Verrelst, J., Foster, D., Clay, G.D. (2021) Estimating the phenological dynamics of irrigated rice leaf area index using the combination of PROSAIL and Gaussian Process Regression. International Journal Of Applied Earth Observation And Geoinformation, 102(102454) . ISSN: 0303-2434
- Aghababaei, M.; Ebrahimi, A.; Naghipour, A.A.; Asadi, E.; Verrelst, J. (2021) Classification of Plant Ecological Units in Heterogeneous Semi-Steppe Rangelands: Performance Assessment of Four Classification Algorithms. Remote Sensing, 13(17) . ISSN: 2072-4292
- Amin, E., Verrelst, J., Rivera-Caicedo, J.P., Pipia, L., Ruiz-Verdú, A., Moreno, J. (2021) Prototyping Sentinel-2 green LAI and brown LAI products for cropland monitoring. Remote Sensing of Environment, 255(112168) . ISSN: 0034-4257
- Khoshnoodmotlagh S.; Daneshi, A.; Gharari, S.; Verrelst, J.; Mirzaei, M.; Omrani, H. (2021) Urban morphology detection and it's linking with land surface temperature: A case study for Tehran Metropolis, Iran. Sustainable Cities And Society, 74 . ISSN: 2210-6715
- Sinha, S.K.; Padalia, H.; Dasgupta, A.; Verrelst, J.; Rivera, J.P. (2020) Estimation of leaf area index using PROSAIL based LUT inversion, MLRA-GPR and empirical models: Case study of tropical deciduous forest plantation, North India. International Journal Of Applied Earth Observation And Geoinformation, 86(102027) . ISSN: 0303-2434
- Gao, L.; Wang, X.; Johnson, B.A.; Tian, Q.; Wang, Y.; Verrelst, J.; Mu, X.; Gu, X. (2020) Remote sensing algorithms for estimation of fractional vegetation cover using pure vegetation index values: A review. Isprs Journal of Photogrammetry and Remote Sensing, 159, pp. 364 - 377 . ISSN: 0924-2716
- Abbasi, M.; Verrelst, J.; Mirzaei, M.; Marofi, S.; Riyahi Bakhtiari, H.R. (2020) Optimal Spectral Wavelengths for Discriminating Orchard Species Using Multivariate Statistical Techniques. Remote Sensing, 12(1), p. 63 . ISSN: 2072-4292
- Belda, S.; Pipia, L.; Morcillo-Pallarés, P.; Rivera-Caicedo, J. P.; Amin, E.; de Grave, C.; Verrelst, J (2020) DATimeS: A machine learning time series GUI toolbox for gap-filling and vegetation phenology trends detection. Environmental Modelling & Software, 127(104666) . ISSN: 1364-8152
- De Grave, C., Verrelst, J., Morcillo-Pallarés, P., Pipia, L., Rivera-Caicedo, J.P., Amin, E., Belda, S., Moreno, J. (2020) Quantifying vegetation biophysical variables from the Sentinel-3/FLEX tandem mission: Evaluation of the synergy of OLCI and FLORIS data sources. Remote Sensing of Environment, 251, p. 112101 . ISSN: 0034-4257
- Brede, B.; Verrelst, J.; Gasetllu-Etchegorry, J.P.; Clevers, J.G.P.W.; Goudzwaard, L.; den Ouden, J.; Verbesselt, J.; Herold, J. (2020) Assessment of Workflow Feature Selection on Forest LAI Prediction with Sentinel-2A MSI, Landsat 7 ETM+ and Landsat 8 OLI. Remote Sensing, 12(6) . ISSN: 2072-4292
- Berger, K.; Verrelst, J.; Feret, J-B.; Hank, T.; Wocher, M.; Camps-Valls, G. (2020) Retrieval of aboveground crop nitrogen content with a hybrid machine learning method. International Journal Of Applied Earth Observation And Geoinformation. ISSN: 0303-2434
- Berger, K.; Verrelst, J.; Féret, J.P.; Wang, Z.; Wocher, M.; Srathmann, M.; Danner, M.; Mauser, W.; Hank, T. (2020) Crop nitrogen monitoring: Recent progress and principal developments in the context of imaging spectroscopy missions. Remote Sensing of Environment, 242(111758) . ISSN: 0034-4257
- Belda, S.; Pipia, L.; Morcillo-Pallarés, P.; Verrelst, J. (2020) Optimizing Gaussian Process Regression for Image Time Series Gap-Filling and Crop Monitoring. Agronomy-Basel, 4(4) . ISSN: 2073-4395
- Mirzaei, M., Verrelst, J., Arbabi, M., Shaklabadi, Z., & Lotfizadeh, M. (2020) Urban Heat Island Monitoring and Impacts on Citizen's General Health Status in Isfahan Metropolis: A Remote Sensing and Field Survey Approach. Remote Sensing, 12(8) . ISSN: 2072-4292
- Tramontana, G.; Migliavacca, M.; Jung, M.; Reichstein, M.; Keenan, T.; Camps-Valls, G.; Ogee, J.; Verrelst, J.; Papale, D. (2020) Partitioning net carbon dioxide fluxes into photosynthesis and respiration using neural networks. Global Change Biology, 26(9) . ISSN: 1354-1013
- Verrelst, J.; Berger, K.; Rivera-Caicedo, J. P. (2020) Intelligent Sampling for Vegetation Nitrogen Mapping Based on Hybrid Machine Learning Algorithms. Ieee Geoscience And Remote Sensing Letters. ISSN: 1545-598X
- Khoshnoodmotlagh, S.; Verrelst, J.; Daneshi, A.; Mirzaei, M.; Azadi, H.; Haghighi, M.; Hatamimanesh, M.; Marofi, S. (2020) Transboundary Basins Need More Attention: Anthropogenic Impacts on Land Cover Changes in Aras River Basin, Monitoring and Prediction. Remote Sensing, 12(20) . ISSN: 2072-4292
- Mirzaei, M.; Verrelst, J.; Riyahi Bakhtiari, A.; Marofi, S. (2020) Potential use of grapevine cv Askari for heavy metal phytoremediation purposes at greenhouse scale. Environmental science and pollution research international(28), pp. 12447 - 12458 . ISSN: 0944-1344
- Estévez, J., Vicent, J., Rivera-Caicedo, J.P., Morcillo-Pallares, P., Vuolo, F., Sabater, N., Moreno, J., Verrelst, J. (2020) Gaussian processes retrieval of LAI from Sentinel-2 top-of-atmosphere radiance data. Isprs Journal of Photogrammetry and Remote Sensing, 167, pp. 289 - 304 . ISSN: 0924-2716
- Mirzaei, M.; Jafari, A., Verrelst, J.; Haghighi, M.; Zargarnia, A. H.; Khoshnoodmotlagh, S.; Azadi, H.; Scheffran, J. (2020) Trans-boundary land cover changes and its influences on water crisis: Case study of the Aras River. Applied Geography, 124(102323) . ISSN: 0143-6228
- Vicent, J., Verrelst, J., Sabater, N., Alonso, L., Rivera-Caicedo, J.P., Martino, L., Muñoz-Marí, J., Moreno, J. (2020) Comparative analysis of atmospheric radiative transfer models using the Atmospheric Look-up table Generator (ALG) toolbox (version 2.0). Geoscientific Model Development, 13(4), pp. 1945 - 1957 . ISSN: 1991-959X
- Jochem Verrelst; Jorge Vicent; Juan Pablo Rivera-Caicedo; Maria Lumbierres; Pablo Morcillo-Pallarés; José Moreno (2019) Global Sensitivity Analysis of Leaf-Canopy-Atmosphere RTMs: Implications for Biophysical Variables Retrieval from Top-of-Atmosphere Radiance Data. Remote Sensing, 11(1923) . ISSN: 2072-4292
- Jochem Verrelst; Juan Pablo Rivera Caicedo; Jorge Vicent; Pablo Morcillo Pallarés; José Moreno (2019) Approximating Empirical Surface Reflectance Data through Emulation: Opportunities for Synthetic Scene Generation. Remote Sensing. ISSN: 2072-4292
- Malenovský, Z.; Homolová, L.; Luke¿, P.; Buddenbaum, H.; Verrelst, J.; Alonso, L., Schaepman, M.E.; Nicolas, L.; Gastellu-Etchegorry, J. P. (2019) Variability and uncertainty challenges in scaling imaging spectroscopy retrievals and validations from leaves up to vegetation canopies. Surveys in Geophysics, 40(3), pp. 589 - 629 . ISSN: 0169-3298
- Tagliabue, G.; Panigada, C.; Dechant, B.; Baret, F.; Cogliati, S.; Colombo, R.; Migliavacca, M.; Rademske, P.; Schickling, A.; Schüttemeyer, D.; Verrelst, J.; Rascher, U.; Ryu, Y.; Rossini, M. (2019) Exploring the spatial relationship between airborne-derived red and far-red sun-induced fluorescence and process-based GPP estimates in a forest ecosystem. Remote Sensing of Environment, 231 . ISSN: 0034-4257
- Ahmadian, N.; Ullmann, T.; Verrelst, J.; Borg, E.; Zölitz, R.; Conrad, C. (2019) Biomass Assessment of Agricultural Crops Using Multi-temporal Dual-Polarimetric TerraSAR-X Data. Pfg-Journal Of Photogrammetry Remote Sensing And Geoinformation Science, 87(4), pp. 159 - 175 . ISSN: 2512-2789
- Mirzaei, M.; Verrelst, J.; Marofi, S.; Abbasi, M.; Azadi, H. (2019) Eco-friendly estimation of heavy metal contents in grapevine foliage using in-field hyperspectral data and multivariate analysis. Remote Sensing, 11(23), p. 2731 . ISSN: 2072-4292
- Pipia, L.; Muñoz-Marí, J.; Amin, E.; Belda, S.; Camps-Valls, G.; Verrelst, J. (2019) Fusing optical and SAR time series for LAI gap filling with multioutput Gaussian processes. Remote Sensing of Environment, 235, p. 1111452 . ISSN: 0034-4257
- C. Tenjo; J.P. Rivera Caicedo; N. Sabater; J. Vicent; L. Alonso; J. Verrelst; J. Moreno (2018) Design of a Generic 3-D Scene Generator for Passive Optical Missions and Its Implementation for the ESA's FLEX/Sentinel-3 Tandem Mission. IEEE Transactions on Geoscience and Remote Sensing, 56(3), pp. 1290 - 1307 . ISSN: 0196-2892
- Nieves Pasqualotto; Jesús Delegido; Shari Van Wittenberghe; Jochem Verrelst; Juan Pablo Rivera;José Moreno (2018) Retrieval of canopy water content of different crop types with two new hyperspectral indices: Water Absorption Area Index and Depth Water Index. International Journal Of Applied Earth Observation And Geoinformation, 67, pp. 69 - 78 . ISSN: 1569-8432
- Vicent, J.;Alonso, L.;Martino, L.;Sabater, N.;Verrelst, J.; Camps-Valls, G.; Moreno, J. (2018) Gradient-based Automatic Look-Up Table Generator for Radiative Transfer Models. IEEE Transactions on Geoscience and Remote Sensing. ISSN: 0196-2892
- Vicent, J.; Verrelst, J.;Rivera-Caicedo, J.P.; Sabater, N.; Muñoz-Marí, J. ; Camps-Valls, G; Moreno, J. (2018) Emulation as an Accurate Alternative to Interpolation in Sampling Radiative Transfer Codes. Ieee Journal Of Selected Topics In Applied Earth Observations And Remote Sensing, 11(12), pp. 4918 - 4931 . ISSN: 1939-1404
- Neus Sabater; Jorge Vicent; Luis Alonso; Jochem Verrelst; Elizabeth M. Middleton; Albert Porcar-Castell; José Moreno (2018) Compensation of Oxygen Transmittance Effects for Proximal Sensing Retrieval of Canopy-Leaving Sun-Induced Chlorophyll Fluorescence. Remote Sensing, 10(10) . ISSN: 2072-4292
- N. Sabater; J. Vicent; L. Alonso; S. Cogliati; J. Verrelst; J. Moreno (2017) Impact of atmospheric inversion effects on solar-induced chlorophyll fluorescence: Exploitation of the apparent reflectance as a quality indicator. Remote Sensing, 9(6) . ISSN: 2072-4292
- J. Vicent; N. Sabater; J. Verrelst; L. Alonso; J. Moreno (2017) Assessment of approximations in aerosol optical properties and vertical distribution into FLEX atmospherically-corrected surface reflectance and retrieved sun-induced fluorescence. Remote Sensing, 9(7) . ISSN: 2072-4292
- J. Verrelst; J.P. Rivera Caicedo; J. Muñoz-Mari, G. Camps-Valls; J. Moreno (2017) SCOPE-Based Emulators for Fast Generation of Synthetic Canopy Reflectance and Sun-Induced Fluorescence Spectra. Remote Sensing, 9(9) . ISSN: 2072-4292
- J.P. Rivera Caicedo; J. Verrelst; J. Muñoz-Mari, G. Camps-Valls; J. Moreno (2017) Hyperspectral dimensionality reduction for biophysical variable statistical retrieval. Isprs Journal of Photogrammetry and Remote Sensing, 132, pp. 88 - 101 . ISSN: 0924-2716
- Gustau Camps-Valls; Jochem Verrelst; Jordi Munoz-Mari; Valero Laparra; Fernando Mateo-Jimenez; Jose Gomez-Dans (2016) A Survey on Gaussian Processes for Earth Observation Data Analysis. Ieee Geoscience And Remote Sensing Magazine, 4(2), pp. 1 - 16 . ISSN: 2168-6831
- J. Vicent; N. Sabater; C. Tenjo; J.R. Acarreta; M.Manzano; J.P. Rivera; P. Jurado; R. Franco; L. Alonso; Jochem Verrelst; J. Moreno (2016) FLEX End-to-End Mission Performance Simulator. IEEE Transactions on Geoscience and Remote Sensing, 54(7), pp. 4215 - 4223 . ISSN: 0196-2892
- J.Verrelst; S. Dethier; J.P. Rivera; J. Muñoz-Marí; G. Camps-Valls; J. Moreno (2016) Active Learning Methods for Efficient Hybrid Biophysical Variable Retrieval. Ieee Geoscience And Remote Sensing Letters, 13(7), pp. 1012 - 1016 . ISSN: 1545-598X
- J. Verrelst; C.van der Tol; F.Magnani; N.Sabater; J.P. Rivera; G. Mohammed; J. Moreno (2016) Evaluating the predictive power of sun-induced chlorophyll fluorescence to estimate net photosynthesis of vegetation canopies: A SCOPE modeling study. Remote Sensing of Environment. ISSN: 0034-4257
- Verrelst J.; Rivera, J.P.; Gitelson, A.; Delegido, J.; Moreno, J.; Camps-Valls, G., (2016) Spectral band selection for vegetation properties retrieval using Gaussian processes regression. International Journal Of Applied Earth Observation And Geoinformation, 52, pp. 554 - 567 . ISSN: 0303-2434
- Jochem Verrelst; Neus Sabater; Juan Pablo Rivera; Jordi Muñoz-Marí; Jorge Vicent; Gustau Camps-Valls; José Moreno (2016) Emulation of leaf, canopy and atmosphere radiative transfer models for fast global sensitivity analysis. Remote Sensing, 8(8) . ISSN: 2072-4292
- Delegido, J.; Verrelst, J.; Rivera, J.P.; Ruiz-Verdú, A.; Moreno, J. (2015) Brown and green LAI mapping through spectral indices. International Journal Of Applied Earth Observation And Geoinformation, 35, pp. 350 - 358 . ISSN: 0303-2434
- Van Wittenberghe, S.; Alonso, L.; Verrelst, J.; Moreno, J.; Samson, R. (2015) Bidirectional sun-induced chlorophyll fluorescence emission is influenced by leaf structure and light scattering properties - A bottom-up approach. Remote Sensing of Environment, 158, pp. 169 - 179 . ISSN: 0034-4257
- Verrelst, J.; Rivera, J.P.; Veroustraete, F.; Muñoz-Marí, J.; Clevers, J.G.P.W.; Camps-Valls, G.; Moreno, J. (2015) Experimental Sentinel-2 LAI estimation using parametric, non-parametric and physical retrieval methods - A comparison. Isprs Journal of Photogrammetry and Remote Sensing, 108, pp. 260 - 272 . ISSN: 0924-2716
- Verrelst, J.; Camps-Valls, G.; Muñoz-Marí, J.; Rivera, J.P.; Veroustraete, F.; Clevers, J.G.P.W.; Moreno, J. (2015) Optical remote sensing and the retrieval of terrestrial vegetation bio-geophysical properties - A review. Isprs Journal of Photogrammetry and Remote Sensing, 108, pp. 273 - 290 . ISSN: 0924-2716
- Verrelst, J.; Rivera, J.P.; van der Tol, C.; Magnani, F.; Mohammed, G.; Moreno, J. (2015) Global sensitivity analysis of the SCOPE model: What drives simulated canopy-leaving sun-induced fluorescence?. Remote Sensing of Environment, 166, pp. 8 - 21 . ISSN: 0034-4257
- Verrelst, J.; Rivera, J.P.; Moreno, J. (2015) ARTMO's global sensitivity analysis (GSA) toolbox to quantify driving variables of leaf and canopy radiative transfer models. EARSeL eProceedings, 2, pp. 1 - 11 . ISSN: 1729-3782
- Rivera, J.P.; Verrelst, J.; Gómez-Dans, J.; Muñoz-Marí, J.; Moreno, J.; Camps-Valls, G. (2015) An Emulator Toolbox to Approximate Radiative Transfer Models with Statistical Learning. Remote Sensing, 7, pp. 9347 - 9370 . ISSN: 2072-4292
- Khavaninzadeh, A.R.; Veroustraete, F.; Van Wittenberghe, S.; Verrelst, J.; Samson, R. (2015) Leaf reflectance variation along a vertical crown gradient of two deciduous tree species in a Belgian industrial habitat. Environmental Pollution, 204, pp. 324 - 332 . ISSN: 0269-7491
- Rascher U; Alonso L; Burkart A; Cilia C; Cogliati S; Colombo R; Damm A; Drusch M; Guanter L; Hanus J; Hyvärinen T; Julitta T; Jussila J; Kataja K; Kokkalis P; Kraft S; Kraska T; Matveeva M; Moreno J; Muller O; Panigada C; Pikl M; Pinto F; Prey L; Pude R; Rossini M; Schickling A; Schurr U; Schüttemeyer D; Verrelst J; Zemek F (2015) Sun-induced fluorescence - a new probe of photosynthesis: First maps from the imaging spectrometer HyPlant. Global Change Biology, 21(12) . ISSN: 1354-1013
- Lluís Pérez-Planells; Jesús Delegido; Juan Pablo Rivera-Caicedo; Jochem Verrelst (2015) Análisis de métodos de validación cruzada para la obtención robusta de parámetros biofísicos. Revista Española de Teledetección, 44, pp. 55 - 65 . ISSN: 1133-0953
- Verrelst, J.; Rivera, J.P.; Leoneko, G.; Alonso, L.; Moreno, J. (2014) Optimizing LUT-Based RTM Inversion for Semiautomatic Mapping of Crop Biophysical Parameters from Sentinel-2 and -3 Data: Role of Cost Functions. IEEE Transactions on Geoscience and Remote Sensing, 52(1), pp. 257 - 269 . ISSN: 0196-2892
- Van Wittenberghe, S.; Alonso, L.; Verrelst, J.; Hermans, I.; Veroustraete, F.; Valkce, R.; Moreno, J.; Samson, R. (2014) A field study on solar-induced chlorophyll fluorescence and pigment parameters along a vertical canopy gradient of four tree species in an urban environment. Science of the Total Environment, 466, pp. 185 - 194 . ISSN: 0048-9697
- Roelofsen, H.D.; Kooistra, L.; Van Bodegom, P.M.; Verrelst, J.; Krol, J.; Witte, J.P.M. (2014) Mapping a priori defined plant associations using remotely sensed vegetation characteristics. Remote Sensing of Environment, 140, pp. 639 - 651 . ISSN: 0034-4257
- Delegido, J.; Van Wittenberghe, S.; Verrelst, J.; Ortiz, V.; Veroustraete, F.; Valcke;, R.; Samson, R.; Rivera, J.P.; Tenjo, C.; Moreno, J. (2014) Chlorophyll content mapping of urban vegetation in the city of Valencia based on the hyperspectral NAOC index. Ecological Indicators, 40, pp. 34 - 42 . ISSN: 1470-160X
- Lázaro-Gredilla, M.; Titsias, M.K.; Verrelst, J.; Camps-Valls, G. (2014) Retrieval of Biophysical Parameters with Heteroscedastic Gaussian Processes. Ieee Geoscience And Remote Sensing Letters, 11(4), pp. 838 - 842 . ISSN: 1545-598X
- Rivera, J.P.; Verrelst, J.; Muñoz-Marí, J.; Moreno, J.; Camps-Valls, G., (2014) Toward a semiautomatic machine learning retrieval of biophysical parameters. Ieee Journal Of Selected Topics In Applied Earth Observations And Remote Sensing, 7(4), pp. 1249 - 1259 . ISSN: 1939-1404
- Shari Van Wittenberghe; Jochem Verrelst; Juan Pablo Rivera; Luis Alonso; José Moreno; Roeland Samson (2014) Gaussian processes retrieval of leaf parameters from a multi-species reflectance, absorbance and fluorescence dataset. Journal of photochemistry and photobiology. B, Biology, 134, pp. 37 - 48 . ISSN: 1011-1344
- Rivera, J.P.; Verrelst, J.; Delegido, J., Veroustraete, F., Moreno, J. (2014) On the Semi-automatic Retrieval of Biophysical Parameters based on Spectral Index Optimization. Remote Sensing, 6(6), pp. 4924 - 4951 . ISSN: 2072-4292
- Okujeni, A.; Van Der Linden, S.; Jakimow, B.; Rabe, A.; Verrelst, J.; Hostert, P. (2014) A comparison of advanced regression algorithms for quantifying urban land cover. Remote Sensing, 6(7), pp. 63247 - 6346 . ISSN: 2072-4292
- Moreno, J.; Alonso, L.; Delegido, J.; Rivera, J.P.; Ruiz-Verdú, A.; Sabater, N.; Tenjo, C.; Verrelst, J.; Vicent, J. (2014) FLEX (Fluorescence Explorer) mission: Observation fluorescence as a new remote sensing technique to study the global terrestrial vegetation state [Misión Flex (Fluorescence Explorer): Observación de la fluorescencia por teledetección como nueva técnica de estudio del estado de la vegetación terrestre a escala global. Revista Española de Teledetección, 41, pp. 111 - 119 . ISSN: 1133-0953
- Rivera, J.P.; Verrelst, J.; Leoneko, G.; Moreno, J. (2013) Multiple cost functions and regularization options for improved retrieval of leaf chlorophyll content and LAI through inversion of the PROSAIL model. Remote Sensing, 5(7), pp. 3280 - 3304 . ISSN: 2072-4292
- S. Van Wittenberghe; L. Alonso; J. Verrelst; I. Hermans; J. Delegido; F. Veroustraete; R. Valcke; J. Moreno; R. Samson (2013) Upward and downward solar-induced chlorophyll fluorescence yield indices of four tree species as indicators of traffic pollution in Valencia. Environmental Pollution, 173, pp. 29 - 37 . ISSN: 0269-7491
- Verrelst, J.; Rivera, J.P.; Moreno, J.; Camps-Valls, G., (2013) Gaussian processes estimates in experimental Sentinel-2 LAI and leaf chlorophyll content retrieval. Isprs Journal of Photogrammetry and Remote Sensing, 86, pp. 157 - 167 . ISSN: 0924-2716
- Pisek, J.; Ryu, Y.; Sprintsin, M.; He, L.; Oliphant, A.J.; Korhonen, L.; Kuusk, J.; Kuusk, A.; Bergstrom, R.; Verrelst, J.; Alikas, K. (2013) Retrieving vegetation clumping index from Multi-angle Imaging SpectroRadiometer (MISR) data at 275 m resolution. Remote Sensing of Environment, 138, pp. 126 - 133 . ISSN: 0034-4257
- J. Delegido; J. Verrelst; C.M. Meza; J.P. Rivera; L. Alonso; J. Moreno (2013) A red-edge spectral index for remote sensing estimation of green LAI over agroecosystems. European Journal of Agronomy, 46, pp. 42 - 52 . ISSN: 1161-0301
- Verrelst, J.; Romijn, E.; Kooistra, L. (2012) Mapping vegetation structure in a heterogeneous river floodplain ecosystem using pointable CHRIS/PROBA data. Remote Sensing, 4(9), pp. 2866 - 2889 . ISSN: 2072-4292
- J. Verrelst; J. Muñoz; L. Alonso; J. Delegido; J. P. Rivera; G. Camps-Valls; J. Moreno (2012) Machine learning regression algorithms for biophysical parameter retrieval: Opportunities for Sentinel-2 and -3. Remote Sensing of Environment, 118, pp. 127 - 139 . ISSN: 0034-4257
- J. Delegido, C. Vergara, J. Verrelst, S. Gandía, and J. Moreno (2011) Remote Estimation of Crop Chlorophyll Content by Means of High-Spectral-Resolution Reflectance Techniques. Agronomy Journal, 103, pp. 1834 - 1842 . ISSN: 0002-1962
- J. Delegido; J. Verrelst; L. Alonso; J. Moreno (2011) Evaluation of Sentinel-2 Red-Edge Bands for Empirical Estimation of Green LAI and Chlorophyll Content. Sensors, 11, pp. 7063 - 7081 . ISSN: 1424-8220
- Devis Tuia; Jochem Verrelst; Luis Alonso; Fernando Pérez-Cruz; and Gustavo Camps-Valls (2011) Multioutput Support Vector Regression for Remote Sensing Biophysical Parameter Estimation. Ieee Geoscience And Remote Sensing Letters, 8(4), pp. 804 - 808 . ISSN: 1545-598X
- Caballero, G.; Pezzola, A.; Winschel, C.; Casella, A.; Sanchez Angonova, P.; Rivera-Caicedo, J.P.; Berger, K.; Verrelst, J.; Delegido, J. (2022) Seasonal mapping of irrigated winter wheat traits in Argentina with a hybrid retrieval workflow using Sentinel-2 imagery. Remote Sensing, 14(4531) . ISSN: 2072-4292
- Ayala Izurieta, J. E.; Jara Santillán, C. A.; Van Wittenberghe, S.; Delegido, J.; Verrelst, J. (2022) Improving the remote estimation of soil organic carbon in complex ecosystems with Sentinel‑2 and GIS using Gaussian processes regression. Plant and Soil, 479, pp. 159 - 183 . ISSN: 0032-079X
- Casella, A.; Orden, L.; Pezzola, N.A.; Bellaccomo, C.; Winschel, C.I.; Caballero, G.R.; Delegido, J.; Gracia, L.M.N.; Verrelst, J. (2022) Analysis of biophysical variables in an onion crop (Allium cepa L.) with nitrogen fertilization by Sentinel-2 observations. Agronomy-Basel, 12(1884) . ISSN: 2073-4395
- Caballero, G.; Pezzola, A.; Winschel, C.; Casella, A.; Sanchez Angonova, P.; Orden, L; Berger, K.; Verrelst, J.; Delegido, J. (2022) Quantifying irrigated winter wheat LAI in Argentina using multiple Sentinel-1 incidence angles. Remote Sensing, 14(5867) . ISSN: 2072-4292
- Chakhvashvili, E.; Siegmann, B.; Muller, O.; Verrelst, J.; Bendig, J.; Kraska, T.; Rascher, U. (2022) Retrieval of Crop Variables from Proximal Multispectral UAV Image Data Using PROSAIL in Maize Canopy. Remote Sensing. ISSN: 2072-4292
- Grave, C.D.; Pipia, L.; Siegmann, B.; Morcillo-Pallarés, P.; Rivera-Caicedo, J.P.; Moreno, J., Verrelst, J. (2021) Retrieving and Validating Leaf and Canopy Chlorophyll Content at Moderate Resolution: A Multiscale Analysis with the Sentinel-3 OLCI Sensor. Remote Sensing, 13(8) . ISSN: 2072-4292
- J. Estévez; M. Salinero-Delgado; K. Berger; L. Pipia; J.P. Rivera-Caicedo;M. Wocher; P. Reyes-Muñoz; G. Tagliabue; M. Boschetti; J. Verrelst (2022) Gaussian processes retrieval of crop traits in Google Earth Engine based on Sentinel-2 top-of-atmosphere data. Remote Sensing of Environment. ISSN: 0034-4257
- Reyes-Muñoz, P.; Pipia, L.; Salinero-Delgado, M.; Belda, S.; Berger, K.; Estévez, J.; Morata, M.; Rivera-Caicedo, J.P.; Verrelst, J. (2022) Quantifying Fundamental Vegetation Traits over Europe Using the Sentinel-3 OLCI Catalogue in Google Earth Engine. Remote Sensing. ISSN: 2072-4292
- Jochem Verrelst; Zbyněk Malenovský; Christiaan Van der Tol; Gustau Camps-Valls;Jean-Philippe Gastellu-Etchegorry; Philip Lewis; Peter North; Jose Moreno (2019) Quantifying Vegetation Biophysical Variables from Imaging Spectroscopy Data: A Review on Retrieval Methods. Surveys in Geophysics, 40(3), pp. 589 - 629 . ISSN: 0169-3298
- N. Binh; L. Hauser; P. Hoa; G. Thao; N. An; H. N. hut; T. Phuong; J. Verrelst (2022) Quantifying mangrove leaf area index from Sentinel-2 imagery using hybrid models and active learning. International Journal of Remote Sensing. ISSN: 0143-1161
- Verrelst, J.; Vicent, J.; Rivera-Caicedo, J.P.; Lumbierres, M.; Morcillo-Pallarés, P.; Moreno, J. (2019) Global Sensitivity Analysis of Leaf-Canopy-Atmosphere RTMs: Implications for Biophysical Variables Retrieval from Top-of-Atmosphere Radiance Data. Remote Sensing, 11(16), p. 1923 . ISSN: 2072-4292
- G. Tagliabue; M. Boschetti; G. Bramati; G. Candiani; R. Colombo; F. Nutini; L. Pompilio; J. P. Rivera-Caicedo; M. Rossi; M. Rossini; J. Verrelst; C. Panigada (2022) Hybrid retrieval of crop traits from multi-temporal PRISMA hyperspectral imagery. Isprs Journal of Photogrammetry and Remote Sensing. ISSN: 0924-2716
- Candiani, G.; Tagliabue, G.; Panigada, C.; Verrelst, J.; Picchi, V.; Rivera Caicedo, J.P.; Boschetti, M. (2022) Evaluation of Hybrid Models to Estimate Chlorophyll and Nitrogen Content of Maize Crops in the Framework of the Future CHIME Mission. Remote Sensing. ISSN: 2072-4292
- Amin, E.; Belda, S.; Pipia, L.; Szantoi, Z.; El Baroudy, A.; Moreno, J.; Verrelst, J. (2022) Multi-Season Phenology Mapping of Nile Delta Croplands Using Time Series of Sentinel-2 and Landsat 8 Green LAI. Remote Sensing. ISSN: 2072-4292
- V. Döpper; A. D. Rocha; K. Berger; T. Gränzig; J. Verrelst; B. Kleinschmit; M. Förster (2022) Estimating soil moisture content under grassland with hyperspectral data using radiative transfer modelling and machine learning. International Journal Of Applied Earth Observation And Geoinformation. ISSN: 0303-2434
- Berger, K.; Machwitz, M.; Kycko, M.; Kefauver, S. C.; Van Wittenberghe, S.; Gerhards, M.; Verrelst, J., ... & Schlerf, M. (2022) Multi-sensor spectral synergies for crop stress detection and monitoring in the optical domain: A review. Remote Sensing of Environment. ISSN: 0034-4257
- P. Singh; P.K. Srivastava; D. Shah; M. K. Pandey; A. Anand; R. Prasad; R. Dave; J. Verrelst; B.K. Bhattacharya; A.S. Raghubanshi (2022) Multi-sensor spectral synergies for crop stress detection and monitoring in the optical domain: A review. Advances in Space Research. ISSN: 0273-1177
- M. Ranghetti; M. Boschetti; L. Ranghetti; G. Tagliabue; C. Panigada; M. Gianinetto; J. Verrelst; G.Candiani (2022) Assessment of maize nitrogen uptake from PRISMA hyperspectral data through hybrid modelling. European Journal Of Remote Sensing. ISSN: 2279-7254
- Aghababaei, M.; Ebrahimi, A.; Naghipour, A.A.; Asadi, E.; Pérez-Suay, A.; Morata, M.; Garcia, J.L.; Rivera Caicedo, J.P.; Verrelst, J. (2022) Introducing ARTMO's Machine-Learning Classification Algorithms Toolbox: Application to Plant-Type Detection in a Semi-Steppe Iranian Landscape. Remote Sensing. ISSN: 2072-4292
- M.Wocher; K. Berger; J.Verrelst; T.Hank (2022) Retrieval of carbon content and biomass from hyperspectral imagery over cultivated areas. Isprs Journal of Photogrammetry and Remote Sensing. ISSN: 0924-2716
- L. Gao; R. Darvishzadeh; B. Somers; B. Alan Johnson; Y. Wang; J. Verrelst; X.Wang; C.Atzberger (2022) Hyperspectral response of agronomic variables to background optical variability: Results of a numerical experiment. Isprs Journal of Photogrammetry and Remote Sensing. ISSN: 0924-2716
- M. Morata; B. Siegmann; A. Pérez-Suay; J. L. García-Soria; J. P. Rivera-Caicedo; J. Verrelst (2022) Neural Network Emulation of Synthetic Hyperspectral Sentinel-2-like Imagery with Uncertainty. Ieee Journal Of Selected Topics In Applied Earth Observations And Remote Sensing. ISSN: 1939-1404
- M. Hajeb; S. Hamzeh; S.K. Alavipanah; L. Neissi; J. Verrelst (2023) Simultaneous retrieval of sugarcane variables from Sentinel-2 data using Bayesian regularized neural network. International Journal Of Applied Earth Observation And Geoinformation. ISSN: 0303-2434
- Khoshnood, S.; Lotfata, A.; Mombeni, M.; Daneshi, A.; Verrelst, J.; Ghorbani, K. (2023) A Spatial and Temporal Correlation between Remotely Sensing Evapotranspiration with Land Use and Land Cover. Water. ISSN: 2073-4441
- Caballero, G.; Pezzola, A.; Winschel, C.; Sanchez Angonova, P.; Casella, A.; Orden, L.; Salinero-Delgado, M.; Reyes-Muñoz, P.; Berger, K.; Delegido, J.; Verrelst, J. (2023) Synergy of Sentinel-1 and Sentinel-2 Time Series for Cloud-Free Vegetation Water Content Mapping with Multi-Output Gaussian Processes. Remote Sensing. ISSN: 2072-4292
- P. Singh; P.K. Srivastava; J. Verrelst; R.K. Mall; J.P. Rivera; V. Dugesar; R. Prasad (2023) High resolution retrieval of leaf chlorophyll content over Himalayan pine forest using visible/IR sensors mounted on UAV and radiative transfer model. Ecological Informatics. ISSN: 1574-9541
- Bandak, S.; Movahedi Naeini, S.A.R.; Komaki, C.B.; Verrelst, J.; Kakooei, M.; Mahmoodi, M.A. (2023) Satellite-Based Estimation of Soil Moisture Content in Croplands: A Case Study in Golestan Province, North of Iran. Remote Sensing. ISSN: 2072-4292
- Kovács, D.D.; Reyes-Muñoz, P.; Salinero-Delgado, M.; Mészáros, V.I.; Berger, K.; Verrelst, J. (2023) Cloud-Free Global Maps of Essential Vegetation Traits Processed from the TOA Sentinel-3 Catalogue in Google Earth Engine. Remote Sensing. ISSN: 2072-4292
- Vicent, J.; Martino, L.; Verrelst, L.; Camps-Valls, G. (2023) Multifidelity Gaussian Process Emulation for Atmospheric Radiative Transfer Models. IEEE Transactions on Geoscience and Remote Sensing. ISSN: 0196-2892
- Verrelst, J.; Halabuk, A.; Atzberger, C.; Hank, T.; Steinhauser, S.;Berger, K. (2023) A comprehensive survey on quantifying non-photosynthetic vegetation cover and biomass from imaging spectroscopy. Ecological Indicators, 155(110911) . ISSN: 1470-160X
- D.Kovács, D.; Amin, E.; Berger, K.; Reyes-Muñoz, P.; Verrelst, J. (2023) Untangling the Causal Links between Satellite Vegetation Products and Environmental Drivers on a Global Scale by the Granger Causality Method. Remote Sensing, 15(20)(4956) . ISSN: 2072-4292
- Ayala Izurieta, J.E.; Beltrán Dávalos, A.A.; Jara Santillán, C.A.; Godoy Ponce, S.C.; Van Wittenberghe, S.; Verrelst, J.; Delegido, J. (2023) Spatial and temporal analysis of water quality in high andean lakes with Sentinel-2 satellite automatic water products. Sensors, 23(8774), pp. 1 - 20 . ISSN: 1424-8220
- Sahoo, R.N.; Gakhar, S.; Rejith, R.G.; Verrelst, J.; Ranjan, R.; Kondraju, T.; Meena, M.C.; Mukherjee, J.; Daas, A.; Kumar, S.; (2023) Optimizing the Retrieval of Wheat Crop Traits from UAV-Borne Hyperspectral Image with Radiative Transfer Modelling Using Gaussian Process Regression. Remote Sensing, 15(20)(4956) . ISSN: 2072-4292
- Eatidal Amin; Luca Pipia; Santiago Belda; Gregor Perich; Lukas Valentin Graf; Helge Aasen; Shari Van Wittenberghe; José Moreno; Jochem Verrelst (2024) In-season forecasting of within-field grain yield from Sentinel-2 time series data. International Journal Of Applied Earth Observation And Geoinformation, 126(103636) . ISSN: 0303-2434
- Kooistra, L. and Berger, K. and Brede, B. and Graf, L. V. and Aasen, H. and Roujean, J.-L. and Machwitz, M. and Schlerf, M. and Atzberger, C. and Prikaziuk, E. and Ganeva, D. and Tomelleri, E. and Croft, H. and Reyes Muñoz, P. and Garcia Millan, V. and Darvishzadeh, R. and Koren, G. and Herrmann, I. and Rozenstein, O. and Belda, S. and Rautiainen, M. and Rune Karlsen, S. and Figueira Silva, C. and Cerasoli, S. and Pierre, J. and Tanır Kayıkc{c}ı, E. and Halabuk, A. and Tunc Gormus, E. and Fluit, F. and Cai, Z. and Kycko, M. and Udelhoven, T. and Verrelst, J. (2024) Reviews and syntheses: Remotely sensed optical time series for monitoring vegetation productivity. Biogeosciences, 21, pp. 473 - 511 . ISSN: 1726-4170
- J. Vicent; L. Martino; J. Verrelst; J. P. R. Caicedo; G. Camps-Valls (2024) Multioutput Feature Selection for Emulation and Sensitivity Analysis. IEEE Transactions on Geoscience and Remote Sensing, 62 . ISSN: 0196-2892
- Michael Chibuike Ekwe; Oluseun Adeluyi; Jochem Verrelst; Angela Kross; Caleb Akoji Odiji (2024) Estimating rainfed groundnut's leaf area index using Sentinel-2 based on Machine Learning Regression Algorithms and Empirical Models. Biogeosciences, 25, pp. 1404 - 1428 . ISSN: 1726-4170
- Reis Pereira, M.; Verrelst, J.; Tosin, R.; Rivera Caicedo, J.P.; Tavares, F.; Neves dos Santos, F.; Cunha, M. (2024) Plant Disease Diagnosis Based on Hyperspectral Sensing: Comparative Analysis of Parametric Spectral Vegetation Indices and Nonparametric Gaussian Process Classification Approaches. Agronomy-Basel, 14(3)(493) . ISSN: 2073-4395
- Pablo Reyes-Muñoz; Dávid D.Kovács; Katja Berger; Luca Pipia; Santiago Belda; Juan Pablo Rivera-Caicedo; Jochem Verrelst (2024) Inferring global terrestrial carbon fluxes from the synergy of Sentinel 3 & 5P with Gaussian process hybrid models. Remote Sensing of Environment, 305(114072) . ISSN: 0034-4257
- Pascual-Venteo, A.B.; Garcia, J.L.; Berger, K.; Estévez, J.; Vicent, J.; Pérez-Suay, A.; Van Wittenberghe, S.; Verrelst, J. (2024) Gaussian Process Regression Hybrid Models for the Top-of-Atmosphere Retrieval of Vegetation Traits Applied to PRISMA and EnMAP Imagery. Remote Sensing, 16(7)(1211) . ISSN: 2072-4292
- Akbari, E.; Darvishi Boloorani, A.; Verrelst, J.; Pignatti, S.; Neysani Samany, N.; Soufizadeh, S., Hamzeh, S. (2024) How global sensitive is the AquaCrop model to input parameters? A case study of silage maize yield on a regional scale. Frontiers in Agronomy, 6 . ISSN: 2673-3218
- Rabi N. Sahoo; R.G. Rejith; Shalini Gakhar; Jochem Verrelst; Rajeev Ranjan; Tarun Kondraju; Mahesh C. Meena; Joydeep Mukherjee; Anchal Dass; Sudhir Kumar; Mahesh Kumar; Raju Dhandapani: Viswanathan Chinnusamy (2024) Estimation of wheat biophysical variables through UAV hyperspectral remote sensing using machine learning and radiative transfer models. Computers and Electronics in Agriculture, 221(108942) . ISSN: 0168-1699
- Aghababaei, M.; Ebrahimi, A.; Naghipour, A.A.; Asadi, E.; Verrelst, J. (2024) Monitoring of Plant Ecological Units Cover Dynamics in a Semiarid Landscape from Past to Future Using Multi-Layer Perceptron and Markov Chain Model. Computers and Electronics in Agriculture, 16(9)(1612) . ISSN: 0168-1699
- Mingming Jia; Xianxian Guo; Lin Zhang; Mao Wang; Wenqing Wang; Chunyan Lu; Chuanpeng Zhao; Rong Zhang; Ming Wang; Hengqi Yan; Zongming Wang; Jochem Verrelst (2024) Mapping mangrove functional traits from Sentinel-2 imagery based on hybrid models coupled with active learning strategies. International Journal Of Applied Earth Observation And Geoinformation, 130(103905) . ISSN: 0303-2434
- García-Soria, J. L.; Morata, M., Berger, K., Pascual-Venteo, A. B., Rivera-Caicedo, J. P., & Verrelst, J. (2024) Evaluating epistemic uncertainty estimation strategies in vegetation trait retrieval using hybrid models and imaging spectroscopy data. Remote Sensing of Environment, 310(114228) . ISSN: 0034-4257
- Binh, N. A.; Hauser, L. T.; Salinero-Delgado, M.; Hoa, P. V.; Thao, G. T. P.; Verrelst, J. (2024) Monitoring mangrove traits through optical Earth observation: Towards spatio-temporal scalability using cloud-based Sentinel-2 continuous time series. Remote Sensing of Environment, 214, pp. 135 - 152 . ISSN: 0034-4257
- Hassanpour, R.; Majnooni-Heris, A.; Fakheri Fard, A.; Verrelst, J. (2024) Monitoring Biophysical Variables (FVC, LAI, LCab, and CWC) and Cropland Dynamics at Field Scale Using Sentinel-2 Time Series. Remote Sensing, 16(13)(2284) . ISSN: 2072-4292
- Sahoo, Rabi N.; Tarun Kondraju; R. G. Rejith; Jochem Verrelst; Rajeev Ranjan: Shalini Gakhar; Amrita Bhandari; Viswanathan Chinnusamy (2024) Monitoring cropland LAI using Gaussian Process Regression and sentinel - 2 surface reflectance data in Google Earth Engine. Remote Sensing, pp. 5008 - 5027 . ISSN: 2072-4292
- Kovács, D. D.; Reyes-Muñoz, P.; Berger, K.; Mészáros, V. I.; Caballero, G.; Verrelst, J. (2024) Multi-decadal temporal reconstruction of Sentinel-3 OLCI-based vegetation products with multi-output Gaussian process regression. Ecological Informatics, 102816 . ISSN: 1574-9541
- De Clerck, E.; Kovács, D. D.; Berger, K.; Schlerf, M.; Verrelst, J. (2024) Optimizing hybrid models for canopy nitrogen mapping from Sentinel-2 in Google Earth Engine. Isprs Journal of Photogrammetry and Remote Sensing, 218, pp. 530 - 545 . ISSN: 0924-2716
- Akbari, E.; Boloorani, A.D.; Verrelst, J.; Pignatti, S. (2024) Assimilating Satellite-Based Biophysical Variables Data into AquaCrop Model for Silage Maize Yield Estimation Using Water Cycle Algorithm. Remote Sensing, 16(24), p. 4665 . ISSN: 2072-4292
- Prikaziuk, E., Silva, C.F., Koren, G., Cai, Z., Berger, K., Belda, S., Graf, L.V., Tomelleri, E., Verrelst, J., Segarra, J. and Ganeva, D (2025) Evaluation and improvement of Copernicus HR-VPP product for crop phenology monitoring. Computers and Electronics in Agriculture, 233(110136) . ISSN: 0168-1699
- Mir Md Tasnim Alam; Anita Simic Milas; Jochem Verrelst; Qing Tian; Alia Soleil Kripal; Henry Poku Osei; Md Atiqur Rahman (2025) Optimizing Empirical and Hybrid Modeling for Advanced Canopy Chlorophyll and Nitrogen Retrieval Technique Using EnMAP Data. Environmental Challenges, 18(101114) . ISSN: 2667-0100
- Cerasola, V.A.; Orsini, F.; Pennisi, G.; Moretti, G.; Bona, S.; Mirone, F.; Verrelst, J.; Berger, K.; Gianquinto, G. (2025) Hyperspectral imaging for precision nitrogen management: A comparative exploration of two methodological approaches to estimate optimal nitrogen rate in processing tomato. Smart Agricultural Technology, 10(100802) . ISSN: 2772-3755
- Knorr, Wolfgang; Matthew Williams; Tea Thum; Thomas Kaminski; Michael Voßbeck; Marko Scholze; Tristan Quaife; et al. (2025) A comprehensive land-surface vegetation model for multi-stream data assimilation, D&B v1.0. Geoscientific Model Development, 18, pp. 2137 - 2159 . ISSN: 1991-959X
- Beltrán-Dávalos, A.A.; Ayala Izurieta, J.E.; Echeverría, M.; Jara Santillán, C.A.; Verrelst, J.; Delegido, J., Merino, A.; Otero, X.L. (2025) Driving variables to explain soil organic carbon dynamics: páramo highlands of the Ecuadorian Real mountain range. Journal Of Soils And Sediments, 25, pp. 1578 - 1597 . ISSN: 1439-0108
- Luke A. Brown; Richard Fernandes; Jochem Verrelst; Harry Morris; Najib Djamai; Pablo Reyes-Muñoz; Dávid D.Kovács; Courtney Meier (2025) GROUNDED EO: Data-driven Sentinel-2 LAI and FAPAR retrieval using Gaussian processes trained with extensive fiducial reference measurements. Remote Sensing of Environment, 326 . ISSN: 0034-4257
- Reyes-Muñoz, Pablo, Dávid D. Kovács, and Jochem Verrelst (2025) Tower-to-global upscaling of terrestrial carbon fluxes driven by MODIS-LAI, Sentinel-3-LAI and ERA5-Land data. Ecological Indicators, 177(113597) . ISSN: 1470-160X
- Nizom Farmonov; Susanne Walden; Eric Martinée; Christian Lampei; Mona Schreiber; Lars Opgenoorth; Anjaharinony Andry Ny Aina Rakotomalala; Tobias Müller; Nina Farwig; Stefan Pinkert; Lucy Saueressig; Annabell Rosemarie Wagner; Robert R. Junker; Jochem Verrelst; Jörg Bendix (2025) Optimizing hybrid models for forest leaf and canopy trait mapping from EnMAP hyperspectral data with limited field samples. Science of Remote Sensing, 12 . ISSN: 2666-0172
- Miguel Morata; Bastian Siegmann; José Luis García-Soria; Juan Pablo Rivera-Caicedo; Jochem Verrelst (2025) On the potential of principal component analysis for the reconstruction of full-spectrum SIF emission and emulated airborne-to-satellite upscaling. Remote Sensing of Environment, 328(114865) . ISSN: 0034-4257
- Singh, P., Srivastava, P. K., Jha, P. K., Verrelst, J., Singh, P. N., & Prasad, R. (2025) Retrieval of crop traits using PROSAIL-based hybrid radiative transfer model and EnMAP hyperspectral data. International Journal Of Applied Earth Observation And Geoinformation, 143(104769) . ISSN: 0303-2434
- Sahoo, R. N.; Rejith, R. G.; Kondraju, T.; Ranjan, R.; Bhandari, A.; Gakhar, S.; Asim, M., Verrelst J.; Kaur, R.; Singh, T.; Dass, A. (2025) Scaling-up plant chlorophyll retrieval from proximal to UAV-borne hyperspectral data using a Gaussian process hybrid model. International Journal of Remote Sensing, 46(23) . ISSN: 0143-1161
- Verrelst, J.; Morata, M.; García-Soria, J.L.; Sun, Y.; Qi, J.; Rivera-Caicedo, J.P. (2025) RTM Surrogate Modeling in Optical Remote Sensing: A Review of Emulation for Vegetation and Atmosphere Applications. Remote Sensing, 17(21), p. 3618 . ISSN: 2072-4292
- Dávid D. Kovács; Emma De Clerck; Jochem Verrelst (2025) PyEOGPR: A Python package for vegetation trait mapping with Gaussian Process Regression on Earth observation cloud platforms. Ecological Informatics, 92 . ISSN: 1574-9541
- Cantos VFF; Rodríguez PXL; Izurieta JEA; Santillán CAJ; Ruiz-Verdú A; Verrelst J; Goethals PLM; Delegido J. (2025) Spatiotemporal Analysis of Water Quality Conditions in High-Andean Lakes Based on Satellite Indicators Using Sentinel 2 and Landsat 8/9 Images. Water, 17(21), pp. 3145-1 - 22 . ISSN: 2073-4441
- Xiao, S.; Lyu, C.; Zhang, C.; Verrelst, J.; Wang, L.; Shi, Y.; Lyu, Y.; Shi, H. (2025) Bridging Gaps in Aquatic Remote Sensing Reflectance Validation: Pixel Boundary Effect and Its Induced Errors. Sensors, 25(23) . ISSN: 1424-8220
- Emma De Clerck; Pablo Reyes-Muñoz; Egor Prikaziuk; Dávid D.Kovács; Jochem Verrelst (2026) High-spatial-resolution gross primary production estimation from Sentinel-2 reflectance using hybrid Gaussian processes modeling. Isprs Journal of Photogrammetry and Remote Sensing, 232, pp. 172 - 195 . ISSN: 0924-2716
- Ekwe, M.; Fernando, H.; James, G.; Adeluyi, O.; Verrelst, J.; Kross, A. (2026) Assessment of PlanetScope Spectral Data for Estimation of Peanut Leaf Area Index Using Machine Learning and Statistical Methods. Sensors, 26(2026) . ISSN: 1424-8220
- Verrelst, J.; Zhang, Y.; Morata, M.; De Clerck, E.; Liu, L. (2026) Machine Learning for Satellite Solar-Induced Fluorescence: Retrieval, Reconstruction, Downscaling, and Applications. Remote Sensing, 18(4), p. 553 . ISSN: 2072-4292
- Jochem Verrelst; José Luis García-Soria; Pablo Reyes-Muñoz; Emma De Clerck; Miguel Morata; Juan Pablo Rivera-Caicedo (2026) Epistemic and aleatoric uncertainty in optical vegetation trait retrieval: Concepts, Methods, and Outlook. Isprs Journal of Photogrammetry and Remote Sensing. ISSN: 0924-2716
- Huiren Tian; Yongyuan Gao; Yuxin Zhang; Hongwei Li; Jochem Verrelst; Yelu Zeng (2026) Quantifying angular sensitivity and synergistic effects of SIF and vegetation indices for robust winter wheat yield estimation. International Journal Of Applied Earth Observation And Geoinformation. ISSN: 0303-2434
- Singh, P.; Srivastava, P.K.; Malhi, R.K.M.; Chaudhary, S.K.; Verrelst, J.; Bhattacharya, B.K.; Raghubanshi, A.S (2021) Denoising AVIRIS-NG data for generation of new chlorophyll indices. Ieee Sensors Journal, 21(5), pp. 6982 - 6989 . ISSN: 1530-437X
- Berger, K.; Rivera Caicedo, J.P.; Martino, L.; Wocher, M.; Hank, T.; Verrelst, J. (2021) A Survey of Active Learning for Quantifying Vegetation Traits from Terrestrial Earth Observation Data. Remote Sensing, 13(2) . ISSN: 2072-4292
- Pipia, L.; Amin, E.; Belda, S.; Salinero-Delgado, M.; Verrelst, J. (2021) Green LAI Mapping and Cloud Gap-Filling Using Gaussian Process Regression in Google Earth Engine. Remote Sensing, 13(3) . ISSN: 2072-4292
- Fernández-Guisuraga, J. M.; Verrelst, J.; Calvo, L.; Suárez-Seoane, S. (2021) Hybrid inversion of radiative transfer models based on high spatial resolution satellite reflectance data improves fractional vegetation cover retrieval in heterogeneous ecological systems after fire. Remote Sensing of Environment, 255(112304) . ISSN: 0034-4257
- Estévez, J., Berger, K., Vicent, J., Rivera-Caicedo. J.P., Wocher, M., Verrelst, J. (2021) Top-of-Atmosphere Retrieval of Multiple Crop Traits Using Variational Heteroscedastic Gaussian Processes within a Hybrid Workflow. Remote Sensing, 13(8) . ISSN: 2072-4292
- Vicent, J.; Rivera-Caicedo, J.P.; Verrelst, J.; Muñoz-Marí, J.; Sabater, N.; Berthelot, B.; Camps-Valls, G.; Moreno, J. (2021) Systematic Assessment of MODTRAN Emulators for Atmospheric Correction. IEEE Transactions on Geoscience and Remote Sensing. ISSN: 0196-2892
- Abdelbaki, A.; Schlerf, M.; Retzlaff, R.; Machwitz, M.; Verrelst, J.; Udelhoven, T. (2021) Comparison of Crop Trait Retrieval Strategies Using UAV-Based VNIR Hyperspectral Imaging. Remote Sensing, 13(9) . ISSN: 2072-4292
- Perich, G.; Aasen, H.; Verrelst, J.; Argento, F.; Walter, A.; Liebisch, F. (2021) Crop Nitrogen Retrieval Methods for Simulated Sentinel-2 Data Using In-Field Spectrometer Data. Remote Sensing, 13(12) . ISSN: 2072-4292
- Verrelst, J.; Rivera-Caicedo, J.P.; Reyes-Muñoz, P.; Morata, M.; Amin, E.; Tagliabue, G.; Panigada, C.; Hank, T.; Berger, K. (2021) Mapping landscape canopy nitrogen content from space using PRISMA data. Isprs Journal of Photogrammetry and Remote Sensing, 178, pp. 382 - 395 . ISSN: 0924-2716
- Adeluyi, O., Harris, A., Verrelst, J., Foster, D., Clay, G.D. (2021) Estimating the phenological dynamics of irrigated rice leaf area index using the combination of PROSAIL and Gaussian Process Regression. International Journal Of Applied Earth Observation And Geoinformation, 102(102454) . ISSN: 0303-2434
- Aghababaei, M.; Ebrahimi, A.; Naghipour, A.A.; Asadi, E.; Verrelst, J. (2021) Classification of Plant Ecological Units in Heterogeneous Semi-Steppe Rangelands: Performance Assessment of Four Classification Algorithms. Remote Sensing, 13(17) . ISSN: 2072-4292
- Amin, E., Verrelst, J., Rivera-Caicedo, J.P., Pipia, L., Ruiz-Verdú, A., Moreno, J. (2021) Prototyping Sentinel-2 green LAI and brown LAI products for cropland monitoring. Remote Sensing of Environment, 255(112168) . ISSN: 0034-4257
- Khoshnoodmotlagh S.; Daneshi, A.; Gharari, S.; Verrelst, J.; Mirzaei, M.; Omrani, H. (2021) Urban morphology detection and it's linking with land surface temperature: A case study for Tehran Metropolis, Iran. Sustainable Cities And Society, 74 . ISSN: 2210-6715
- Sinha, S.K.; Padalia, H.; Dasgupta, A.; Verrelst, J.; Rivera, J.P. (2020) Estimation of leaf area index using PROSAIL based LUT inversion, MLRA-GPR and empirical models: Case study of tropical deciduous forest plantation, North India. International Journal Of Applied Earth Observation And Geoinformation, 86(102027) . ISSN: 0303-2434
- Gao, L.; Wang, X.; Johnson, B.A.; Tian, Q.; Wang, Y.; Verrelst, J.; Mu, X.; Gu, X. (2020) Remote sensing algorithms for estimation of fractional vegetation cover using pure vegetation index values: A review. Isprs Journal of Photogrammetry and Remote Sensing, 159, pp. 364 - 377 . ISSN: 0924-2716
- Abbasi, M.; Verrelst, J.; Mirzaei, M.; Marofi, S.; Riyahi Bakhtiari, H.R. (2020) Optimal Spectral Wavelengths for Discriminating Orchard Species Using Multivariate Statistical Techniques. Remote Sensing, 12(1), p. 63 . ISSN: 2072-4292
- Belda, S.; Pipia, L.; Morcillo-Pallarés, P.; Rivera-Caicedo, J. P.; Amin, E.; de Grave, C.; Verrelst, J (2020) DATimeS: A machine learning time series GUI toolbox for gap-filling and vegetation phenology trends detection. Environmental Modelling & Software, 127(104666) . ISSN: 1364-8152
- De Grave, C., Verrelst, J., Morcillo-Pallarés, P., Pipia, L., Rivera-Caicedo, J.P., Amin, E., Belda, S., Moreno, J. (2020) Quantifying vegetation biophysical variables from the Sentinel-3/FLEX tandem mission: Evaluation of the synergy of OLCI and FLORIS data sources. Remote Sensing of Environment, 251, p. 112101 . ISSN: 0034-4257
- Brede, B.; Verrelst, J.; Gasetllu-Etchegorry, J.P.; Clevers, J.G.P.W.; Goudzwaard, L.; den Ouden, J.; Verbesselt, J.; Herold, J. (2020) Assessment of Workflow Feature Selection on Forest LAI Prediction with Sentinel-2A MSI, Landsat 7 ETM+ and Landsat 8 OLI. Remote Sensing, 12(6) . ISSN: 2072-4292
- Berger, K.; Verrelst, J.; Feret, J-B.; Hank, T.; Wocher, M.; Camps-Valls, G. (2020) Retrieval of aboveground crop nitrogen content with a hybrid machine learning method. International Journal Of Applied Earth Observation And Geoinformation. ISSN: 0303-2434
- Berger, K.; Verrelst, J.; Féret, J.P.; Wang, Z.; Wocher, M.; Srathmann, M.; Danner, M.; Mauser, W.; Hank, T. (2020) Crop nitrogen monitoring: Recent progress and principal developments in the context of imaging spectroscopy missions. Remote Sensing of Environment, 242(111758) . ISSN: 0034-4257
- Belda, S.; Pipia, L.; Morcillo-Pallarés, P.; Verrelst, J. (2020) Optimizing Gaussian Process Regression for Image Time Series Gap-Filling and Crop Monitoring. Agronomy-Basel, 4(4) . ISSN: 2073-4395
- Mirzaei, M., Verrelst, J., Arbabi, M., Shaklabadi, Z., & Lotfizadeh, M. (2020) Urban Heat Island Monitoring and Impacts on Citizen's General Health Status in Isfahan Metropolis: A Remote Sensing and Field Survey Approach. Remote Sensing, 12(8) . ISSN: 2072-4292
- Tramontana, G.; Migliavacca, M.; Jung, M.; Reichstein, M.; Keenan, T.; Camps-Valls, G.; Ogee, J.; Verrelst, J.; Papale, D. (2020) Partitioning net carbon dioxide fluxes into photosynthesis and respiration using neural networks. Global Change Biology, 26(9) . ISSN: 1354-1013
- Verrelst, J.; Berger, K.; Rivera-Caicedo, J. P. (2020) Intelligent Sampling for Vegetation Nitrogen Mapping Based on Hybrid Machine Learning Algorithms. Ieee Geoscience And Remote Sensing Letters. ISSN: 1545-598X
- Khoshnoodmotlagh, S.; Verrelst, J.; Daneshi, A.; Mirzaei, M.; Azadi, H.; Haghighi, M.; Hatamimanesh, M.; Marofi, S. (2020) Transboundary Basins Need More Attention: Anthropogenic Impacts on Land Cover Changes in Aras River Basin, Monitoring and Prediction. Remote Sensing, 12(20) . ISSN: 2072-4292
- Mirzaei, M.; Verrelst, J.; Riyahi Bakhtiari, A.; Marofi, S. (2020) Potential use of grapevine cv Askari for heavy metal phytoremediation purposes at greenhouse scale. Environmental science and pollution research international(28), pp. 12447 - 12458 . ISSN: 0944-1344
- Estévez, J., Vicent, J., Rivera-Caicedo, J.P., Morcillo-Pallares, P., Vuolo, F., Sabater, N., Moreno, J., Verrelst, J. (2020) Gaussian processes retrieval of LAI from Sentinel-2 top-of-atmosphere radiance data. Isprs Journal of Photogrammetry and Remote Sensing, 167, pp. 289 - 304 . ISSN: 0924-2716
- Mirzaei, M.; Jafari, A., Verrelst, J.; Haghighi, M.; Zargarnia, A. H.; Khoshnoodmotlagh, S.; Azadi, H.; Scheffran, J. (2020) Trans-boundary land cover changes and its influences on water crisis: Case study of the Aras River. Applied Geography, 124(102323) . ISSN: 0143-6228
- Vicent, J., Verrelst, J., Sabater, N., Alonso, L., Rivera-Caicedo, J.P., Martino, L., Muñoz-Marí, J., Moreno, J. (2020) Comparative analysis of atmospheric radiative transfer models using the Atmospheric Look-up table Generator (ALG) toolbox (version 2.0). Geoscientific Model Development, 13(4), pp. 1945 - 1957 . ISSN: 1991-959X
- Jochem Verrelst; Jorge Vicent; Juan Pablo Rivera-Caicedo; Maria Lumbierres; Pablo Morcillo-Pallarés; José Moreno (2019) Global Sensitivity Analysis of Leaf-Canopy-Atmosphere RTMs: Implications for Biophysical Variables Retrieval from Top-of-Atmosphere Radiance Data. Remote Sensing, 11(1923) . ISSN: 2072-4292
- Jochem Verrelst; Juan Pablo Rivera Caicedo; Jorge Vicent; Pablo Morcillo Pallarés; José Moreno (2019) Approximating Empirical Surface Reflectance Data through Emulation: Opportunities for Synthetic Scene Generation. Remote Sensing. ISSN: 2072-4292
- Malenovský, Z.; Homolová, L.; Luke¿, P.; Buddenbaum, H.; Verrelst, J.; Alonso, L., Schaepman, M.E.; Nicolas, L.; Gastellu-Etchegorry, J. P. (2019) Variability and uncertainty challenges in scaling imaging spectroscopy retrievals and validations from leaves up to vegetation canopies. Surveys in Geophysics, 40(3), pp. 589 - 629 . ISSN: 0169-3298
- Tagliabue, G.; Panigada, C.; Dechant, B.; Baret, F.; Cogliati, S.; Colombo, R.; Migliavacca, M.; Rademske, P.; Schickling, A.; Schüttemeyer, D.; Verrelst, J.; Rascher, U.; Ryu, Y.; Rossini, M. (2019) Exploring the spatial relationship between airborne-derived red and far-red sun-induced fluorescence and process-based GPP estimates in a forest ecosystem. Remote Sensing of Environment, 231 . ISSN: 0034-4257
- Ahmadian, N.; Ullmann, T.; Verrelst, J.; Borg, E.; Zölitz, R.; Conrad, C. (2019) Biomass Assessment of Agricultural Crops Using Multi-temporal Dual-Polarimetric TerraSAR-X Data. Pfg-Journal Of Photogrammetry Remote Sensing And Geoinformation Science, 87(4), pp. 159 - 175 . ISSN: 2512-2789
- Mirzaei, M.; Verrelst, J.; Marofi, S.; Abbasi, M.; Azadi, H. (2019) Eco-friendly estimation of heavy metal contents in grapevine foliage using in-field hyperspectral data and multivariate analysis. Remote Sensing, 11(23), p. 2731 . ISSN: 2072-4292
- Pipia, L.; Muñoz-Marí, J.; Amin, E.; Belda, S.; Camps-Valls, G.; Verrelst, J. (2019) Fusing optical and SAR time series for LAI gap filling with multioutput Gaussian processes. Remote Sensing of Environment, 235, p. 1111452 . ISSN: 0034-4257
- C. Tenjo; J.P. Rivera Caicedo; N. Sabater; J. Vicent; L. Alonso; J. Verrelst; J. Moreno (2018) Design of a Generic 3-D Scene Generator for Passive Optical Missions and Its Implementation for the ESA's FLEX/Sentinel-3 Tandem Mission. IEEE Transactions on Geoscience and Remote Sensing, 56(3), pp. 1290 - 1307 . ISSN: 0196-2892
- Nieves Pasqualotto; Jesús Delegido; Shari Van Wittenberghe; Jochem Verrelst; Juan Pablo Rivera;José Moreno (2018) Retrieval of canopy water content of different crop types with two new hyperspectral indices: Water Absorption Area Index and Depth Water Index. International Journal Of Applied Earth Observation And Geoinformation, 67, pp. 69 - 78 . ISSN: 1569-8432
- Vicent, J.;Alonso, L.;Martino, L.;Sabater, N.;Verrelst, J.; Camps-Valls, G.; Moreno, J. (2018) Gradient-based Automatic Look-Up Table Generator for Radiative Transfer Models. IEEE Transactions on Geoscience and Remote Sensing. ISSN: 0196-2892
- Vicent, J.; Verrelst, J.;Rivera-Caicedo, J.P.; Sabater, N.; Muñoz-Marí, J. ; Camps-Valls, G; Moreno, J. (2018) Emulation as an Accurate Alternative to Interpolation in Sampling Radiative Transfer Codes. Ieee Journal Of Selected Topics In Applied Earth Observations And Remote Sensing, 11(12), pp. 4918 - 4931 . ISSN: 1939-1404
- Neus Sabater; Jorge Vicent; Luis Alonso; Jochem Verrelst; Elizabeth M. Middleton; Albert Porcar-Castell; José Moreno (2018) Compensation of Oxygen Transmittance Effects for Proximal Sensing Retrieval of Canopy-Leaving Sun-Induced Chlorophyll Fluorescence. Remote Sensing, 10(10) . ISSN: 2072-4292
- N. Sabater; J. Vicent; L. Alonso; S. Cogliati; J. Verrelst; J. Moreno (2017) Impact of atmospheric inversion effects on solar-induced chlorophyll fluorescence: Exploitation of the apparent reflectance as a quality indicator. Remote Sensing, 9(6) . ISSN: 2072-4292
- J. Vicent; N. Sabater; J. Verrelst; L. Alonso; J. Moreno (2017) Assessment of approximations in aerosol optical properties and vertical distribution into FLEX atmospherically-corrected surface reflectance and retrieved sun-induced fluorescence. Remote Sensing, 9(7) . ISSN: 2072-4292
- J. Verrelst; J.P. Rivera Caicedo; J. Muñoz-Mari, G. Camps-Valls; J. Moreno (2017) SCOPE-Based Emulators for Fast Generation of Synthetic Canopy Reflectance and Sun-Induced Fluorescence Spectra. Remote Sensing, 9(9) . ISSN: 2072-4292
- J.P. Rivera Caicedo; J. Verrelst; J. Muñoz-Mari, G. Camps-Valls; J. Moreno (2017) Hyperspectral dimensionality reduction for biophysical variable statistical retrieval. Isprs Journal of Photogrammetry and Remote Sensing, 132, pp. 88 - 101 . ISSN: 0924-2716
- Gustau Camps-Valls; Jochem Verrelst; Jordi Munoz-Mari; Valero Laparra; Fernando Mateo-Jimenez; Jose Gomez-Dans (2016) A Survey on Gaussian Processes for Earth Observation Data Analysis. Ieee Geoscience And Remote Sensing Magazine, 4(2), pp. 1 - 16 . ISSN: 2168-6831
- J. Vicent; N. Sabater; C. Tenjo; J.R. Acarreta; M.Manzano; J.P. Rivera; P. Jurado; R. Franco; L. Alonso; Jochem Verrelst; J. Moreno (2016) FLEX End-to-End Mission Performance Simulator. IEEE Transactions on Geoscience and Remote Sensing, 54(7), pp. 4215 - 4223 . ISSN: 0196-2892
- J.Verrelst; S. Dethier; J.P. Rivera; J. Muñoz-Marí; G. Camps-Valls; J. Moreno (2016) Active Learning Methods for Efficient Hybrid Biophysical Variable Retrieval. Ieee Geoscience And Remote Sensing Letters, 13(7), pp. 1012 - 1016 . ISSN: 1545-598X
- J. Verrelst; C.van der Tol; F.Magnani; N.Sabater; J.P. Rivera; G. Mohammed; J. Moreno (2016) Evaluating the predictive power of sun-induced chlorophyll fluorescence to estimate net photosynthesis of vegetation canopies: A SCOPE modeling study. Remote Sensing of Environment. ISSN: 0034-4257
- Verrelst J.; Rivera, J.P.; Gitelson, A.; Delegido, J.; Moreno, J.; Camps-Valls, G., (2016) Spectral band selection for vegetation properties retrieval using Gaussian processes regression. International Journal Of Applied Earth Observation And Geoinformation, 52, pp. 554 - 567 . ISSN: 0303-2434
- Jochem Verrelst; Neus Sabater; Juan Pablo Rivera; Jordi Muñoz-Marí; Jorge Vicent; Gustau Camps-Valls; José Moreno (2016) Emulation of leaf, canopy and atmosphere radiative transfer models for fast global sensitivity analysis. Remote Sensing, 8(8) . ISSN: 2072-4292
- Caballero, G.; Pezzola, A.; Winschel, C.; Casella, A.; Sanchez Angonova, P.; Rivera-Caicedo, J.P.; Berger, K.; Verrelst, J.; Delegido, J. (2022) Seasonal mapping of irrigated winter wheat traits in Argentina with a hybrid retrieval workflow using Sentinel-2 imagery. Remote Sensing, 14(4531) . ISSN: 2072-4292
- Ayala Izurieta, J. E.; Jara Santillán, C. A.; Van Wittenberghe, S.; Delegido, J.; Verrelst, J. (2022) Improving the remote estimation of soil organic carbon in complex ecosystems with Sentinel‑2 and GIS using Gaussian processes regression. Plant and Soil, 479, pp. 159 - 183 . ISSN: 0032-079X
- Casella, A.; Orden, L.; Pezzola, N.A.; Bellaccomo, C.; Winschel, C.I.; Caballero, G.R.; Delegido, J.; Gracia, L.M.N.; Verrelst, J. (2022) Analysis of biophysical variables in an onion crop (Allium cepa L.) with nitrogen fertilization by Sentinel-2 observations. Agronomy-Basel, 12(1884) . ISSN: 2073-4395
- Caballero, G.; Pezzola, A.; Winschel, C.; Casella, A.; Sanchez Angonova, P.; Orden, L; Berger, K.; Verrelst, J.; Delegido, J. (2022) Quantifying irrigated winter wheat LAI in Argentina using multiple Sentinel-1 incidence angles. Remote Sensing, 14(5867) . ISSN: 2072-4292
- Chakhvashvili, E.; Siegmann, B.; Muller, O.; Verrelst, J.; Bendig, J.; Kraska, T.; Rascher, U. (2022) Retrieval of Crop Variables from Proximal Multispectral UAV Image Data Using PROSAIL in Maize Canopy. Remote Sensing. ISSN: 2072-4292
- Grave, C.D.; Pipia, L.; Siegmann, B.; Morcillo-Pallarés, P.; Rivera-Caicedo, J.P.; Moreno, J., Verrelst, J. (2021) Retrieving and Validating Leaf and Canopy Chlorophyll Content at Moderate Resolution: A Multiscale Analysis with the Sentinel-3 OLCI Sensor. Remote Sensing, 13(8) . ISSN: 2072-4292
- J. Estévez; M. Salinero-Delgado; K. Berger; L. Pipia; J.P. Rivera-Caicedo;M. Wocher; P. Reyes-Muñoz; G. Tagliabue; M. Boschetti; J. Verrelst (2022) Gaussian processes retrieval of crop traits in Google Earth Engine based on Sentinel-2 top-of-atmosphere data. Remote Sensing of Environment. ISSN: 0034-4257
- Reyes-Muñoz, P.; Pipia, L.; Salinero-Delgado, M.; Belda, S.; Berger, K.; Estévez, J.; Morata, M.; Rivera-Caicedo, J.P.; Verrelst, J. (2022) Quantifying Fundamental Vegetation Traits over Europe Using the Sentinel-3 OLCI Catalogue in Google Earth Engine. Remote Sensing. ISSN: 2072-4292
- Jochem Verrelst; Zbyněk Malenovský; Christiaan Van der Tol; Gustau Camps-Valls;Jean-Philippe Gastellu-Etchegorry; Philip Lewis; Peter North; Jose Moreno (2019) Quantifying Vegetation Biophysical Variables from Imaging Spectroscopy Data: A Review on Retrieval Methods. Surveys in Geophysics, 40(3), pp. 589 - 629 . ISSN: 0169-3298
- N. Binh; L. Hauser; P. Hoa; G. Thao; N. An; H. N. hut; T. Phuong; J. Verrelst (2022) Quantifying mangrove leaf area index from Sentinel-2 imagery using hybrid models and active learning. International Journal of Remote Sensing. ISSN: 0143-1161
- Verrelst, J.; Vicent, J.; Rivera-Caicedo, J.P.; Lumbierres, M.; Morcillo-Pallarés, P.; Moreno, J. (2019) Global Sensitivity Analysis of Leaf-Canopy-Atmosphere RTMs: Implications for Biophysical Variables Retrieval from Top-of-Atmosphere Radiance Data. Remote Sensing, 11(16), p. 1923 . ISSN: 2072-4292
- G. Tagliabue; M. Boschetti; G. Bramati; G. Candiani; R. Colombo; F. Nutini; L. Pompilio; J. P. Rivera-Caicedo; M. Rossi; M. Rossini; J. Verrelst; C. Panigada (2022) Hybrid retrieval of crop traits from multi-temporal PRISMA hyperspectral imagery. Isprs Journal of Photogrammetry and Remote Sensing. ISSN: 0924-2716
- Candiani, G.; Tagliabue, G.; Panigada, C.; Verrelst, J.; Picchi, V.; Rivera Caicedo, J.P.; Boschetti, M. (2022) Evaluation of Hybrid Models to Estimate Chlorophyll and Nitrogen Content of Maize Crops in the Framework of the Future CHIME Mission. Remote Sensing. ISSN: 2072-4292
- Amin, E.; Belda, S.; Pipia, L.; Szantoi, Z.; El Baroudy, A.; Moreno, J.; Verrelst, J. (2022) Multi-Season Phenology Mapping of Nile Delta Croplands Using Time Series of Sentinel-2 and Landsat 8 Green LAI. Remote Sensing. ISSN: 2072-4292
- V. Döpper; A. D. Rocha; K. Berger; T. Gränzig; J. Verrelst; B. Kleinschmit; M. Förster (2022) Estimating soil moisture content under grassland with hyperspectral data using radiative transfer modelling and machine learning. International Journal Of Applied Earth Observation And Geoinformation. ISSN: 0303-2434
- Berger, K.; Machwitz, M.; Kycko, M.; Kefauver, S. C.; Van Wittenberghe, S.; Gerhards, M.; Verrelst, J., ... & Schlerf, M. (2022) Multi-sensor spectral synergies for crop stress detection and monitoring in the optical domain: A review. Remote Sensing of Environment. ISSN: 0034-4257
- P. Singh; P.K. Srivastava; D. Shah; M. K. Pandey; A. Anand; R. Prasad; R. Dave; J. Verrelst; B.K. Bhattacharya; A.S. Raghubanshi (2022) Multi-sensor spectral synergies for crop stress detection and monitoring in the optical domain: A review. Advances in Space Research. ISSN: 0273-1177
- M. Ranghetti; M. Boschetti; L. Ranghetti; G. Tagliabue; C. Panigada; M. Gianinetto; J. Verrelst; G.Candiani (2022) Assessment of maize nitrogen uptake from PRISMA hyperspectral data through hybrid modelling. European Journal Of Remote Sensing. ISSN: 2279-7254
- Aghababaei, M.; Ebrahimi, A.; Naghipour, A.A.; Asadi, E.; Pérez-Suay, A.; Morata, M.; Garcia, J.L.; Rivera Caicedo, J.P.; Verrelst, J. (2022) Introducing ARTMO's Machine-Learning Classification Algorithms Toolbox: Application to Plant-Type Detection in a Semi-Steppe Iranian Landscape. Remote Sensing. ISSN: 2072-4292
- M.Wocher; K. Berger; J.Verrelst; T.Hank (2022) Retrieval of carbon content and biomass from hyperspectral imagery over cultivated areas. Isprs Journal of Photogrammetry and Remote Sensing. ISSN: 0924-2716
- L. Gao; R. Darvishzadeh; B. Somers; B. Alan Johnson; Y. Wang; J. Verrelst; X.Wang; C.Atzberger (2022) Hyperspectral response of agronomic variables to background optical variability: Results of a numerical experiment. Isprs Journal of Photogrammetry and Remote Sensing. ISSN: 0924-2716
- M. Morata; B. Siegmann; A. Pérez-Suay; J. L. García-Soria; J. P. Rivera-Caicedo; J. Verrelst (2022) Neural Network Emulation of Synthetic Hyperspectral Sentinel-2-like Imagery with Uncertainty. Ieee Journal Of Selected Topics In Applied Earth Observations And Remote Sensing. ISSN: 1939-1404
- M. Hajeb; S. Hamzeh; S.K. Alavipanah; L. Neissi; J. Verrelst (2023) Simultaneous retrieval of sugarcane variables from Sentinel-2 data using Bayesian regularized neural network. International Journal Of Applied Earth Observation And Geoinformation. ISSN: 0303-2434
- Khoshnood, S.; Lotfata, A.; Mombeni, M.; Daneshi, A.; Verrelst, J.; Ghorbani, K. (2023) A Spatial and Temporal Correlation between Remotely Sensing Evapotranspiration with Land Use and Land Cover. Water. ISSN: 2073-4441
- Caballero, G.; Pezzola, A.; Winschel, C.; Sanchez Angonova, P.; Casella, A.; Orden, L.; Salinero-Delgado, M.; Reyes-Muñoz, P.; Berger, K.; Delegido, J.; Verrelst, J. (2023) Synergy of Sentinel-1 and Sentinel-2 Time Series for Cloud-Free Vegetation Water Content Mapping with Multi-Output Gaussian Processes. Remote Sensing. ISSN: 2072-4292
- P. Singh; P.K. Srivastava; J. Verrelst; R.K. Mall; J.P. Rivera; V. Dugesar; R. Prasad (2023) High resolution retrieval of leaf chlorophyll content over Himalayan pine forest using visible/IR sensors mounted on UAV and radiative transfer model. Ecological Informatics. ISSN: 1574-9541
- Bandak, S.; Movahedi Naeini, S.A.R.; Komaki, C.B.; Verrelst, J.; Kakooei, M.; Mahmoodi, M.A. (2023) Satellite-Based Estimation of Soil Moisture Content in Croplands: A Case Study in Golestan Province, North of Iran. Remote Sensing. ISSN: 2072-4292
- Kovács, D.D.; Reyes-Muñoz, P.; Salinero-Delgado, M.; Mészáros, V.I.; Berger, K.; Verrelst, J. (2023) Cloud-Free Global Maps of Essential Vegetation Traits Processed from the TOA Sentinel-3 Catalogue in Google Earth Engine. Remote Sensing. ISSN: 2072-4292
- Vicent, J.; Martino, L.; Verrelst, L.; Camps-Valls, G. (2023) Multifidelity Gaussian Process Emulation for Atmospheric Radiative Transfer Models. IEEE Transactions on Geoscience and Remote Sensing. ISSN: 0196-2892
- Verrelst, J.; Halabuk, A.; Atzberger, C.; Hank, T.; Steinhauser, S.;Berger, K. (2023) A comprehensive survey on quantifying non-photosynthetic vegetation cover and biomass from imaging spectroscopy. Ecological Indicators, 155(110911) . ISSN: 1470-160X
- D.Kovács, D.; Amin, E.; Berger, K.; Reyes-Muñoz, P.; Verrelst, J. (2023) Untangling the Causal Links between Satellite Vegetation Products and Environmental Drivers on a Global Scale by the Granger Causality Method. Remote Sensing, 15(20)(4956) . ISSN: 2072-4292
- Ayala Izurieta, J.E.; Beltrán Dávalos, A.A.; Jara Santillán, C.A.; Godoy Ponce, S.C.; Van Wittenberghe, S.; Verrelst, J.; Delegido, J. (2023) Spatial and temporal analysis of water quality in high andean lakes with Sentinel-2 satellite automatic water products. Sensors, 23(8774), pp. 1 - 20 . ISSN: 1424-8220
- Sahoo, R.N.; Gakhar, S.; Rejith, R.G.; Verrelst, J.; Ranjan, R.; Kondraju, T.; Meena, M.C.; Mukherjee, J.; Daas, A.; Kumar, S.; (2023) Optimizing the Retrieval of Wheat Crop Traits from UAV-Borne Hyperspectral Image with Radiative Transfer Modelling Using Gaussian Process Regression. Remote Sensing, 15(20)(4956) . ISSN: 2072-4292
- Eatidal Amin; Luca Pipia; Santiago Belda; Gregor Perich; Lukas Valentin Graf; Helge Aasen; Shari Van Wittenberghe; José Moreno; Jochem Verrelst (2024) In-season forecasting of within-field grain yield from Sentinel-2 time series data. International Journal Of Applied Earth Observation And Geoinformation, 126(103636) . ISSN: 0303-2434
- Kooistra, L. and Berger, K. and Brede, B. and Graf, L. V. and Aasen, H. and Roujean, J.-L. and Machwitz, M. and Schlerf, M. and Atzberger, C. and Prikaziuk, E. and Ganeva, D. and Tomelleri, E. and Croft, H. and Reyes Muñoz, P. and Garcia Millan, V. and Darvishzadeh, R. and Koren, G. and Herrmann, I. and Rozenstein, O. and Belda, S. and Rautiainen, M. and Rune Karlsen, S. and Figueira Silva, C. and Cerasoli, S. and Pierre, J. and Tanır Kayıkc{c}ı, E. and Halabuk, A. and Tunc Gormus, E. and Fluit, F. and Cai, Z. and Kycko, M. and Udelhoven, T. and Verrelst, J. (2024) Reviews and syntheses: Remotely sensed optical time series for monitoring vegetation productivity. Biogeosciences, 21, pp. 473 - 511 . ISSN: 1726-4170
- J. Vicent; L. Martino; J. Verrelst; J. P. R. Caicedo; G. Camps-Valls (2024) Multioutput Feature Selection for Emulation and Sensitivity Analysis. IEEE Transactions on Geoscience and Remote Sensing, 62 . ISSN: 0196-2892
- Michael Chibuike Ekwe; Oluseun Adeluyi; Jochem Verrelst; Angela Kross; Caleb Akoji Odiji (2024) Estimating rainfed groundnut's leaf area index using Sentinel-2 based on Machine Learning Regression Algorithms and Empirical Models. Biogeosciences, 25, pp. 1404 - 1428 . ISSN: 1726-4170
- Reis Pereira, M.; Verrelst, J.; Tosin, R.; Rivera Caicedo, J.P.; Tavares, F.; Neves dos Santos, F.; Cunha, M. (2024) Plant Disease Diagnosis Based on Hyperspectral Sensing: Comparative Analysis of Parametric Spectral Vegetation Indices and Nonparametric Gaussian Process Classification Approaches. Agronomy-Basel, 14(3)(493) . ISSN: 2073-4395
- Pablo Reyes-Muñoz; Dávid D.Kovács; Katja Berger; Luca Pipia; Santiago Belda; Juan Pablo Rivera-Caicedo; Jochem Verrelst (2024) Inferring global terrestrial carbon fluxes from the synergy of Sentinel 3 & 5P with Gaussian process hybrid models. Remote Sensing of Environment, 305(114072) . ISSN: 0034-4257
- Pascual-Venteo, A.B.; Garcia, J.L.; Berger, K.; Estévez, J.; Vicent, J.; Pérez-Suay, A.; Van Wittenberghe, S.; Verrelst, J. (2024) Gaussian Process Regression Hybrid Models for the Top-of-Atmosphere Retrieval of Vegetation Traits Applied to PRISMA and EnMAP Imagery. Remote Sensing, 16(7)(1211) . ISSN: 2072-4292
- Akbari, E.; Darvishi Boloorani, A.; Verrelst, J.; Pignatti, S.; Neysani Samany, N.; Soufizadeh, S., Hamzeh, S. (2024) How global sensitive is the AquaCrop model to input parameters? A case study of silage maize yield on a regional scale. Frontiers in Agronomy, 6 . ISSN: 2673-3218
- Rabi N. Sahoo; R.G. Rejith; Shalini Gakhar; Jochem Verrelst; Rajeev Ranjan; Tarun Kondraju; Mahesh C. Meena; Joydeep Mukherjee; Anchal Dass; Sudhir Kumar; Mahesh Kumar; Raju Dhandapani: Viswanathan Chinnusamy (2024) Estimation of wheat biophysical variables through UAV hyperspectral remote sensing using machine learning and radiative transfer models. Computers and Electronics in Agriculture, 221(108942) . ISSN: 0168-1699
- Aghababaei, M.; Ebrahimi, A.; Naghipour, A.A.; Asadi, E.; Verrelst, J. (2024) Monitoring of Plant Ecological Units Cover Dynamics in a Semiarid Landscape from Past to Future Using Multi-Layer Perceptron and Markov Chain Model. Computers and Electronics in Agriculture, 16(9)(1612) . ISSN: 0168-1699
- Mingming Jia; Xianxian Guo; Lin Zhang; Mao Wang; Wenqing Wang; Chunyan Lu; Chuanpeng Zhao; Rong Zhang; Ming Wang; Hengqi Yan; Zongming Wang; Jochem Verrelst (2024) Mapping mangrove functional traits from Sentinel-2 imagery based on hybrid models coupled with active learning strategies. International Journal Of Applied Earth Observation And Geoinformation, 130(103905) . ISSN: 0303-2434
- García-Soria, J. L.; Morata, M., Berger, K., Pascual-Venteo, A. B., Rivera-Caicedo, J. P., & Verrelst, J. (2024) Evaluating epistemic uncertainty estimation strategies in vegetation trait retrieval using hybrid models and imaging spectroscopy data. Remote Sensing of Environment, 310(114228) . ISSN: 0034-4257
- Binh, N. A.; Hauser, L. T.; Salinero-Delgado, M.; Hoa, P. V.; Thao, G. T. P.; Verrelst, J. (2024) Monitoring mangrove traits through optical Earth observation: Towards spatio-temporal scalability using cloud-based Sentinel-2 continuous time series. Remote Sensing of Environment, 214, pp. 135 - 152 . ISSN: 0034-4257
- Hassanpour, R.; Majnooni-Heris, A.; Fakheri Fard, A.; Verrelst, J. (2024) Monitoring Biophysical Variables (FVC, LAI, LCab, and CWC) and Cropland Dynamics at Field Scale Using Sentinel-2 Time Series. Remote Sensing, 16(13)(2284) . ISSN: 2072-4292
- Sahoo, Rabi N.; Tarun Kondraju; R. G. Rejith; Jochem Verrelst; Rajeev Ranjan: Shalini Gakhar; Amrita Bhandari; Viswanathan Chinnusamy (2024) Monitoring cropland LAI using Gaussian Process Regression and sentinel - 2 surface reflectance data in Google Earth Engine. Remote Sensing, pp. 5008 - 5027 . ISSN: 2072-4292
- Kovács, D. D.; Reyes-Muñoz, P.; Berger, K.; Mészáros, V. I.; Caballero, G.; Verrelst, J. (2024) Multi-decadal temporal reconstruction of Sentinel-3 OLCI-based vegetation products with multi-output Gaussian process regression. Ecological Informatics, 102816 . ISSN: 1574-9541
- De Clerck, E.; Kovács, D. D.; Berger, K.; Schlerf, M.; Verrelst, J. (2024) Optimizing hybrid models for canopy nitrogen mapping from Sentinel-2 in Google Earth Engine. Isprs Journal of Photogrammetry and Remote Sensing, 218, pp. 530 - 545 . ISSN: 0924-2716
- Akbari, E.; Boloorani, A.D.; Verrelst, J.; Pignatti, S. (2024) Assimilating Satellite-Based Biophysical Variables Data into AquaCrop Model for Silage Maize Yield Estimation Using Water Cycle Algorithm. Remote Sensing, 16(24), p. 4665 . ISSN: 2072-4292
- Prikaziuk, E., Silva, C.F., Koren, G., Cai, Z., Berger, K., Belda, S., Graf, L.V., Tomelleri, E., Verrelst, J., Segarra, J. and Ganeva, D (2025) Evaluation and improvement of Copernicus HR-VPP product for crop phenology monitoring. Computers and Electronics in Agriculture, 233(110136) . ISSN: 0168-1699
- Mir Md Tasnim Alam; Anita Simic Milas; Jochem Verrelst; Qing Tian; Alia Soleil Kripal; Henry Poku Osei; Md Atiqur Rahman (2025) Optimizing Empirical and Hybrid Modeling for Advanced Canopy Chlorophyll and Nitrogen Retrieval Technique Using EnMAP Data. Environmental Challenges, 18(101114) . ISSN: 2667-0100
- Cerasola, V.A.; Orsini, F.; Pennisi, G.; Moretti, G.; Bona, S.; Mirone, F.; Verrelst, J.; Berger, K.; Gianquinto, G. (2025) Hyperspectral imaging for precision nitrogen management: A comparative exploration of two methodological approaches to estimate optimal nitrogen rate in processing tomato. Smart Agricultural Technology, 10(100802) . ISSN: 2772-3755
- Knorr, Wolfgang; Matthew Williams; Tea Thum; Thomas Kaminski; Michael Voßbeck; Marko Scholze; Tristan Quaife; et al. (2025) A comprehensive land-surface vegetation model for multi-stream data assimilation, D&B v1.0. Geoscientific Model Development, 18, pp. 2137 - 2159 . ISSN: 1991-959X
- Beltrán-Dávalos, A.A.; Ayala Izurieta, J.E.; Echeverría, M.; Jara Santillán, C.A.; Verrelst, J.; Delegido, J., Merino, A.; Otero, X.L. (2025) Driving variables to explain soil organic carbon dynamics: páramo highlands of the Ecuadorian Real mountain range. Journal Of Soils And Sediments, 25, pp. 1578 - 1597 . ISSN: 1439-0108
- Luke A. Brown; Richard Fernandes; Jochem Verrelst; Harry Morris; Najib Djamai; Pablo Reyes-Muñoz; Dávid D.Kovács; Courtney Meier (2025) GROUNDED EO: Data-driven Sentinel-2 LAI and FAPAR retrieval using Gaussian processes trained with extensive fiducial reference measurements. Remote Sensing of Environment, 326 . ISSN: 0034-4257
- Reyes-Muñoz, Pablo, Dávid D. Kovács, and Jochem Verrelst (2025) Tower-to-global upscaling of terrestrial carbon fluxes driven by MODIS-LAI, Sentinel-3-LAI and ERA5-Land data. Ecological Indicators, 177(113597) . ISSN: 1470-160X
- Nizom Farmonov; Susanne Walden; Eric Martinée; Christian Lampei; Mona Schreiber; Lars Opgenoorth; Anjaharinony Andry Ny Aina Rakotomalala; Tobias Müller; Nina Farwig; Stefan Pinkert; Lucy Saueressig; Annabell Rosemarie Wagner; Robert R. Junker; Jochem Verrelst; Jörg Bendix (2025) Optimizing hybrid models for forest leaf and canopy trait mapping from EnMAP hyperspectral data with limited field samples. Science of Remote Sensing, 12 . ISSN: 2666-0172
- Miguel Morata; Bastian Siegmann; José Luis García-Soria; Juan Pablo Rivera-Caicedo; Jochem Verrelst (2025) On the potential of principal component analysis for the reconstruction of full-spectrum SIF emission and emulated airborne-to-satellite upscaling. Remote Sensing of Environment, 328(114865) . ISSN: 0034-4257
- Singh, P., Srivastava, P. K., Jha, P. K., Verrelst, J., Singh, P. N., & Prasad, R. (2025) Retrieval of crop traits using PROSAIL-based hybrid radiative transfer model and EnMAP hyperspectral data. International Journal Of Applied Earth Observation And Geoinformation, 143(104769) . ISSN: 0303-2434
- Sahoo, R. N.; Rejith, R. G.; Kondraju, T.; Ranjan, R.; Bhandari, A.; Gakhar, S.; Asim, M., Verrelst J.; Kaur, R.; Singh, T.; Dass, A. (2025) Scaling-up plant chlorophyll retrieval from proximal to UAV-borne hyperspectral data using a Gaussian process hybrid model. International Journal of Remote Sensing, 46(23) . ISSN: 0143-1161
- Verrelst, J.; Morata, M.; García-Soria, J.L.; Sun, Y.; Qi, J.; Rivera-Caicedo, J.P. (2025) RTM Surrogate Modeling in Optical Remote Sensing: A Review of Emulation for Vegetation and Atmosphere Applications. Remote Sensing, 17(21), p. 3618 . ISSN: 2072-4292
- Dávid D. Kovács; Emma De Clerck; Jochem Verrelst (2025) PyEOGPR: A Python package for vegetation trait mapping with Gaussian Process Regression on Earth observation cloud platforms. Ecological Informatics, 92 . ISSN: 1574-9541
- Cantos VFF; Rodríguez PXL; Izurieta JEA; Santillán CAJ; Ruiz-Verdú A; Verrelst J; Goethals PLM; Delegido J. (2025) Spatiotemporal Analysis of Water Quality Conditions in High-Andean Lakes Based on Satellite Indicators Using Sentinel 2 and Landsat 8/9 Images. Water, 17(21), pp. 3145-1 - 22 . ISSN: 2073-4441
- Xiao, S.; Lyu, C.; Zhang, C.; Verrelst, J.; Wang, L.; Shi, Y.; Lyu, Y.; Shi, H. (2025) Bridging Gaps in Aquatic Remote Sensing Reflectance Validation: Pixel Boundary Effect and Its Induced Errors. Sensors, 25(23) . ISSN: 1424-8220
- Emma De Clerck; Pablo Reyes-Muñoz; Egor Prikaziuk; Dávid D.Kovács; Jochem Verrelst (2026) High-spatial-resolution gross primary production estimation from Sentinel-2 reflectance using hybrid Gaussian processes modeling. Isprs Journal of Photogrammetry and Remote Sensing, 232, pp. 172 - 195 . ISSN: 0924-2716
- Ekwe, M.; Fernando, H.; James, G.; Adeluyi, O.; Verrelst, J.; Kross, A. (2026) Assessment of PlanetScope Spectral Data for Estimation of Peanut Leaf Area Index Using Machine Learning and Statistical Methods. Sensors, 26(2026) . ISSN: 1424-8220
- Verrelst, J.; Zhang, Y.; Morata, M.; De Clerck, E.; Liu, L. (2026) Machine Learning for Satellite Solar-Induced Fluorescence: Retrieval, Reconstruction, Downscaling, and Applications. Remote Sensing, 18(4), p. 553 . ISSN: 2072-4292
- Jochem Verrelst; José Luis García-Soria; Pablo Reyes-Muñoz; Emma De Clerck; Miguel Morata; Juan Pablo Rivera-Caicedo (2026) Epistemic and aleatoric uncertainty in optical vegetation trait retrieval: Concepts, Methods, and Outlook. Isprs Journal of Photogrammetry and Remote Sensing. ISSN: 0924-2716
- Huiren Tian; Yongyuan Gao; Yuxin Zhang; Hongwei Li; Jochem Verrelst; Yelu Zeng (2026) Quantifying angular sensitivity and synergistic effects of SIF and vegetation indices for robust winter wheat yield estimation. International Journal Of Applied Earth Observation And Geoinformation. ISSN: 0303-2434
Other Tasks
- Teaching at Máster de Teledetección, Atmósfera, Océano y Criosfera. Two days practice of ESA's BEAM toolbox. (University of Valenica, department of physics & thermodynamics).
- reviewer for the following journals: Remote sensing of Environment, IEEE Transactions on Geoscience and Remote Sensing, IEEE Geoscience and Remote Sensing Letters, IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing, International Journal of applied Earth Observation and Geoinformation, International Journal of Remote Sensing, Botanica Helvetica, PLOS ONE, Remote Sensing, Sensors, ISPRS journal of photogrammetry, Journal of Applied Remote Sensing, Agricultural and Forest Meteorology, Remote Sensing Letters, European Journal of Remote Sensing, Global Change Biology, Croatian Journal of Forest Engineering, Science of the Total Environment, Computers and Electronics in Agriculture, forests, agronomy. ().
- Personal grant acquired: Marie Curie IEF FP7-PEOPLE-IEF-2009 grant (Grant Agreement #252237). Assessing BRDF effects of sun-induced fluorescence for quantifying canopy-level photosynthetic efficiency - FLUORBRDF. European Union, IEF Marie Curie Programme. University of Valencia, Spain. ().
- Best paper award in: 1st Workshop on Hyperspectral Image and Signal Processing: Evolution in Remote Sensing (WHISPERS), organized by IEEE. Grenoble, France (2009). Fusing Minnaert-K Parameter with Spectral Unmixing for Forest Heterogeneity Mapping using CHRIS-PROBA Data. (1st Workshop on Hyperspectral Image and Signal Processing: Evolution in Remote Sensing (WHISPERS)).
- Best poster award in: 4th International Workshop on Multiangular Measurements and Models (2006). Sydney, Australia. (4th International Workshop on Multiangular Measurements and Models).
- I collaborated with the following groups in scientific studies (peer-reviewed papers): Centre of Geo-Information Science, Wageningen University (Netherlands); Remote Sensing Laboratories,University of Zurich (Switzerland); ITC Enschede, University of Twente (Netherlands); Geography Department, Hunboldt-University Berlin (Germany); Institute for Space Sciences, Free University of Berlin (Germany); Department of Bioengineering, University of Antwerp (Belgium); VITO hyperspectral research group (Belgium); Institute of Bio- and Geosciences, Jülich (Germany); Department of Geography, University College London (UK); Department of Agronomy Science, Univeristy of Bologna (Italy); Department of Earth and Environmental Sciences, University of Milano (Italy); NASA/GSFC; Various Iranian Universities (Iran); CONACYT-UAN, Tepic (Mexico); Ludwig-Maximilians-Universitaet Munich (Germany); Magellium, CESBIO, ACRI, Toulouse (France); Trier University (Germany); LIST (Luxembourg); University of León (Spain); Institute of Environment and Sustainable Development, BHU (India); University of Manchester (UK); Nanjing University (China); Indian Space Research Organization (India); ETH Zurich (Switzerland); Tartu Observatory (Estonia). ().
- Invited ARTMO lecture at: EUFAR - European Facility for Airborne Resarch/EUROSPEC REFLEX training course (18-28 July 2012, Albacete, Spain). (EUFAR/EUROSPEC).
- Invited lecture at Optical Remote Sensing Tutorial, IGARSS, Munich 2012. (IEEE IGARSS 2012).
- C. T. de Wit scriptieprijs (Best MSc Thesis award), Wageningen University. MSc Thesis: The Creation of lawns - Oases in a dystrophic savanna (together with R. Verweij). (Wageningen University (Netherlands)).
- Contact is maintained by writing proposals and excecuting projects with the following groups and companies: VITO (Belgium), University of Antwerp (Belgium), DLR (Germany), Institute of Bio- and Geosciences, Jülich (Germany), Wageningen University (Netherlands), University of Zurich (Switzerland), ARGANS (UK), ACRI (France), Univeristy of Southapmpton (UK), University of Milan (Italy), P&M Technoligies (Canada), University of Twente (Netherlands), University of Bolgona (Italy), ParisTech (France), CzechGlobe (Czech Republic), Fritz Lipmann Institute (Luxembourg), NASA/GSFC (US), ACRI (France), Sinergise (Slovenia), University of Wien (Austria). ().
Other publications
- J. Verrelst; J.P. Rivera (2016). A global sensitivity analysis toolbox to quantify drivers of vegetation radiative transfer models Sensitivity Analysis in Earth Observation Modelling . Volume. 1 . (pp. 319 - 337) .
- Tuia, D.; Volpi, M.; Verrelst, J.; Camps-Valls, G. (2018). Advances in kernel machines for image classification and biophysical parameter retrieval Mathematical Models for Remote Sensing Image Processing . (pp. 399 - 441) .
- Gustau Camps-Valls; Luis Gómez-Chova; Valero Laparra; Luca Martino; Gonzalo Mateo-García; Jordi Muñoz-Marí; Daniel H. Svendsen; Jochem Verrelst (2019). Statistical biophysical parameter retrieval and emulation with Gaussian processes Hyperspectral Imaging . (pp. 333 - 368) .
- Verrelst, J.; Malenovský, Z.; Van der Tol, C.; Camps-Valls, G.; Gastellu-Etchegorry, J.P.; Lewis, P.; North, P.; Moreno, J. (2019). Quantifying Vegetation Biophysical Variables from Imaging Spectroctopy Data: A Review on Retrieval Methods Exploring the Earth System with Imaging Spectroscopy, (Space Sciences Series of ISSI) . (pp. 589 - 629) .
- Malenovský, Z.; Homolová, L.; Luke¿, P.; Buddenbaum, H.; Verrelst, J.; Alonso, L.; Schaepman, M.E.; Lauret, N.; Gastellu-Etchegorry, J.P. (2019). Variability and Uncertainty Challenges in Scaling Imaging Spectroscopy Retrievals and Validations from Leaves Up to Vegetation Canopies Exploring the Earth System with Imaging Spectroscopy, (Space Sciences Series of ISSI; 70) . (pp. 631 - 656) .
- Pipia, L.; Belda, S.; Franch, B.; Verrelst, J. (2022). Trends in Satellite Sensors and Image Time Series Processing Methods for Crop Phenology Monitoring Information and Communication Technologies for Agriculture¿Theme I: Sensors. . Volume. 182 . (pp. 199 - 231) .
- Belda, S.; Pipia, L.; Verrelst, J. (2024). Trends in Satellite Time Series Processing for Vegetation Phenology Monitoring Multitemporal Earth Observation Image Analysis: Remote Sensing Image . (pp. 151 - 183) .
- Jochem Verrelst; Dávid D. Kovács; Juan Pablo Rivera-Caicedo (2026). Vegetation Trait Mapping With Optical Remote Sensing: Recent Advances in Methods and Applications Comprehensive Remote Sensing . Volume. 3 . Number. 4 . (pp. 31 - 66) .
Previous Tasks
- PhD student researcher. Centre for Geo-Information, Wageningen University, Netherlands. 01/09/2005 - 31/12/2009.
- Marie Curie IEF Post-doctoral researcher (FP7-PEOPLE-IEF-2009; #252237). ERI IPL (Image Processing Laboratory). 01/07/2010 - 30/06/2012.
- TÉCNICO SUPERIOR DE INVESTIGACIÓN. ERI IPL(Image Processing Laboratory). 01/08/2012 - 31/12/2017.
Other Achievements
- Associate Editor in MDPI journal: Remote Sensing Special Issues (SI) and Collections: Topical Collection in Remote Sensing: Sentinel-2: Science and Applications SI in Sensors: Recent Advances in Remote Sensing of Plant Stress SI in Remote Sensing: Applications of Spectroscopy in Agriculture and Vegetation Research SI in Remote Sensing: Remote Sensing of Fluorescence, Photosynthesis and Vegetation Status SI in Remote Sensing: Leaf and Canopy Biochemical and Biophysical Variables Retrieval SI in Remote Sensing: Remote Sensing of Fluorescence, Photosynthesis and Vegetation Status SI in Remote Sensing: Leaf and Canopy Biochemical and Biophysical Variables Retrieval SI in Remote Sensing: Emulation and Surrogate Modeling in Remote Sensing: Advances, Challenges and Applications SI in Remote Sensing: Cropland Phenology Monitoring Based on Cloud-Computing Platforms SI in Remote Sensing: Advances in Remote Sensing of Vegetation Traits Retrieval Based on Hyperspectral Data Analysis SI in Remote Sensing: Remote Sensing for Forest Morphological and Physiological Traits Monitoring SI in Remote Sensing:Advanced Pattern Recognition and Image Processing Technology for Agricultural Engineering SI in Remote Sensing:Remote Sensing Monitoring of Conservation Tillage SI in Applied Sciences: New Horizon in Climate Smart Agriculture Associate editor in Frontiers in Remote Sensing Topic editor: Hyperspectral Remote Sensing of Foliar Biochemical Traits. (Merits related to quality and dissemination of research activity results).
- Associate Editor in MDPI journal: Remote Sensing Special Issues (SI) and Collections: Topical Collection in Remote Sensing: Sentinel-2: Science and Applications SI in Sensors: Recent Advances in Remote Sensing of Plant Stress SI in Remote Sensing: Applications of Spectroscopy in Agriculture and Vegetation Research SI in Remote Sensing: Remote Sensing of Fluorescence, Photosynthesis and Vegetation Status SI in Remote Sensing: Leaf and Canopy Biochemical and Biophysical Variables Retrieval SI in Remote Sensing: Remote Sensing of Fluorescence, Photosynthesis and Vegetation Status SI in Remote Sensing: Leaf and Canopy Biochemical and Biophysical Variables Retrieval SI in Remote Sensing: Emulation and Surrogate Modeling in Remote Sensing: Advances, Challenges and Applications SI in Remote Sensing: Cropland Phenology Monitoring Based on Cloud-Computing Platforms SI in Remote Sensing: Advances in Remote Sensing of Vegetation Traits Retrieval Based on Hyperspectral Data Analysis SI in Remote Sensing: Remote Sensing for Forest Morphological and Physiological Traits Monitoring SI in Remote Sensing:Advanced Pattern Recognition and Image Processing Technology for Agricultural Engineering SI in Remote Sensing:Remote Sensing Monitoring of Conservation Tillage SI in Applied Sciences: New Horizon in Climate Smart Agriculture Associate editor in Frontiers in Remote Sensing Topic editor: Hyperspectral Remote Sensing of Foliar Biochemical Traits. (Merits related to quality and dissemination of research activity results).
Stays abroad in Research Centers
- Valencia. SPAIN, 2012. Post-doc researcher at Laboratory of Earth Observation, IPL. **Post-doctoral.
- Beijing. CHINA, 2025. During the summer of 2025 I was invited to take part in a summer school organized by the Chinese Agriculture University, Beijing, and during those two weeks I visited various Chinese University and reserach centers.. **Post-doctoral - Teaching, meetings.
- Beijing. CHINA, 2025. During the summer of 2025 I was invited to take part in a summer school organized by the Chinese Agriculture University, Beijing, and during those two weeks I visited various Chinese University and reserach centers.. **Post-doctoral - Teaching, meetings.
Organization of R+D activities
- Lead proposal writing Cost Action SENSECO (CA17134), Lead in proposal writer of the granted Cost Action SENSECO together with an international group of remote sensing scientists. I wrote the majority of the proposal. 2018.
- Poposal writer of the granted Cost Action PANGEOS together with an international group of remote sensing scientists, Member proposal writing. 2023.
- Lead proposal writing Cost Action SENSECO (CA17134), Lead in proposal writer of the granted Cost Action SENSECO together with an international group of remote sensing scientists. I wrote the majority of the proposal. 2018.
- Poposal writer of the granted Cost Action PANGEOS together with an international group of remote sensing scientists, Member proposal writing. 2023.
Activity interests
- Estimation of vegeation properties from remote sensing data. Since the completion of my PhD (2010) my research activities led to a dedicated toolbox which encompassess state-of-the-art radiative transfer models and biophysical variable retrieval toolboxes. I pioneered on the synergistic methods between machine learning and radiative transfer models. The toolbox keeps on being maintained and expanded. See also: http://artmotoolbox.com/. ERI LPI (LABORATORIO DE PROCESADO DE IMAGENES). . (2010).
- Research activities in suport of ESA's 8th Earth Explorer Mission (selected by ESA in 2015): coordination and excecution of various task in several FLEX-related projects with emphasis on radiative transfer models (e.g. SCOPE), sensor synergy procedures, biophysical parameter retrieval methods and relationships between fluorescence and photosynthesis. ERI LPI (LABORATORIO DE PROCESADO DE IMAGENES). . (2010).
Participations in Conferences
- J.L. García-Soria; M. Morata; J. Verrelst; A.B. Pascual-Venteo; K. Berger; C. Panigada; G. Tagliabue; A.M. Sánchez Montero (2024). Latest status of the vegetation traits retrieval processor and models in the context of CHIME mission preparation. (Communication). 13th EARSeL Workshop on Imaging Spectroscopy . Valencia . SPAIN
- Tagliabue G., Verrelst J., Soria J.L., Candiani G., Boschetti M., Morata M., Gentili R., Savinelli B., Vignali L., Gallia L., Picchi V., Calzone A., Colombo R., Rossini M. (2024). Plant trait estimation in a forest ecosystem from hyperspectral satellites through machine learning and hybrid approaches. (Communication). 13th EARSeL Workshop on Imaging Spectroscopy . Valencia . SPAIN
- M. Morata; B. Siegmann; J.L. García-Soria; J.P. Rivera Caicedo; J. Verrelst (2024). On the potential of principal component analysis for reconstruction of the full SIF signal and SIF satellite data emulation. (Communication). 13th EARSeL Workshop on Imaging Spectroscopy . Valencia . SPAIN
- J. Verrelst; B. Janssen; M. Lubej; J. Dries; D. Couchard; K.Van Tricht; N. Vesel; G. Milcinski; M. Salinero Delgado; E. Amin; P. Griffiths (2024). Fuse TS: A Cloud-based Toolbox for S1 and S2 Time Series(TS) Fusion, Gap-filling and Cropland Phenology Analytics. (Poster). EO FOR AGRICULTURE UNDER PRESSURE 2024 WORKSHOP . Frascati . ITALY
- E.l Amin; L. Pipia; S. Belda; G. Perich; L. Valentin Graf; H. Aasen; S. Van Wittenberghe; J. Moreno; J. Verrelst (2024). Predicting in-season crop yield within fields: A Sentinel-2 time series based monitoring approach. (Communication). EO FOR AGRICULTURE UNDER PRESSURE 2024 WORKSHOP . Frascati . ITALY
- D. D.Kovács; J. Verrelst (2024). EO FOR AGRICULTURE UNDER PRESSURE 2024 WORKSHOP. (Communication). The Second Remote Sensing Land Product Workshop 2024 . Beijing . CHINA
- J. Verrelst, J. L. García-Soria, M. Morata, V. Ixion Mészáros, L. Trinkle, D. Kovacs (2024). The CHIME E2E L2B Vegetation processor: updates and upcoming initiatives. (Communication). 3rd WORKSHOP ON INTERNATIONAL COOPERATION IN SPACEBORNE IMAGING SPECTROSCOPY . Noordwijk . NETHERLANDS
- J. Verrelst; J.L. Garcia (2024). Epistemic uncertainty. (Communication). PANGEOS Summer School: Uncertainty analysis and protocol standardisation assessment on novel and operational hyperspectral data products . Bucharest . ROMANIA
- J. Verrelst; D. D. Kovács; P. Reyes Muñoz; M. Salinero Delgado; V. Mészáros Ixion; K. Berger (2023). Cloud free global maps of four essential vegetation traits retrieved with Gaussian Processes from S3 OLCI catalogue. (Communication). 42nd EARSeL Symposium . Bucharest . ROMANIA
- M. Morata; B.Siegmann; K.Berger; JP. Rivera-Caicedo; J.Verrelst (2023). Reconstruction of the full SIF spectral profile from hyperspectral imagery using emulation. (Poster). Flex Fluorescence Workshop . Frascati . ITALY
- D.Kovács; P. Reyes Muñoz; M. Salinero Delgado; V. Mészáros; K. Berger; J. Verrelst (2023). Global cloud-free production of four essential vegetation traits in support of the FLEX-S3 tandem mission. (Communication). FLEX Fluorescence Workshop . Frascati . ITALY
- P. Reyes Muñoz; D.D. Kovács; K. Berger; J. Verrelst (2023). Assessing the potential of FLEX-Sentinel-3 tandem for estimating terrestrial carbon fluxes: a hybrid synergistic approach supported by TROPOMI fluorescence retrievals. (Communication). FLEX Fluorescence Workshop . Frascati . ITALY
- A.B. Pascual-Venteo; J.L.Garcia-Soria; J. Estevez; J. Vicent; K. Berger; A. Perez-Suay; S. Van Wittenberghe; J. Verrelst (2023). Crop trait retrieval from EnMAP hyperspectral data using radiative transfer modeling and machine learning. (Communication). 1st EnMAP user workshop, 10-11 October DLR-GFZ . GERMANY
- D. D.Kovács; P. Reyes Muñoz; M. Salinero Delgado; V. Mészáros Ixion; K. Berger; J. Verrelst (2023). Global cloud-free maps of four essential vegetation traits retrieved with hybrid models from the S3-OLCI L1B catalogue. (Communication). 8th Sentinel-3 Validation Team Meeting . Darmstadt . GERMANY
- Verrelst, J; Berger, K.; Halabuk, A (2022). Quantifying canopy nitrogen content and non-photosynthetic vegetation using hyperspectral PRISMA data in preparation for the upcoming Copernicus Hyperspectral Imaging Mission for the Environment (CHIME). (Communication). The 4th International Electronic Conference on Remote Sensing . CHINA
- J. Estévez; M. Salinero-Delgado; K. Berger; L. Pipia; J.P. Rivera-Caicedo;M. Wocher; P. Reyes-Muñoz; G. Tagliabue; M. Boschetti; J. Verrelst (2022). Mapping canopy-level crop traits using top-of-atmosphere sentinel-2 data in google earth engine. (Communication). GIS Ostrava 2022 . CZECH REPUBLIC
- L. Graf; P. Bernardino; S. Steinhauser; Z. Un Nisa; K. Berger; D. Ganeva; S. Belda; J. Verrelst; H. Aasen (2022). . (Poster). ESA Living Planet Symposium, Bonn, Germany . GERMANY
- P. Reyez Muñoz; L. Pipia; S. Belda Palazón; M. Salinero Delgado; J. Verrelst (2022). Quantifying vegetation variables over Europe with Sentinel-3 OLCI top-of-atmosphere radiance data using Gaussian processes regression in Google Earth Engine. (Poster). ESA Living Planet Symposium, Bonn, Germany . GERMANY
- S. Van Wittenberghe; A. Pascual-Venteo; A. Perez; V. Laparra; E. Amin; C. Tenjo; L. Alonso; N. Sabater; J. Verrelst; J. Moreno (2022). FLEX retrieval of fluorescence quantum efficiency as the essential step to quantify actual photosynthesis from space. (Poster). ESA Living Planet Symposium, Bonn, Germany . GERMANY
- D. Malik; J Rivero-Caicedo; J. Verrelst; L. Martino; G. Camps-Valls; B. Berthelot; J. Vicent Servera (2022). Validation of Sentinel-2 Atmospheric Correction Using Radiative Transfer Models Emulators. (Paper). Living Planet Symposium, 23-27 May 2022, Bonn, Germany 2022 . GERMANY
- M. Morata Dolz; A. Perez; B. Siegmann; J. Rivera-Caicedo; J. Verrelst (2022). Emulation of synthetic hyperspectral Sentinel-2-like images using Neural Networks. (Poster). ESA Living Planet Symposium, Bonn, Germany . GERMANY
- T. Kaminski; W. Knorr; M. Voßbeck; M. Williams; T. Green; L. Smallman; M. Scholze; T. Quaife; T. Aalto; T. Thum; S. Zaehle; M. Schwank; M. Aurela; M. Barbier; S. Belda; A. Bouvet; E. Bueechi; W. Dorigo; T. S. El-Madany; T. Hammer; M. Honkanen; D. Houtz; F. Jonard; Y. H. Kerr; A. Kontu; J. Lemmetyinen; H. Lindqvist; A. Mialon; M. Migliavacca; L. Mösinger; S. Steele-Dunne; S. Quegan; P. Rayner; P. Reyez Muñoz; N. Rodríguez-Fernández; J. Verrelst, M. Vreugdenhil; M. Drusch; D. Schuettemeyer (2022). Land surface Carbon Constellation project. (Communication). ESA Living Planet Symposium, Bonn, Germany . GERMANY
- A.B. Pascual-Venteo; A. Pérez-Suay; K. Berger; J. Verrelst (2022). Canopy nitrogen content retrieval from hyperspectral satellite data through spectral band selection with Gaussian processes. (Communication). EGU 2022 . AUSTRIA
- P. Reyes Muñoz; J. Verrelst (2022). Monitoring vegetation traits over Europe using top-of-atmosphere Sentinel-3 data in Google Earth Engine. (Communication). EGU 2022 . AUSTRIA
- M. Salinero Delgado; J.A. Estévez García; L. Pipia; S. Belda; K. Berger; V. Paredes Gómez; J. Verrelst (2022). Quantifying agricultural traits and land surface phenology metrics in Google Earth Engine. (Communication). EGU 2022 . AUSTRIA
- K. Berger; J. Verrelst; M. Machwitz; M. Schlerf & Co authors (2022). Multi sensor synergies for crop stress detection on the role of imaging spectroscopy. (Communication). EARSeL Imaging Spectroscopy Workshop, 22-24 May, Potsdam, Germany . GERMANY
- K. Berger; A. Halabuk; T. Hank; J. P. Rivera Caicedo; M. Wocher; M. Mojses; K. Gerhátová; G. Tagliabue; M. Morata; A.B. Pascual Venteo; P. Reyes Munoz; J. Verrelst (2022). Recent Progress And Challenges In The Derivation Of Non photosynthetic Cropland Biomass From Spaceborne Imaging Spectroscopy Data. (Communication). EARSeL Imaging Spectroscopy Workshop, 22-24 May, Potsdam, Germany . GERMANY
- J.L. García Soria; J.P. Rivera Caicedo; A.B. Pascual; G. Tagliabue; K. Berger; J. Verrelst (2022). Comparison of Uncertainties in the Retrieval of Vegetation Traits using Machine Learning Regression Algorithms. (Communication). EARSeL Imaging Spectroscopy Workshop, 22-24 May, Potsdam, Germany . GERMANY
- M. Morata; B. Siegmann; A. Pérez; J. P. Rivera Caicedo; J. Verrelst (2022). Emulation of hyperspectral imagery from Sentinel 2 images using Regression Neural Networks. (Paper). EARSeL Imaging Spectroscopy Workshop, 22-24 May, Potsdam, Germany . GERMANY
- M. Wocher; K. Berger; J. Verrelst; T. Hank (2022). Retrieval of Carbon Content and Biomass from Hyperspectral Imagery over Cultivated Areas. (Communication). EARSeL Imaging Spectroscopy Workshop, 22-24 May, Potsdam, Germany . GERMANY
- J. Ayala; C. Jara; P. Lozano; S. Van Wittenberghe; J. Verrelst; G.R. Caballero; J. Delegido (2022). Estimación Del Carbono Orgánico Del Suelo Usando Datos De Teledetección Y Sig En Dos Ecosistemas Alto Andinos Del Ecuador. (Communication). SELPER, 26-28 October, Monterrey, Mexico . Monterrey . MEXICO
- D. Kovács; P. Reyes Muñoz; M. Salinero Delgado; S. Belda, K. Berger; J. Verrelst (2022). . (Poster). Recent Advances in Quantitative Remote Sensing (RAQRS), 19-23 September, Valencia, Spain . Valencia . SPAIN
- P. Reyes-Muñoz; K. Berger; D. Kovács; J.P. Rivera-Caicedo; J. Verrelst (2022). Regional to continental photosynthesis productivity estimation from Sentinel 3 and 5P satellites. (Communication). SENSECO final conference . Izmir . TURKEY
- E., Amin; S. Belda; L. Pipia; J. Verrelst (2022). Within season crop phenology prediction from Sentinel 2 green LAI time series. (Communication). SENSECO final conference . Izmir . TURKEY
- J. Verrelst; J.L. García Soria; J.P. Rivera-Caicedo; K. Berger, G. Candiani; C. Panigada; G.Tagliabue & co-authors (2022). Assessment of hybrid models developed for the retrieval of vegetation traits from CHIME L2A data. (Communication). 2nd Workshop on International Cooperation in Spaceborne Imaging Spectroscopy . Frascati . ITALY
- K. Berger; C. Atzberger; A. Halabuk; T. Hank; J. P. Rivera Caicedo; Jon Pierre; M. Wocher; M. Mojses; K. Gerhátová; M. Morata; A.B. Pascual Venteo; P. Reyes Munoz; J. Verrelst (2022). Recent progress and challenges in the quantification of nonphotosynthetic vegetation biomass from spaceborne imaging spectroscopy data. (Communication). 2nd Workshop on International Cooperation in Spaceborne Imaging Spectroscopy . Frascati . ITALY
- D. Kovács; P.Reyes Muñoz; M.Salinero Delgado; S. Belda; K.Berger; J. Verrelst (2022). Intercomparison of OLCI's essential vegetation variables retrieved with Gaussian Processes using Google Earth Engine. (Communication). 7th Sentinel-3 Validation Team Meeting . Frascati . ITALY
- P. Reyes Muñoz; K. Berger; J.P. Rivera Caicedo; J. Verrelst (2022). Multiscale photosynthesis productivity estimation from Sentinel satellites. (Communication). 4th Carbon from Space Workshop . Frascati . ITALY
- Chakhvashvili, E.; Bendig, J.; Siegmann, B.; Muller, O.; Verrelst, J.; Roscher, U. (2022). LAI and Leaf Chlorophyll Content Retrieval Under Changing Spatial Scale Using a UAV-Mounted Multispectral Camera. (Communication). IGARSS2022 . Kuala Lumpur . MALAYSIA
- Rodriguez-Fernandez N.; Barbier M.; Verrelst J.; Lindqvist H.; Bueechi E.; Munoz, P. Reyes; Mialon A.; Vreugdenhil M.; Dorigo W.; Bouvet A.; Kerr Y.; Vossbeck M. Kaminski T.; Scholze M. (2022). Paving the Road to Flex and Biomass: The Land Surface Carbon Constellation Study. (Communication). IGARSS2022 . Kuala Lumpur . MALAYSIA
- J. Verrelst; E. Portales-Julià; E. Amin; M. Morata Dolz; P. Reyez Muñoz; A. Pascual-Venteo; J. García Soria; J. Rivera-Caicedo; G. Tagliabue; C. Panigada; M. Boschetti; G. Candiani; K. Segl; S. Guillaso; K. Berger; M. Wocher; T. Hank; C. Isola (2022). Advances in Vegetation Traits Models in the Context of the Hyperspectral CHIME Mission Preparation. (Communication). EARSeL Imaging Spectroscopy Workshop, 22-24 May, Potsdam, Germany . GERMANY
- Morata, M.; Siegmann, B.; Perez-Suay, A.; Rivera-Caicedo, J.P.; Verrelst, J. (2022). Emulation of Synthetic Hyperspectral Sentinel-2-Like Reflectance Images Using Neural Networks. (Communication). IGARSS2022 . Kuala Lumpur . MALAYSIA
- Salinero-Delgado, M.; Pipia, L.; Amin, E.; Belda, S.; Verrelst, J. (2021). Mapping vegetation variables in Google Earth Engine using Gaussian Process Regression models. (Communication). EGU 2021 . Vienna . AUSTRIA
- Amin, E.; Belda, S.; Pipia, L.; Szantoi, Z.; El Baroudy, A.; Moreno J.; Verrelst, J. (2021). Crop phenology monitoring from Landsat 8 and Sentinel-2 green LAI time series at the Nile Delta. (Communication). EGU 2021 . Vienna . AUSTRIA
- Portalés, E.; Verrelst, J.; De Grave, C.; Amin, E.; Reyes, P.; Morata, M.; Berger, K.; Tagliabue, G. (2021). Development of hybrid models for the operational retrieval of vegetation traits from the hyperspectral CHIME mission. (Communication). EGU 2021 . Vienna . AUSTRIA
- Belda, S.; Salinero, M.; Amin, E.; Pipia, L.; Morcillo-Pallarés, P.; Verrelst, J. (2021). Gaussian Process Regression hyperparameter optimization for image time series gap-filling of Earth observation data and crop monitoring. (Communication). EGU 2021 . Vienna . AUSTRIA
- Verrelst, J.; Rivera, J.P.; Morata, M.; Estévez, J.; Salinero, M.; Reyes, P.; Portales, E.; Pasqual, A.B.; Vicent, J.; Belda, S.; Siegmann, B.; Berger, K. and colleagues (2021). Progress in hybrid models for applications in remote sensing of vegetation. (Invited paper). EARSEL 2021 . Warsaw . POLAND
- Siegmann,J. Bendig, M. Celesti, E. Chakhvashvili, D. Herrera, L. V. Junker-Frohn, O. Knopf, T. Kraska, O. Muller, N. Müller,P. Rademske, J. Verrelst and U. Rascher (2021). On the potential of emulating solar-induced chlorophyll fluorescence from multispectral UAV data for applications in breeding research-An example from the agricultural research station Campus Klein-Altendorf in Germany. (Communication). EARSEL 2021 . Warsaw . POLAND
- M. Morata; B. Siegmann; P. Morcillo-Pallarés; J.P. Rivera-Caicedo; J.Verrelst (2021). Emulation of Sun-Induced Fluorescence from radiance data recorded by the HyPlantairborne imaging spectrometer. (Communication). IGARSS2021, 12-16 July, Brussels, Belgium . Brussels . BELGIUM
- Verrelst, J.; De Grave, C.; Amin, E., Reyes, P.; Morata, M.; Portales, E.; Belda, S.; Tagliabue, G.; Panigada, C.; Boschetti, M.; Candiani, G.; Segl, K.; Guillasso, S.; Berger, K.; Wocher, M.; Hank, T.; Rascher, U.; Isola, C. (2021). Prototyping vegetation traits models in the context of the hyperspectral CHIME mission preparation. (Communication). IGARSS2021, 12-16 July, Brussels, Belgium . Brussels . BELGIUM
- H. Burriel; F. Albiol; L. Alonso; J. Moreno; J. Verrelst (2021). First results of hyperspectral scene generation in preparation of the CHIME imaging spectrometer mission. (Communication). IGARSS2021, 12-16 July, Brussels, Belgium . Brussels . BELGIUM
- P. Reyes-Muñoz, L. Pipia, M. Salinero-Delgado, C. De Grave, J. Estévez, S. Belda, J. Verrelst (2021). Mapping essential vegetation variables over Europe using Gaussian process regression and Aentinel-3 data in Google Earth Engine. (Communication). IGARSS2021, 12-16 July, Brussels, Belgium . Brussels . BELGIUM
- S. Belda; L. Pipia; E. Amin; M. Salinero; P. Reyes; J. Verrelst (2021). Crop phenology retrieval through Gaussian process regression. (Communication). IGARSS2021, 12-16 July, Brussels, Belgium . Brussels . BELGIUM
- K. Berger; A. Halabuk; J. Verrelst; M. Mojses; K. Gerhátová; G. Tagliabue; M. Wocher; T. Hank (2021). Towards quantifying non-photosynthetic vegetation for agriculture using spaceborne imaging spectroscopy. (Communication). IGARSS2021, 12-16 July, Brussels, Belgium . Brussels . BELGIUM
- A. Pascual-Venteo; J. Verrelst; A. Halabuk; T. Hank; K. Gerhátová; M. Zivak; E. Portales; K. Berger (2021). Hybrid modelling of canopy biochemical traits using DESIS imagery. (Communication). 1st DESIS User Workshop, 28/09-01-10, Online, DLR, Germany . online . GERMANY
- A.B. Pascual-Venteo; E. Portalés-Julià; A. Pérez-Suay; J. Verrelst (2021). Large-scale machine learning techniques for vegetation variables estimation. (Communication). 10th advanced training course on land remote sensing, 20-24 Sept., Ljublana, Slovenia . Ljublana . SLOVENIA
- M. Morata; B. Siegmann; P. Morcillo Pallarés; J.P. Rivera Caicedo; J.Verrelst (2021). Emulation of Sun-Induced Fluoresecence from radiance data recorded by the HyPlant airborne imaging spectrometer. (Communication). SENSECO MC4/WGs Workshop, 11-13 Oct., Bucharest, Romania . Bucharest . ROMANIA
- Vicent, J.; Sabater, N.; Alonso, L.; Verrelst, J.; Martino, L.; Berthelot, B.; Moreno, J. (2020). Comparative analysis of atmospheric RTMs using the Atmospheric Look-up table Generator (ALG) toolbox. (Poster). Atelier TRATTORIA 2020, Toulouse, France . Toulouse . FRANCE
- Arezki, D.; Fizazi, H.; Belda, S.; De Grave, C.; Pipia, L.; Verrelst, J. (2020). A machine learning software framework for extraction of phenology indicators from multi-temporal sentinel-2 images. (Poster). EGU 2020 . Vienna . AUSTRIA
- Abdelbaki, A.; Schlerf, M.; Verrelst, J.; Udelhoven, T. (2020). Using different retrieval methods for evaluating retrieval performance based on UAV - hyperspectral data. (Poster). EGU 2020 . Vienna . AUSTRIA
- Belda, S.; Pipia. L.; Amin, E.; Salinero, M.; Rivera-Caicedo, J.P.; Verrelst, J. (2020). DATimeS: a new machine learning time series GUI toolbox for gap-filling of Earth observation data and crop monitoring. (Communication). ESA Φ-WEEK 2020 Virtual Event 28 September - 02 October 2020 . Frascati . ITALY
- Vicent, J.; Verrelst, J.; Sabater, N.; Muñoz-Mari, J.; Camps-Valls. G.; Moreno, J. (2020). Systematic Assessment of Emulators for Atmospheric Correction in the O2A Absorption Band. (Communication). ESA Φ-WEEK 2020 Virtual Event 28 September - 02 October 2020 . Frascati . ITALY
- Salinero, M.; Pipia. L.; Amin, E.; Belda. S.; Verrelst, J. (2020). Mapping Vegetation Variables in Google Earth Engine Using Gaussian Process Regression Models. (Communication). ESA Φ-WEEK 2020 Virtual Event 28 September - 02 October 2020 . Frascati . ITALY
- Berger, K.; Wocher, M.; Rivera-Caicedo, J.P.; Verrelst, J. (2020). Intelligent Sampling for Retrieval of Crop Characteristics With Active Learning. (Communication). ESA Φ-WEEK 2020 Virtual Event 28 September - 02 October 2020 . Frascati . ITALY
- Verrelst, J.; Amin, E.; Belda, S.; Burriel, H.; De Grave, C.; Estevez, J.; Morata, M.; Morcillo-Pallarés, P.; Pipia, L.; Reyes, P.; Salinero, M.; Tramontana, G (2020). Fluorescence-based Photosynthesis Estimates for Vegetation Productivity Monitoring from Space: 2 years of SENTIFLEX activities. (Communication). ESA EO for Agriculture under Pressure . Frascati . ITALY
- Eatidal Amin; Jochem Verrelst; Juan Pablo Rivera Caicedo; Jesús Delegido; Antonio Ruiz-Verdú; Jose Moreno (2019). The SENSAGRI Sentinel-2 LAI green/brown product: algorithm development, validation and mapping. (Poster). Living Planet Symposium 2019 . Milan . ITALY
- Charlotte De Grave; Jochem Verrelst; Pablo Morcillo-Pallarés; Juan Pablo Rivera Caicedo; Jose Moreno (2019). Status on the vegetation properties retrieval algorithms for the hyperspectral satellite missions FLEX & CHIME. (Communication). Workshop on International Cooperation in Spaceborne Imaging Spectroscopy 9 - 11 July 2019 . Frascati . ITALY
- Verrelst, J.; Rivera-Caicedo, J.P.; Vicent, J.; Morcillo Pallarés, P.; Estévez, J.; Moreno, J. (2019). TOC2TOA: An ARTMO Toolbox to Simulate Top-Of-Atmosphere Radiance Data for Imaging Spectroscopy Applications. (Communication). 11th EARSeL Imaging Spectroscopy Workshop, 06-08 February, Brno, Czech Republic . Brno . CZECH REPUBLIC
- De Grave, C.; Verrelst, J.; Morcillo Pallarés, P.; Rivera-Caicedo, J.P., Moreno, J. (2019). Exploring the synergetic use of OLCI and FLORIS spectra for the retrieval of Cab and LAI. (Communication). 11th EARSeL Imaging Spectroscopy Workshop, 06-08 February, Brno, Czech Republic . Brno . CZECH REPUBLIC
- Morcillo Pallarés, P.; Rivera-Caicedo, J.P.; Belda, S.; De Grave, C.; Burriel, H.; Moreno, J.; Verrelst, J. (2019). Quantifying the robustness of vegetation indices through ARTMO's Global Sensitivity Analysis (GSA) toolbox. (Poster). 11th EARSeL Imaging Spectroscopy Workshop, 06-08 February, Brno, Czech Republic . Brno . CZECH REPUBLIC
- Morcillo Pallarés, P.; Rivera Caicedo, J.P.; Belda, S.; De Grave, C.; Burriel, H.; Damm, A.; Moreno, J.; Verrelst, J. (2019). FLUORT: a GUI FLUOresence Retrieval Toolbox for automating and optimizing sun-induced chlorophyll fluorescence retrieval from spectroscopy data. (Poster). International Network on Remote Sensing of Terrestrial and Aquatic Fluorescence, 05-08 March, Davos, Switzerland . Davos . SWITZERLAND
- De Grave, C.; Verrelst, J.; Morcillo Pallarés, P.; Rivera-Caicedo, J.P.; Moreno, J. (2019). FLEX mission: Status on the retrieval models for the traditional biophysical variables (LAI, Cab, fAPAR, FCover). (Communication). International Network on Remote Sensing of Terrestrial and Aquatic Fluorescence, 05-08 March, Davos, Switzerland . Davos . SWITZERLAND
- Belda, S.; Lumbierres, M.; Morcillo Pallarés, P.; Pipia, L.; Rivera Caicedo, J.P.; Amin, E.; Verrelst, J. (2019). DATimeS, a new and effective toolbox for land management. (Poster). EGU General Assembly, 07-12 April, Vienna, Austria . Vienna . AUSTRIA
- Tramontana, G.; Jung, M.; Keenan, T.; Migliavacca, M.; Reichstein, M.; Ogee, J.; Camps-Valls, G.; Papale, D. (2019). A machine learning based approach for estimating gross carbon dioxide fluxes from eddy covariance net ecosystem exchange measurements. (Communication). EGU General Assembly, 07-12 April, Vienna, Austria . Vienna . AUSTRIA
- Verrelst, J.; De Grave, C.; Pipia, L.; Amin, E.; Belda, S.; Morcillo Pallarés, P.; Rivera-Caicedo, J.P.; Moreno, J. (2019). The S3 SYN product for biophysical variables retrieval: an assessment. (Communication). The Fifth Sentinel-3 Validation Team Meeting 2019, 7-9 May 2019 - ESA/ESRIN, Frascati, Italy . Frascati . ITALY
- Verrelst, J.; De Grave, C.; Amin, E.; Rivera-Caicedo, J.P.; Morcillo Pallarés, P.; Pipia, L.; Belda, S.; Moreno, J. (2019). Prototyping FLEX FLORIS and Sentinel-3 OLCI Vegetation Products in Support of Forthcoming FLEX Photosynthesis Estimates. (Communication). 2019 Living Planet Symposium, 13-17 May 2019, Milan, Italy . Milan . ITALY
- Pipia, L.; Muñoz, J.; Amin, E.; Burriel, H.; Belda, S.; Camps-Valls, G.; Verrelst, J. (2019). S1-S2 synergy for cloud-induced vegetation parameter gap filling. (Poster). 2019 Living Planet Symposium, 13-17 May 2019, Milan, Italy . Milan . ITALY
- Belda, S.; Morcillo, P.; Pipia, L.; Rivera, J.P.; Amin, E.; Verrelst, J. (2019). DATimeS, a new and effective toolbox for land management. (Poster). 2019 Living Planet Symposium, 13-17 May 2019, Milan, Italy . Milan . ITALY
- Berger, K.; Verrelst, J.; Wocher, M.; Danner, M.; Wang, Z.; Mauser, W.; Hank, T. (2019). Opportunities & Limitations of Crop Nitrogen Products Retrieval from Future Imaging Spectroscopy Data. (Poster). Workshop on International Cooperation in Spaceborne Imaging Spectroscopy, ESA-ESRIN, 9-11 July 2019, Frascati, Italy . Frascati . ITALY
- Verrelst, J.; Johnson, E.; Morcillo Pallarés, P.; Vicent, J.; Rivera-Caicedo, J.P.; Camps-Valls, G. (2019). Emulation for Approximating Radiative Transfer Modeling: Computational Efficiency and Sensitivity Analysis. (Poster). ESA's Phi-week, 9-13 September, 2019, Frascati, Italy . Frascati . ITALY
- Berger, K., Verrelst, J., Wocher, M., Danner, M., Zhihui, W., Mauser, W., Hank, T. (2019). Opportunities & Limitations of Crop Nitrogen Content Retrieval from Future Imaging Spectroscopy Data. (Communication). WHISPERS and SWIIMS workshops, Amsterdam September 24-26 . Amsterdam . NETHERLANDS
- Verrelst, J.; Rivera Caicedo, J.P.; Morcillo, P.; Pipia, L.; Damm, A. (2019). Progress in emulation: blending physical models with machine learning for fast vegetation properties mapping. (Communication). ISPRS Geospatial Conference 2019, 12-14 October, University of Tehran, Karaj, Iran . Karaj . IRAN
- Candiani, G.; Tagliabue, G.; Boschetti, M.; Verrelst, J.; Colombo, R.; Rascher, U.; Tramaelli, A.; Rossini, M.; Panigada, C. (2019). Physically Based, Machine Learning and Hybrid Approaches for Improved Plant Traits Retrievals from Future CHIME Hyperspectral Imagery. (Communication). AGU Fall Meeting 2019. AGU . UNITED STATES
- Boschetti, M.; Candiani, G.; Tagliabue, G.; El Khair, D. A.; Moia, F.; Verrelst, J.; Rasher, U.; Colombo, R.; Miglietta F.; Panigada, C. (2019). Assessing maize nitrogen content from hyperspectral data through MLRA: preliminary results in a Precision Farming framework. (Poster). AGU Fall Meeting 2019. AGU . UNITED STATES
- Celesti, M.; Biriukova, K.; Campbell, P. K.; Cesana, I.; Cogliati, S.; Damm, A.; Drusch, M.; Julitta, T.; Middleton, E.; Migliavacca, Miglietta, F.; Panigada, C.; Rascher, U.; Rossini, M.; Schuettemeyer, D.; Tagliabue, G.; van der Tol, C.; Verrelst, J.; Yang, P.; Colombo, R. (2019). Exploring continuous time series of vegetation hyperspectral reflectance and solar-induced fluorescence through radiative transfer model inversion. (Poster). AGU Fall Meeting 2019. AGU . UNITED STATES
- Verrelst, J.; Rivera, J.P.; Vicent, J.; Moreno, J. (2018). Approximating experimental vegetation spectrscopy data through emulation. (Paper). IGARSS . Valencia . SPAIN
- Verrelst, J.; Rivera, J.P.; Moreno, J. (2018). Progress in emulation for radiative transfer modeling and mapping. (Paper). IGARSS . Valencia . SPAIN
- Jochem Verrelst; Luca Pipia; Charlotte De Grave; Juan Pablo Rivera; Pablo Morcillo; Jordi Muñoz; Anna Mateo; Eatidal Amin; Santi Belda; Gabriel Caballero; Jose Moreno (2018). Opportunities and challenges to maximise the impact of coming multi-mission capacity. (Communication). IGARSS . Valencia . SPAIN
- Pasqualotto, N.; Delegido, J.; Van Wittenberghe, S.; Verrelst, J.; Rivera, J.P.; Moreno, J. (2018). Remote estimation of canopy water content in different crop types with new hyperspectral indices. (Paper). IGARSS . Valencia . SPAIN
- Amin, E.; Verrelst, J.; Rivera-Caicedo, J.P.; Pasqualotto, N.; Delegido, J.; Ruiz Verdú, A.; Moreno, J. (2018). The Sensagri Sentinel-2 LAI green and brown product: From algorithm development towards operational mapping. (Paper). IGARSS . Valencia . SPAIN
- Vicent, J.;, Verrelst, J.; Rivera-Caicedo, J.P.; Sabater, N.; Muñoz-Marí, J.; Camps-Valls, G.; Moreno, J. (2018). Statistical learning for end-to-end simulations. (Paper). IGARSS . Valencia . SPAIN
- Tenjo, C.; Ruiz-Verdú, A.; Sabater, N.; Vicent, J.; Rivera-Caicedo, J.P.; Alonso, L.; Verrelst, J.; Franco, R.; Sánchez, A.M.; Freitas, S.; Moreno, J. (2018). FLEX/S3 tandem mission performance assessment: Evolution of the end-to-end simulator FLEX-E. (Paper). IGARSS . Valencia . SPAIN
- Pasqualotto, N.; Delegido, J.; Amin, E.; Cisneros, A.; Van Wittenberghe, S.; Verrelst, J.; ParedesGómez, V.; Moreno, J. (2018). Estimación del Índice de Área Foliar verde y marrón de diferentes cultivos con Sentinel-2. (Poster). XVIII Congreso Nacional de Tecnologías de la Información Geográfica Libro de Actas, p 202-211 . Valencia . SPAIN
- Caballero G.R.; Delegido J.; Pezzola A.; Winschel C.; Casella, A.; Verrelst J.; Moreno J. (2018). Clasificación de cobertura de suelo para un valle irrigado a partir de series temporales de datos SAR en banda C con Sentinel-1. (Paper). XVIII Simposio Internacional de la Sociedad Latinoamericana de Percepción Remota y Sistemas de Información Espacial Libro Actas . La Habana . CUBA
- Caballero, G.R.; Delegido, J.; Verrelst, J.; Pipia, L.; Muñoz, J.; Burriel, H.; Belda, S.; Amin, E.; Ruiz-Verdú, A.; Moreno, J. (2018). Estimación del LAI de la vegetación a partir de la sinergia Sentinel 1-Sentinel 2. (Paper). XVIII Simposio Internacional de la Sociedad Latinoamericana de Percepción Remota y Sistemas de Información Espacial Libro Actas . La Habana . CUBA
- Verrelst, J.; Rivera, J.P.; Moreno, J. (2016). From SAIL simulations towards automated remote sensing applications: an overview of 6 years of ARTMO developments. (Communication). SAIL35 Symposium . Enschede . NETHERLANDS
- Verrelst, J.; Rivera, J.P.; Moreno, J. (2016). From model simulations towards vegetation properties mapping: automating, optimizing & simplifying. (Communication). ISSI Workshop on Exploring the Earth's Ecostystems on a Global Scale: Requirements, Capabilities and Directions in Spaceborne Imaging Spectroscopy . Bern . SWITZERLAND
- J. Verrelst; J.P. Rivera; J. Moreno (2016). The ARTMO retrieval toolboxes for semiautomatic mapping of vegetation properties from hyperspectral data. (Communication). EUFAR Expert Workshop on Hyperspectral Imaging from UAVs - Applications in Precision Farming . Milano . ITALY
- A. Ruiz-Verdú; J. C. Jiménez, X. Lazzaro; C. Tenjo; J. Delegido; M. Pereira; J. A. Sobrino; J. Moreno (2016). Comparison of MODIS and Landsat-8 retrievals of chlorophyll-a and water temperature over Lake Titicaca. (Communication). IEEE International Geoscience and Remote Sensing Symposium (IGARSS 2016) . Beijing . CHINA
- J. Delegido; C. Tenjo; A. Ruiz-Verdú; M. Pereira-Sandoval; N. Pasqualotto; G. Gibaja; J. Verrelst; R. Peña; E. P. Urrego; J. Borràs; J. Sanchis-Muñoz; A. Pezzola; Z. Mosquera; Z. Quinto; J. J. Gómez; J. Moreno (2016). Aplicaciones de Sentinel-2 a estudios de vegetación y calidad de aguas continentales. (Communication). XVII Simposio Internacional en Percepción Remota y Sistemas de Información Geográfica, SELPER . Puerto Iguazú . ARGENTINA
- Antonio Ruiz-Verdú; Carolina Tenjo; Jesús Delegido; Luis Alonso; Neus Sabater; Jochem Verrelst; Jorge Vicent; Juan P. Rivera; Ramón Peña; Juan M. Soria; Eduardo Vicente; José F. Moreno (2016). Capabilities of the future Earth Explorer 8 FLEX mission for the retrieval of fluorescence and biophysical products in marine and inland waters. (Communication). Living Planet Symposium 2016 . Praga . CZECH REPUBLIC
- Antonio Ruiz-Verdú, Carolina Tenjo, Jesús Delegido, Luis Alonso, Neus Sabater, Jochem Verrelst, Jorge Vicent, Juan P. Rivera, Ramón Peña, José F. Moreno (2015). Synergies between Sentinel-3 and FLEX for Fluorescence and Water Quality Retrieval in Inland and Coastal Waters. (Poster). Sentinel-3 for Science Workshop, Venecia - Italia, 2-5 Junio, 2015 . Venecia . ITALY
- Jordi Muñoz-Marí; Jochem Verrelst; Miguel Lázaro-Gredilla; Gustau Camps-Valls (2015). Biophysical parameter retrieval with warped Gaussian processes. (Paper). International Geoscience and Remote Sensing Symposium 2015 (IGARSS 2015) Actes . Milan . ITALY
- Carolina Tenjo, Jorge Vicent, Neus Sabater, Juan Pablo Rivera, Luis Alonso, Jochem Verrelst, Jose Moreno (2015). Hyperspectral synthetic scene simulator for the assessment of fluorescence retrieval with ESA's FLEX/Sentinel-3 tandem mission. (Communication). EARSeL 9th SIG-Imaging Spectroscopy Workshop 2013, Luxemburgo, 14-16 Abril, 2015 . Luxembourg . LUXEMBOURG
- Neus Sabater, Jorge Vicent, Luis Alonso, Carolina Tenjo, Jochem Verrelst, Jose Moreno (2015). An Atmospheric Correction algorithm for the FLEX/Sentinel-3 tandem mission. (Poster). Sentinel-3 for Science Workshop, Venecia - Italia, 2-5 Junio, 2015 . Venecia . ITALY
- Neus Sabater, Luis Alonso, Sergio Cogliati, Jorge Vicent, Carolina Tenjo, Jochem Verrelst, Jose Moreno (2015). A sun-induced vegetation fluorescence retrieval method from top of atmosphere radiance for the FLEX/Sentinel-3 tandem mission. (Paper). IGARSS 2015, Remote Sensing: Understanding the Earth for a Safer World, Milan - Italia, julio 26-31, 2015 . Milan . ITALY
- Ruiz-Verdú, A., Tenjo, C., Delegido, J., Alonso, L., Sabater, N., Verrelst, J., Vicent, J., Rivera, J.P., Peña, R., Moreno, J. (2015). Medida de la fluorescencia del fitoplancton por la misión tándem FLEX/SENTINEL-3. (Communication). VI Congreso de la Asociación Española de Teledetección . Sevilla . SPAIN
- Ruiz-Verdú, A., Delegido, J., Gibaja, G., Tenjo, C., Peña, R., Verrelst, J., Moreno, J. (2015). Seguimiento de la calidad del agua en un lago hipertrófico mediante imágenes emuladas de Landsat-8, Sentinel-2 y SEOSAT/INGENIO. (Communication). XVI Congreso de la Asociación Española de Teledetección . Sevilla . SPAIN
- Moreno, J.; Sabater, N.; Vicent, C.; Tenjo. C.; Alonso, L.; Delegido, J.; Ruiz-Verdú, A.; Verrelst, J.; Rivera, J.P. (2015). El End-to-End Mission Performance Simulator (E2ES) de la misión FLEX: modelización de la señal y cadena de procesado de los datos. (Communication). XVI Congreso de la Asociación Española de Teledetección . Sevilla . SPAIN
- Delegido, J.; Ruiz-Verdú, A.; Martínez-Fortún, A.; Givaja, G.; Pasqualotto, N.; Rivera, J.P.; Verrelst, J.; Moreno, J., (2015). Capacidad del satélite español INGENIO/SEOSAT para la estimación de parámetros biofísicos de la vegetación. (Communication). XVI Congreso de la Asociación Española de Teledetección . Sevilla . SPAIN
- Delegido, J.; Tello, R.; Ruiz-Verdú, A.; Tenjo, C.; Verrelst, J.; Moreno, J., (2015). Estimación de la clorofila de los cultivos de la huerta valenciana a partir de imágenes Landsat 8. (Communication). XVI Congreso de la Asociación Española de Teledetección . Sevilla . SPAIN
- Verrelst, J.; Rivera, J.P.; Gomez-Dans, J.; Camps-Valls, J.; Moreno, J. (2015). Replacing radiative transfer models by surrogate approximations through machine learning. (Poster). IGARSS . Milan . ITALY
- Verrelst, J.; Van Der Tol, C.; Magnani, F.; Rivera, J.P.; Mohammed, G.; Moreno, J., (2015). Estimating net photosynthesis of vegetation from solar-induced chlorophyll fluorescence - A modelling study. (Paper). IGARSS . Milan . ITALY
- Asam, S.; Verrelst, J.; Klein, D.; Notarnicola, C. (2015). Leaf Area Index derivation from hyperspectral remote sensing data based on radiative transfer model inversion in heterogeneous grassland. (Communication). 9th EARSEL SIG Imaging Spectroscopy Workshop . Luxembourg . LUXEMBOURG
- Verrelst, J.; Rivera, J.P.; Dethier, S., Muñoz, J.; Camps-Valls, G.; Moreno, J. (2015). ARTMO's new dimensionality reduction modules to enable improved performance of machine learning regression algorithms (MLRAs) applied to imaging spectroscopy data. (Communication). 9th EARSEL SIG Imaging Spectroscopy Workshop . Luxembourg . LUXEMBOURG
- Verrelst, J.; Rivera, J.P.; Van Der Tol, C.; Magnani F.; Mohammed, G.; Moreno, J. (2015). On the relationships between solar-induced fluorescence and net photosynthesis of the canopy: a SCOPE modeling study. (Communication). 9th EARSEL SIG Imaging Spectroscopy Workshop . Luxembourg . LUXEMBOURG
- Verrelst, J.; Rivera, J.P.; Moreno, J. (2015). ARTMO's global sensitivity analysis (GSA) toolbox to quantify driving variables of leaf and canopy radiative transfer models. (Communication). 9th EARSEL SIG Imaging Spectroscopy Workshop . Luxembourg . LUXEMBOURG
- Sabater, N;, Rivera, J.P.; Tenjo, C.; Vicent, J.; Alonso, L.;Verrelst, J.; Delegido, J.; Moreno, J. (2014). Desarrollo de un generador de escenas genérico para el estudio de las cubiertas vegetales en misiones ópticas pasivas en el contexto de la misión FLEX (Fluorescence Explorer). (Communication). VI Simposio Internacional SELPER . Medellin . COLOMBIA
- Verrelst, J.; Rivera, J.P.; Van Der Tol, C.; Magnani, F.; Mohammed, G.; Moreno, J., (2014). Global sensitivity analysis of the A-SCOPE model in support of future FLEX fluorescence retrievals. (Paper). 6th workshop on hyperspectral image and signal processing . Laussanne . SWITZERLAND
- Sabater, N.; Alonso, L.; Vicent, J.; Cogliati, S.; Verrelst, J.; Moreno, J., (2014). Synthetic scene simulator for hyperspectral spaceborne passive optical sensors. Application to ESA's FLEX/Sentinel-3 tandem mission. (Paper). 6th workshop on hyperspectral image and signal processing . Lausanne . SWITZERLAND
- Sabater, N.; Alonso, L.; Vicent, J.; Cogliati, S.; Verrelst, J.; Moreno, J. (2014). The scientific modules of FLEX/E2ES: the Scene Generator and L-2 Retrieval Modules. (Poster). 5th Int. Workshop on Remote Sensing of Vegetation Fluorescence . Paris . FRANCE
- Verrelst, J.; Rivera, J.P.; Van Der Tol, C.; Magnani, F.; Mohammed, G.; Moreno, J. (2014). Global sensitivity analysis of the A-SCOPE model in support of future FLEX fluorescence retrievals. (Poster). 4th International Symposium on Recent Advances in Quantitative Remote Sensing: RAQRS'IV . Valencia . SPAIN
- Rivera, J.P.; Verrelst, J.; Delegido, J.; Camps-Valls, G.; Moreno, J. (2014). Evaluación sistemática de diferentes métodos para la estimación de parámetros biofísicos por teledetección. Oportunidades para Sentinel-2. (Communication). XVI Simposio Internacional SELPER . Medellin . COLOMBIA
- Rivera, J.P.; Saldarriaga Reyes, L.; Verrelst, J.; Delegido, J.: Moreno, J. (2014). Evaluación de métodos de análisis de sensibilidad global aplicados a modelos de trasferencia radiativa para cubiertas vegetales. (Communication). XVI Simposio Internacional SELPER . Medellin . COLOMBIA
- Verrelst, J.; Rivera, J.P.; Camps-Valls, G.; Moreno, J. (2014). ARTMO's retrieval toolboxes for optimizing parametric, non-parametric and physically-based biophysical variable mapping. (Poster). 4th International Symposium on Recent Advances in Quantitative Remote Sensing . Valencia . SPAIN
- Verrelst, J.; Rivera, J.P.; Van Der Tol, C.; Magnani, F.; Mohammed, G.; Moreno, J. (2014). A-SCOPE: automating fluorescence modeling in support of FLEX. (Poster). 5th Int. Workshop on Remote Sensing of Vegetation Fluorescence . Paris . FRANCE
- Verrelst, J.; Delegido, J.; Van Wittenberghe, S.; Ortiz, V.; Veroustraete, F.; Valcke, R.; Samson, R.; Rivera, J.P.; Tenjo, C.; Moreno, J. (2014). Chlorophyll content mapping of urban vegetation in the city of Valencia based on the hyperspectral NAOC index. (Communication). 5th Int. Workshop on Remote Sensing of Vegetation Fluorescence . Paris . FRANCE
- G. Mohammed; A. Ac; F. Daumard; M. Drusch; A. Galle; Y. Goulas; F. Magnani; Z. Malenovsky; J. Moreno; J. Olejnickov;, D. Pernokis; J.P. Rivera; J. Verrelst; U. Rascher; C. van der Tol; W. Verhoef; A. Volta (2014). FLEX/Sentinel-3 Tandem Mission Photosynthesis Study - An investigation of steady-state chlorophyll fluorescence and photosynthesis in terrestrial vegetation. (Communication). 5th Int. Workshop on Remote Sensing of Vegetation Fluorescence . Paris . FRANCE
- J. Verrelst; J.P. Rivera; G. Camps-Valls; J. Moreno (2014). Progress in parametric, non-parametric and physically-based biophysical variable retrieval methods: opportunities for Sentinel-2. (Poster). SENTINEL-2 for Science Workshop . Roma . ITALY
- J. Verrelst; J.P. Rivera; G. Camps-Valls; J. Moreno (2014). ARTMO's retrieval toolboxes for optimizing parametric, non-parametric and physically-based biophysical variable mapping. (Poster). 4th International Symposium on Recent Advances in Quantitative Remote Sensing: RAQRS'IV . Valencia . SPAIN
- C. van der Tol; W. Verhoef; J. Verrelst; F. Magani; G. Mohammed; J. Moreno; J. Berry (2014). . (Paper). Hyperspectral Image and Signal Processing: Evolution in Remote Sensing (WHISPERS), 2014 6th Workshop on . Lausanne . SWITZERLAND
- J. Delegido, M. P. Cendrero, J. Verrelst, J. P. Rivera, N. Sabater, C. Tenjo, J. Vicent, L. Alonso and J. Moreno (2013). Estimación de nuevos parámetros biofísicos de la vegetación en la misión FLEX (Fluorescence Explorer). (Communication). V Jornadas Nacionales de Geomática. Caracas - Venezuela . Caracas . VENEZUELA
- J. Moreno, L. Alonso, J. Delegido, J. P. Rivera, N. Sabater, C. Tenjo, J. Verrelst, J. Vicent (2013). Misión FLEX (Fluorescence Explorer): observación de la fluorescencia por teledetección como nueva técnica de estudio del estado de la vegetación terrestre a escala global. (Communication). XV Congreso de la Asociación Española de Teledetección. INTA (Madrid). 22-24 octubre, 2013 . Madrid . SPAIN
- J. P. Rivera, J. Verrelst, J. Delegido, J. Moreno (2013). Herramienta informática para el diseño y evaluación de índices espectrales genéricos para la inversión de parámetros biofísicos. (Communication). XV Congreso de la Asociación Española de Teledetección. INTA (Madrid). 22-24 octubre, 2013 . Madrid . SPAIN
- J. Verrelst, J. P. Rivera, A. Guadalajara, J. Delegido, J. Moreno (2013). ARTMO¿s new Spectral Indices (SI) module to rapidly evaluate a multitude of SIs for mapping of biophysical parameters. (Communication). EARSeL 8th SIG-Imaging Spectroscopy Workshop 2013, 08-10 April, Nantes, France . Nantes . FRANCE
- S. Van Wittenberghe, L. Alonso, J. Verrelst, I. Hermans, J. Delegido, J. Veroustraete, R. Valkce, J. Moreno, R. Samson (2013). Steady-state chlorophyll fluorescence spectroscopy: from leaf to airborne level. (Communication). EARSeL 8th SIG-Imaging Spectroscopy Workshop 2013, 08-10 April, Nantes, France . Nantes . FRANCE
- Vicente, J.; Sabater, N.; Alonso, L.; Verrelst, J.; Rivera, J.P.; Tenjo, C.; Moreno, J. (2013). FLEX End-to-End Mission Performance Simulator Architecture Design using a Generic Reference Architecture for EO Missions. (Communication). ESA Living Planet Symposium 2013 . Edingbrugh . UNITED KINGDOM
- Verrelst, J.; Rivera, J.P.; Sabater, N.; Vicente, J.; Tenjo, C.; Alonso, L.; Moreno, J. (2013). Assessing the Benefit of the Sentinel-3/FLEX Tandem Mission Concept for Retrieval of Fluorescence and Biophysical Parameters. (Communication). ESA Living Planet Symposium . Edingbrugh . UNITED KINGDOM
- Verrelst, J.; Rivera, J.P.; Camps-Valls, G.; Moreno, J. (2013). Recent advances in Biophysical Parameter Retrieval Methods - Opportunities for Sentinel-2. (Communication). ESA Living Planet Symposium . Edingbrugh . UNITED KINGDOM
- Lázaro-Gredilla, M.; Titsias, M.K.; Verrelst, J.; Camps-Valls, G. (2013). Estimation of vegetation chlorophyll content with variational heteroscedastic Gaussian processes. (Communication). IGARSS . Melbourne . AUSTRALIA
- Rivera, J.P.; Verrelst, J.; Leonenko, G.; Moreno, J. (2013). Evaluación de múltiples funciones de mérito en la inversión de parámetros biofísicos a través del modelo PROSAIL usando tablas de búsqueda. (Communication). XV Congreso de la Asociación Española de Teledetección (AET) . Madrid . SPAIN
- Verrelst, J.; Rivera, J.P.; Muñoz, J.; Moreno, J.; Camps-Valls, G. (2013). ARTMO¿s new Machine Learning Regression Algorithm (MLRA) module for semiautomatic mapping of biophysical parameters. (Communication). EARSeL 8th SIG-Imaging Spectroscopy Workshop . Nantes . FRANCE
- J. Vicent; U. del Bello; M. Drusch; R. Franco; S. Kraft; J.R. Acarreta; L. Alonso; J. Moreno; C. de Negueruela; J.P. Rivera; N. Sabater; C. Tenjo; J. Verrelst (2013). End-to-End Mission Performance Simulators for Earth Observation Convoy missions: Application to FLEX/Sentinel-3 mission. (Poster). International Earth Observation Convoy and Constellation Concept Workshop . NETHERLANDS
- J. Delegido, J. Verrelst, L. Alonso, C.M. Meza and J. Moreno (2012). Sentinel-2 red-edge bands contribute to improved estimation of green LAI and chlorophyll content. (Communication). Sentinel-2 Symposium 2012 . Frascati . ITALY
- J. Delegido, S. Van Wittenberghe, J. Verrelst, L. Alonso, J.P. Rivera, N. Sabater, J. Vicent, V. Ortiz and J. Moreno (2012). Chlorophyll fluorescence: the signal hidden behind leaf reflectance. A new technique for the study of plant status by remote sensing. (Communication). SELPER 2012 . Cayenne . FRENCH GUIANA
- J. Delegido, V. Ortiz, J. Verrelst, S. Van Wittenberghe, J.P. Rivera and J. Moreno (2012). SPAD calibration in trees of Valencia city (Spain) and chlorophyll map of urban vegetation from hyperspectral index NAOC. (Communication). XV symposium of SELPER . Cayenne . FRENCH GUIANA
- J. Verrelst, J.P. Rivera, G, Leonenko, L. Alonso and J. Moreno (2012). Using the ARTMO toolbox for automated retrieval of biophysical parameters through radiative transfer model inversion: Optimizing LUT-based inversion. (Communication). EGU General Assembly 2012 . Vienna . AUSTRIA
- J. Verrelst, J.P. Rivera, G. Leonenko, L. Alonso and J. Moreno (2012). ARTMO: a toolbox for automated retrieval of biophysical parameters through inversion of plant radiative transfer models. (Communication). 2nd Terrabites Symposium . Frascati . ITALY
- S. Van Wittenberghe, L. Alonso, J. Verrelst, J. Delegido, F. Veroustraete, R. Valkce, J. Moreno and R. Samson (2012). Chlorophyll fluorescence of urban vegetation in relation to traffic exposure: a novel biomonitoring approach. (Communication). Belgian Earth Observation Day 2012 . Bruges . BELGIUM
- Van Wittenberghe, S.; Alonso, L.; Verrelst, J.; Moreno, J.; Samson, R. (2012). The secret light of plants: what can chlorophyll fluorescence tell us about air pollution stress of tree leaves. (Communication). Biomonitoring of air quality . BELGIUM
- Verrelst, J.; Rivera, J.P.; Guanter, L.; Alonso, L.; Moreno, J. (2012). Evaluating machine learning regression algorithms for operation retrieval of biophysical parameters: Opportunities for Sentinel-3. (Poster). Sentinel-3 Symposium . Frascati . ITALY
- Verrelst, J.; Rivera, J.P.; Alonso, L.; Linstrot, R.; Moreno, J. (2012). Synergy of Sentinel-3 OLCI and FLEX-FLORIS leads to improved retrieval of biophysical parameters: a model study. (Poster). Sentinel-3 symposium . ITALY
- Verrelst, J.; Rivera, J.P.; Alonso, L.; Linstrot, R.; Moreno, J. (2012). Potential retrieval of biophysical parameters from FLORIS, S3-OLCI and its synergy. (Communication). IGARSS . Munich . GERMANY
- Verrelst, J.; Rivera, J.P.; Leonenko, G.; Alonso, L.; Moreno, J. (2012). Optimizing LUT-based radiative transfer model inversion for retrieval of biophysical parameters using hyperspectral data. (Communication). IGARSS . Munich . GERMANY
- Van Wittenberghe, S.; Alonso, L.; Verrelst, J.; Veroustraete, F.; Valkce, R.; Moreno, J.; Samson, R. (2012). Estimating fluorescence emission of city trees in Valencia: from leaf to canopy level. (Poster). EGU General Assembly . Vienna . AUSTRIA
- Verrelst, J.; Rivera, J.P.; Guanter, L.; Alonso, L.; Moreno, J. (2012). Evaluating machine learning regression algorithms for operation retrieval of biophysical parameters: Opportunities for Sentinel. (Communication). Sentinel-2 Symposium . Frascati . ITALY
- Roelofsen, H.; Verrelst, J.; Van Bodegem, P.M.; Kooistra, L.; Witte, J.P.M. (2012). Remote sensing allows mapping plant traits and a-priori defined vegetation types. (Poster). 2nd Terrabites Symposium . Frascati . ITALY
- Verrelst, J.; Rivera, J.P.; Guanter, L.; Moreno, J. (2012). Evaluating the robustness of machine learning algorithms for operational retrieval of biophysical parameters. (Poster). 2nd Terrabites Symposium . Frascati . ITALY
- Jochem Verrelst, Luis Alonso, Jesus Delegido, Juan Pablo Rivera, and Jose Moreno (2011). Gaussian Processes regression for biophysical parameter retrieval from Sentinel-2 and Sentinel-3 data. (Communication). European Geosciences Union, EGU General Assembly 2011, Vienna, Austria, 03-08 April 2011 Geophysical Research Abstracts vol. 13, EGU2011-1011 . Vienna . AUSTRIA
- Jochem Verrelst, Luis Alonso, Jesus Delegido, Juan Pablo Rivera, and Jose Moreno (2011). Gaussian Processes regression for biophysical parameter retrieval from Sentinel-2 and Sentinel-3 data. (Communication). European Geosciences Union, EGU General Assembly 2011, 03--08 April 2011 Geophysical Research Abstracts vol. 13, EGU2011-1011 . Vienna . AUSTRIA
- J. Verrelst, J. Muñoz, L. Alonso, J. Delegido, J. P. Rivera, and Jose Moreno (2011). Gaussian Processes regression for biophysical parameter retrieval from imaging spectroscopy data: opportunities for Sentinel-2 and -3. (Communication). EARSeL 7th SIG-Imaging Spectroscopy Workshop 2011, 11-13 April, Edinburgh, UK . Edinburgh . UNITED KINGDOM
- J. Verrelst, J. Muñoz, L. Alonso, J. Delegido, J. P. Rivera, and Jose Moreno (2011). Gaussian Processes regression for biophysical parameter retrieval from imaging spectroscopy data: opportunities for Sentinel-2 and -3. (Communication). EARSeL 7th SIG-Imaging Spectroscopy Workshop 2011, 11-13 April . Edinburgh . UNITED KINGDOM
- Tuia, D.; Verrelst, J.; Alonso-Chordà, L.: Camps-Valls, G. (2011). Acquiring the relevant samples for chlorophyll estimation with hyperspectral data. (Poster). 9th Swiss Geoscience Meeting . Zurich . SWITZERLAND
- Verrelst, J.; Rivera J.P.; Alonso, L.; Moreno, J. (2011). ARTMO: an Automated Radiative Transfer Models Operator toolbox for automated retrieval of biophysical parameters through model inversion. (Communication). EARSeL 7th SIG-Imaging Spectroscopy Workshop . Edingbrugh . UNITED KINGDOM
- Van Wittenberghe, S.; Veroustraete, F.; Samson. R.; Alonso, L.; Verrelst, J.; Moreno, J.; Valcke, R. (2011). Spectral characteristics of tree leaves as a tool for monitoring urban air pollution. (Poster). 7th SIG-Imaging Spectroscopy Workshop . Edingbrugh . UNITED KINGDOM
- Verrelst, J.; Rivera J.P.; Alonso, L.; Moreno, J. (2011). An Automated Radiative Transfer Models Operator (ARTMO) toolbox for automated retrieval of biophysical parameters through model inversion. (Poster). European Geosciences Union (EGU) General Assembly . Vienna . AUSTRIA
- Emma De Clerck; Dávid Kovács; Katja Berger; Jochem Verrelst (2024). Canopy nitrogen content mapping using a hybrid machine learning method with Sentinel-2 data in Google Earth Engine. (Communication). PANGEOS Summer School: Uncertainty analysis and protocol standardisation assessment on novel and operational hyperspectral data products . Bucharest . ROMANIA
- M. Schlerf; S. Rouwette; J. Verrelst; H.-J. Hendricks-Franssen; Y. Curnel; M. Tolnai; Y. Li; J. Vinholi; T. Hu; B. Maguire; E. De Clerck; G. R. Caballero; M. Sulis (2025). SaveCrops4EU: A Digital Twin Component Agriculture with a focus on eo data use. (Communication). PANGEOS Digital Twins in Agriculture Workshop . ITALY
- Dávid D.Kovács; Pablo Reyes Muñoz; Katja Berger; Viktor Ixion Mészáros; Gabriel Caballero; Jochem Verrelst (2025). Multi-decadal temporal reconstruction of Sentinel-3 OLCI vegetation products with multi-output Gaussian process regression. (Communication). Living Planet Symposium 2025 . Vienna . AUSTRIA
- J.L. García Soria; J.L. Gómez-Dans; J. Verrelst (2025). Towards quantifying model error from spectral radiative transfer models. (Communication). Living Planet Symposium 2025 . Vienna . AUSTRIA
- Miguel Morata; José Luis García Soria; Bastian Siegmann; M.Pilar Cendrero Mateo; Jochem Verrelst (2025). DEVELOPMENT OF A FULL SIF RETRIEVAL METHOD BASED ON PRINCIPAL COMPONENT ANALYSIS USING FLOX HYPERSPECTRAL DATA. (Communication). Living Planet Symposium 2025 . AUSTRIA
- Pablo Reyes-Muñoz; Jochem Verrelst (2025). Assimilating Sentinels-3&5P products into a prototype model for estimating terrestrial carbon fluxes from combined data streamsPablo. (Communication). Living Planet Symposium 2025 . Vienna . AUSTRIA
- Viktor Ixion Mészáros; Louis Trinkle; Dávid D.Kovács; José Luis García-Soria; Pablo Reyes-Muñoz; Ana Belén Pascual-Venteo; Jochem Verrelst (2025). Implementation of Python Software for Estimating Vegetation Properties From Hyperspectral Satellite Data in the Prospect of CHIME. (Poster). Living Planet Symposium 2025 . Vienna . AUSTRIA
- Emma De Clerck; Egor Prikaziuk; Pablo Reyes-Muñoz; Dávid D.Kovács; Jochem Verrelst (2025). HIGH-SPATIAL-RESOLUTION GROSS PRIMARY PRODUCTION ESTIMATION USING SENTINEL-2 AND HYBRID GAUSSIAN PROCESSES MODELING. (Poster). Living Planet Symposium 2025 . Vienna . AUSTRIA
- Emma De Clerck, Dávid D.Kovács, Katja Berger, Martin Schlerf, Jochem Verrelst (2025). OPTIMIZING HYBRID MODELS FOR CANOPY NITROGEN MAPPING FROM SENTINEL-2 IN GOOGLE EARTH ENGINE. (Poster). Living Planet Symposium 2025 . Vienna . AUSTRIA
- José Luis García-Soria, Miguel Morata, Jochem Verrelst, Viktor Ixion Mészáros, David Kovacs (2025). The CHIME E2E L2B Vegetation Processor: Towards Sensor-Agnostic Processing of Hyperspectral L2A Images into Vegetation Traits. (Communication). Living Planet Symposium 2025 . Vienna . AUSTRIA
- Jochem Verrelst; David Kovacs; Emma De Clerck; Yuxin Zhang; Miguel Morata; Jose Luis Garcia; Pablo Reyes Muñoz (2026). Cloud-Operational Sentinel-3 Vegetation Trait Retrievals to Support FLEX L2/L3/L4 Products. (Communication). FLEX-Fluorescence 2026 Workshop . Bonn . GERMANY
- Emma De Clerck; Pablo Reyes Muñoz; Egor Prikaziuk; Dávid D.Kovács; Jochem Verrelst (2026). High spatial resolution gross primary production estimation from Sentinel 2: A baseline for future SIF integration. (Poster). FLEX-Fluorescence 2026 Workshop . Bonn . GERMANY
- Yuxin Zhang; Pablo Reyes-Muñoz: Jochem Verrelst (2026). Bridging the Gap to the FLEX Era: A Cloud-Computing Framework for 300 m Global SIF Retrieval from Sentinel-3 and TROPOSIF. (Communication). FLEX-Fluorescence 2026 Workshop . Bonn . GERMANY
- Pablo Reyes Muñoz, Dàvid D. Kovacks, Yuxin Zhang, Jochem Verrelst (2026). Analyzing the global role of TROPOMI-derived SIF and Sentinel-3 fundamental vegetation traits as proxy predictors in GPP models. (Communication). FLEX-Fluorescence 2026 Workshop . Bonn . GERMANY
- Ruiz-Verdú, A.; Tenjo, C.; Delegido, J.; Alonso, L.; Sabater, N.; Verrelst, J.; Vicent, J.; Rivera, J.P.; Peña, R.; Moreno, J. (2015). Medida de la fluorescencia del fitoplancton por la misión tándem FLEX/SENTINEL-3. (Communication). VI Congreso de la Asociación Española de Teledetección . Sevilla . SPAIN
- A.B. Pascual-Venteo; E. Portales-Julià; A. Perez; J. Verrelst (2022). Large-scale machine learning techniques for vegetation traits estimation: opportunities for the CHIME mission. (Poster). ESA Living Planet Symposium, Bonn, Germany . GERMANY
- Miguel Morata; Ignasi Martí Martí; Bastian Siegmann; M.Pilar Cendrero Mateo; José Luis García Soria; Jochem Verrelst (2026). Comparative analysis of full-spectrum SIF Principal Component Reconstruction versus SpecFit. (Poster). FLEX-Fluorescence 2026 Workshop . Bonn . GERMANY
- A.B. Pacual-Venteo; J. Estévez; K. Berger; J.L. García-Soria; E. Portalés-Julia; A. Pérez-Suay; J. Verrelst (2022). Crop Traits Models for the upcoming CHIME mission: a validation study with PRISMA Data. (Poster). SENSECO final conference . Izmir . TURKEY
- M. Morata; B.Siegmann; A.Pérez; J.L. García-Soria; J.P. Rivera-Caicedo; J. Verrelst (2022). Emulation of Solar-Induced Fluorescence from spacebornePRISMA imagery using Neural Networks. (Communication). SENSECO final conference . Izmir . TURKEY
- Emma De Clerck; Jochem Verrelst (2025). Hybrid models for agriculture. (Communication). PANGEOS Digital Twins in Agriculture Workshop . ITALY
- J.L. García-Soria; M. Morata; J. Verrelst; A.B. Pascual-Venteo; K. Berger; C. Panigada; G. Tagliabue; A.M. Sánchez Montero (2024). Latest status of the vegetation traits retrieval processor and models in the context of CHIME mission preparation. (Communication). 13th EARSeL Workshop on Imaging Spectroscopy . Valencia . SPAIN
- Tagliabue G., Verrelst J., Soria J.L., Candiani G., Boschetti M., Morata M., Gentili R., Savinelli B., Vignali L., Gallia L., Picchi V., Calzone A., Colombo R., Rossini M. (2024). Plant trait estimation in a forest ecosystem from hyperspectral satellites through machine learning and hybrid approaches. (Communication). 13th EARSeL Workshop on Imaging Spectroscopy . Valencia . SPAIN
- M. Morata; B. Siegmann; J.L. García-Soria; J.P. Rivera Caicedo; J. Verrelst (2024). On the potential of principal component analysis for reconstruction of the full SIF signal and SIF satellite data emulation. (Communication). 13th EARSeL Workshop on Imaging Spectroscopy . Valencia . SPAIN
- J. Verrelst; B. Janssen; M. Lubej; J. Dries; D. Couchard; K.Van Tricht; N. Vesel; G. Milcinski; M. Salinero Delgado; E. Amin; P. Griffiths (2024). Fuse TS: A Cloud-based Toolbox for S1 and S2 Time Series(TS) Fusion, Gap-filling and Cropland Phenology Analytics. (Poster). EO FOR AGRICULTURE UNDER PRESSURE 2024 WORKSHOP . Frascati . ITALY
- E.l Amin; L. Pipia; S. Belda; G. Perich; L. Valentin Graf; H. Aasen; S. Van Wittenberghe; J. Moreno; J. Verrelst (2024). Predicting in-season crop yield within fields: A Sentinel-2 time series based monitoring approach. (Communication). EO FOR AGRICULTURE UNDER PRESSURE 2024 WORKSHOP . Frascati . ITALY
- D. D.Kovács; J. Verrelst (2024). EO FOR AGRICULTURE UNDER PRESSURE 2024 WORKSHOP. (Communication). The Second Remote Sensing Land Product Workshop 2024 . Beijing . CHINA
- J. Verrelst, J. L. García-Soria, M. Morata, V. Ixion Mészáros, L. Trinkle, D. Kovacs (2024). The CHIME E2E L2B Vegetation processor: updates and upcoming initiatives. (Communication). 3rd WORKSHOP ON INTERNATIONAL COOPERATION IN SPACEBORNE IMAGING SPECTROSCOPY . Noordwijk . NETHERLANDS
- J. Verrelst; J.L. Garcia (2024). Epistemic uncertainty. (Communication). PANGEOS Summer School: Uncertainty analysis and protocol standardisation assessment on novel and operational hyperspectral data products . Bucharest . ROMANIA
- J. Verrelst; D. D. Kovács; P. Reyes Muñoz; M. Salinero Delgado; V. Mészáros Ixion; K. Berger (2023). Cloud free global maps of four essential vegetation traits retrieved with Gaussian Processes from S3 OLCI catalogue. (Communication). 42nd EARSeL Symposium . Bucharest . ROMANIA
- M. Morata; B.Siegmann; K.Berger; JP. Rivera-Caicedo; J.Verrelst (2023). Reconstruction of the full SIF spectral profile from hyperspectral imagery using emulation. (Poster). Flex Fluorescence Workshop . Frascati . ITALY
Participation in Committees and Representations
- PhD Thesis Opponent. Opponent in Phd thesis defence Lucia Yanez. Thesis title: 'Coniferous needle-leaves, shoots and canopies: a remote sensing approach'. 14/05/2014.
- PhD Thesis Opponent. Opponent in PhD thesis defence Peter P. J. Roosjen. PhH thesis: 'UAV-based multi-angular measurements for improved crop parameter retrieval'. 17/11/2017.
- PhD Thesis Opponent. Opponent in Phd thesis defence Domingues Franceschi. Thesis title: 'Crop Traits Retrieval and Disease Detection in Potato: UAV Optical Sensing for Plant Monitoring'. 12/04/2021.
- Doctoral Committee PhD thesis. examination PhD thesis by Roope Näsi. Thesis: 'Drone-based spectral and 3D remote sensing applications for forestry and agriculture'. 28/04/2021.
- Jury member of PhD committee. Jury in the PhD defence by Thomas Miraglio. PhD thesis:'Estimation de traits de végétation de canopées ouvertes méditerranéennes par télédétection hyperspectrale'. 07/10/2021.
- PhD evaluation committee. PhD Thesis Johann Desloires, Montpellier University. 05/10/2023.
- Evaluation Panel on Novel Computational Approaches for Environmental Sustainability call 2019. ERA. 2020.
- Associated Editor. International Journal of Applied Earth Observation and Geoinformation. 05/08/2025.
- PhD Thesis Opponent. Opponent in PhD thesis defence Peter P. J. Roosjen. PhH thesis: 'UAV-based multi-angular measurements for improved crop parameter retrieval'. 17/11/2017.
- PhD Thesis Opponent. Opponent in Phd thesis defence Domingues Franceschi. Thesis title: 'Crop Traits Retrieval and Disease Detection in Potato: UAV Optical Sensing for Plant Monitoring'. 12/04/2021.
- Doctoral Committee PhD thesis. examination PhD thesis by Roope Näsi. Thesis: 'Drone-based spectral and 3D remote sensing applications for forestry and agriculture'. 28/04/2021.
- Jury member of PhD committee. Jury in the PhD defence by Thomas Miraglio. PhD thesis:'Estimation de traits de végétation de canopées ouvertes méditerranéennes par télédétection hyperspectrale'. 07/10/2021.
- PhD evaluation committee. PhD Thesis Johann Desloires, Montpellier University. 05/10/2023.
- Evaluation Panel on Novel Computational Approaches for Environmental Sustainability call 2019. ERA. 2020.
- Associated Editor. International Journal of Applied Earth Observation and Geoinformation. 05/08/2025.
Projects
- Generación de Productos de Nivel 2 para la Misión INGENIO/SEOSAT (). 2014 - 2016. Ministerio de Educación y Ciencia - Plan Nacional de I+D+I. Plan Nacional del Espacio. . PI: Jose F. Moreno Mendez.
- Hyperspectral biomonitoring: air quality and the city (). 2015 - 2019. University of Antwerp. (Bèlgica). . PI: Jose F. Moreno Mendez.
- FLEX Bridge Study (). 2014 - 2015. ESA.- Agencia Espacial Europea. . PI: Jose F. Moreno Mendez.
- Airborne High Plant imaging spectrometer during the 2013 ESA/NASAJOINT FLEX-US campaign (). 2014. Forschungszentrum. . PI: Jose F. Moreno Mendez.
- FLEX End-to-end mission performance simulator (). 2014 - 2015. ESA.- Agencia Espacial Europea. . PI: Jose F. Moreno Mendez.
- Technical assistance for the deployment of an advanced hyperspectral imaging sensor during HYFLEX (). 2013. ESA.- Agencia Espacial Europea. . PI: Jose F. Moreno Mendez.
- FLEX simulator high level definition (). 2012. ESA.- Agencia Espacial Europea. . PI: Jose F. Moreno Mendez.
- End-to-end simulator architecture for EO missions (). 2011 - 2012. GMV Aerospace and Defence SA (GMV, Spain). . PI: Jose F. Moreno Mendez.
- SENTINELS SYNERGY FRAMEWORK (SENSYF) (). 2012 - 2015. Unión Europea. . PI: Jose F. Moreno Mendez.
- ASSESSING BRDF EFFECTS OF SUN-INDUCED FLUORESCENCE FOR QUANTIFYING CANOPY-LEVEL PHOTOSYNTHETIC EFFICIENCY (FP7-PEOPLE-IEF-2009; #252237) (). 2010 - 2012. European Commission (Marie Curie IEF). . PI: Jochem Verrelst.
- Contrato de asesoramiento y apoyo técnico (). 2013 - 2017. Grupo Nova cartographia. . PI: Jesus Delegido.
- Biomonitoring of Urban Habitat Quality Using Aircraft Observations (BIOHYPE) (). 2011 - 2013. P.G.S. Bélgica. . PI: Jose F. Moreno Mendez.
- Atmospheric Corrections for Fluorescence Signal Retrieval (FLUSS) (). 2011 - 2012. ESA.- Agencia Espacial Europea. . PI: Jose F. Moreno Mendez.
- FLEX/Sentinel-3 Tandem Mission Photosynthesis Study (PS) (). 2012 - 2014. ESA.- Agencia Espacial Europea. . PI: Jose F. Moreno Mendez.
- ESTIMACION DE PARAMETROS BIOFISICOS PARA LA MISION FLEX A PARTIR DE SENTINEL-3 (). 2011 - 2014. MINISTERIO DE EDUCACION Y CIENCIA. SECRETARIA GENERAL DE POLITICA CIENTIFICA Y TECNOLOGICA.. . PI: Jose F. Moreno Mendez.
- CREACIÓN Y PUESTA EN MARCHA DEL CENTRO DE ESTUDIOS DEL AGUA Y DEL MEDIO AMBIENTE PARA EL MAGDALENA MEDIO (CEAMAMM) DE COLOMBIA (). 2009 - 2011. Universitat de València. . PI: Jesús Delegido Gómez.
- Sentinels Synergy for Agriculture (). 2016 - 2019. European Commision. . PI: Jose F. Moreno Mendez.
- SENTIFLEX: Fluorescence-based Photosynthesis Estimates for Vegetation Productivity Monitoring from Space (). 2018 - 2022. EU Framework Programme HORIZON 2020. . PI: Jochem Verrelst.
- RAMÓN Y CAJAL (). 2018 - 2022. Ministerio de Economía y Competitividad. . PI: Jochem Verrelst.
- Land Surface Carbon Constellation Study (). 2020 - 2023. ESA.- Agencia Espacial Europea. . PI: Jochem Verrelst.
- FLEX L1B TO L2 Algorithm Development Study (). 2017 - 2022. ESA.- Agencia Espacial Europea. . PI: Jose F. Moreno Mendez.
- End to End Mission Performance Simulator for CHIME - CCN1 (). 2018 - 2021. ESA.- Agencia Espacial Europea. . PI: Jose F. Moreno Mendez.
- AI4FOOD (). 2021 - 2023. Economic Science Association (ESA). . PI: Jochem Verrelst.
- Chime End to End Mission Performance Simulator (CHEES) (). 2022 - 2025. ESA.- Agencia Espacial Europea. . PI: GMV.
- FLEXINEL: FLEX-based inferring of terrestrial photosynthesis dynamics for quantifying European vegetation productivity (). 2023 - 2028. HORIZON EUROPE. . PI: Jochem Verrelst.
- Copernicus Hyperspectral Imaging Mission for the Environment (CHIME) L2 Algorithms and Processors Prototyping and Development' (). 2024 - 2030. ESA.- Agencia Espacial Europea. . PI: Jochem Verrelst.
- Optical synergies for spatiotemporal sensing of scalable ecophysiological traits (). 2018 - 2023. COST Action CA17134 SENSECO. . PI: Jochem Verrelst.
- Generación de Productos de Nivel 2 para la Misión INGENIO/SEOSAT (). 2014 - 2016. Ministerio de Educación y Ciencia - Plan Nacional de I+D+I. Plan Nacional del Espacio. . PI: Jose F. Moreno Mendez.
- Hyperspectral biomonitoring: air quality and the city (). 2015 - 2019. University of Antwerp. (Bèlgica). . PI: Jose F. Moreno Mendez.
- Contrato de asesoramiento y apoyo técnico (). 2013 - 2017. Grupo Nova cartographia. . PI: Jesus Delegido.
- Sentinels Synergy for Agriculture (). 2016 - 2019. European Commision. . PI: Jose F. Moreno Mendez.
- SENTIFLEX: Fluorescence-based Photosynthesis Estimates for Vegetation Productivity Monitoring from Space (). 2018 - 2022. EU Framework Programme HORIZON 2020. . PI: Jochem Verrelst.
- RAMÓN Y CAJAL (). 2018 - 2022. Ministerio de Economía y Competitividad. . PI: Jochem Verrelst.
- Land Surface Carbon Constellation Study (). 2020 - 2023. ESA.- Agencia Espacial Europea. . PI: Jochem Verrelst.
- FLEX L1B TO L2 Algorithm Development Study (). 2017 - 2022. ESA.- Agencia Espacial Europea. . PI: Jose F. Moreno Mendez.
- End to End Mission Performance Simulator for CHIME - CCN1 (). 2018 - 2021. ESA.- Agencia Espacial Europea. . PI: Jose F. Moreno Mendez.
- AI4FOOD (). 2021 - 2023. Economic Science Association (ESA). . PI: Jochem Verrelst.
Thesis, minor thesis and research reports
- Carlos Arturo Jara Santillan, (2022). Estudio integral de humedales altoandinos (andean peatlands) con Teledetección y SIG. (Doctoral Thesis). Universidad de Valencia..
- Alex Gómez Sanz, (2021). ESTIMACIÓN Y COMPARACIÓN DE DIFERENTES TÉCNICAS DE GAP-FILLING (INTERPOLACIÓN) Y PARMETROS FENOLÓGICOS ENTRE DIVERSAS VARIABLES BIOFÍSICAS. (Research work of 6 credits). Univeristy of Valencia..
- José Luis García, (2021). Desarrollo de emuladores de códigos de transferencia radiativa en atmósfera y aplicación para la corrección atmosférica de datos satelitales multi‐ e hiper‐espectrales. (Research work of 6 credits). Univeristy of Valencia..
- Pablo Basiero García, (2020). Study of Global Sensitivity Analysis on Top of Atmosphere using Emulations of coupled Leaf, Canopy and Atmosphere Radiative Transfer Models. (Research work of 6 credits). Univeristy of Valencia..
- Ámbar Pérez Garciá, (2020). Development of hybrid TOA radiance retrieval models from leaf-canopy-atmosphere radiative transfer models. (Master Thesis). Univeristy of Valencia..
- Ámbar García Pérez, (2020). Use of TOC2TOA and GSA toolbox (ARTMO) to analyze the impact of water and atmosphere variables on TOA radiance data. (Research work of 6 credits). Univeristy of Valencia..
- Pablo Antonio Morcillo Pallarés, (2020). A systematic assessment of different fluorescence retrieval methods in the context of the FLEX mission. (Master Thesis). Univeristy of Valencia..
- Pablo Basiero Garciá, (2020). Mapping the impact of the 2020 Gloria storm along Mediterranean coasts using classification techniques. (Master Thesis). Univeristy of Valencia..
- Omar Tomás Navarro, (2020). Master Oficial en Biodiversidad: Conservación y Evolución. (Final Degree work). Univeristy of Valencia..
- Laura Martínez Ferrer, (2019). Global Sensitivity Analysis with Emulation of Leaf, Canopy and Atmosphere Radiative Transfer Models. (Research work of 6 credits). Univeristy of Valencia..
- Gabriel Rodrigo Caballero, (2018). Estimación del LAI de la vegetación a partir de la sinergia Sentinel 1 - Sentinel 2. (Master Thesis). Universidad de Valencia..
- Neus Sabater Medina, (2018). Development of atmospheric correction algorithms for very high spectral and spatial resolution images: Application to SEOSAT and the FLEX/Sentinel-3 missions. (Doctoral Thesis). Valencia..
- Maria Lumbierres Civit, (2018). Green and brown LAI phenology. Temporal series analysis for agricultural applications. (Master Thesis). Universidad de Valencia..
- Maria Lumbierres Civit, (2018). Global Sensitivity Analysis of Leaf, Canopy and Atmosphere Variables for TOA Radiance. (Research work of 6 credits). Univeristy of Valencia..
- Evy Minier, (2018). Aplicación de Métodos de Reducción de Dimensionalidad a Datos Hiperespectrales para Mejorar los algoritmos de Aprendizaje Automático para la Recuperación de Propiedades de la Vegetación. (Research work of 6 credits). Univeristy of Valencia..
- Eatidal Amin Darei, (2017). Gaussian processes regression for operational LAI green and LAI brown retrieval from Sentinel-2 images. (Master Thesis). Universidad de Valencia..
- Javier Sanchiz Muñoz, (2016). Estimación de parámetros biofísicos a partir de imágenes adquiridas con Sentinel-2 MSI. (Master Thesis). University of Valencia..
- Javier Sanchis Muñoz, (2016). Aplicación de la toolbox de inversión numérica de ARTMO para estimación de parámetros biofísicos. (Research work of 6 credits). University of Valencia..
- Helena Burriel, (2016). ARTMO: análisis y aplicación de emuladores para reducir tiempo de cálculo en aplicaciones de teledetección. (Research work of 6 credits). University of Valencia..
- Raul Tello Grú, (2015). Exploración de Indices espectrales mediante la herramienta de ARTMO. (Research work of 6 credits). University of Valencia..
- Lluis Perez-Planells, (2015). Análisis de métodos de validación cruzada para la obtención robusta de parámetros biofísicos. (Research work of 6 credits). University of Valencia..
- Sara Dethier, (2014). Active learning technqiues to opimize machine learnign regression algorithms for estimation of biophysical parameters. (Master Thesis). University of Valencia..
- Juan Pablo Rivera Caicedo, (2014). Optimized and automated estimation of vegetation properties: Opportunities for Sentinel-2. (Doctoral Thesis). University of Valencia..
- Luis Gonzalo Saldarriaga Reyes, (2014). Exploracion de métodos de análisis de sensibilidad y provisión de recomendaciones para su implementación en la toolbox ARTMO. (Research work of 6 credits). University of Valencia..
- Javier Lázaro García, (2013). Reducción de dimensionalidad de imáges hipersesectrales de reflectividades para obención de parámetros biofísicos, utilizando diferentes métodos de regresión. (Master Thesis). University of Valencia..
- Marcia Luciany Santos Costa, (2013). Estimación de Clorofila-a del embalse ¿Acarape do Meio¿ en Brasil por técnicas de teledetección. (Research work of 12 credits). University of Valencia..
- Oreto Martínez Arnandis, (2013). Combinación de un RTM atmosférico con MTRs de hoja/cubierta para la obtención de reflectancia a partir de la radiancia en el techo de la atmósfera. (Research work of 6 credits). University of Valencia..
- Adrian Guadalajara Abejar, (2012). Estimación de parámetros biofísicos (chlorofila, LAI) utilizando índices de vegetación y modelos de transferencia radiativa. (Master Thesis). University of Valencia..
- Juan Pablo Rivera Caicedo, (2011). Desarrollo de una herramienta informática para el estudio de la interacción de la radiación solar con las cubiertas vegetales. (Master Thesis). University of Valencia..
- Autor: Francisco Contreras Rodenas, (2022). Desarrollo de un modelo de contenido de agua de dosel aplicado a imágenes de Sentinel 3 OLCI L1B, e implementación en Google Earth Engine para mapeo a escala continental. (Research work of 6 credits). University of Valencia..
- Francisco Contreras Ródenas, (2022). OBTENCIÓN DE VARIABLES BIOFÍSICAS A PARTIR DE MODELOS HÍBRIDOS: "CANOPY WATER CONTENT - CWC", CON DATOS DE SENTINEL-3 EN GOOGLE EARTH ENGINE. (Master Thesis). University of Valencia..
- Viktor Ixion Mészáros, (2024). Implementation of Python workflow for estimating vegetation properties from satellite data in the prospect of the CHIME hyperspectral mission. (Master Thesis). University of Valencia..
- Adrián Jiménez Guisado, (2023). Impact of soil-leaf-vegetation RTM training data on the retrieval of essential vegetation variables in preparation of hybrid models for the future CHIME mission. (Working Master or third cycle of less than 12 credits). University of Valencia..
- Fàtima Della Bellver, (2023). Inter-comparison of vegetation products generated by Gaussian Process Regression and Sentinel-3 OLCI on Google Earth Engine. (Working Master or third cycle of less than 12 credits). University of Valencia..
- Samuel Morales Fernández, (2022). Desarrollo de emuladores de códigos de transferencia radiativa en atmósfera y aplicación para la corrección atmosférica de datos satelitales multi‐ e hiper‐espectrales. (Research work of 6 credits). University of Valencia..
- David D. Kovács, (2025). Quantifying Essential Vegetation Traits: Global-Scale Retrieval, Temporal Reconstruction, and Causality Analysis. (Doctoral Thesis). University of Valencia..
- Pablo Reyes-Muñoz, (2026). Modelling global terrestrial carbon fluxes by Sentinels 3&5P and ERA5-Land with Gaussian propcess regression. (Doctoral Thesis). University of Valencia..
- Ignasi Martí Martí, (2025). Evaluación del método PCA para la reconstrucción espectral de SIF: Comparación con SpecFit y validación en medidas de fluorescencia a nivel de hoja. (Master Thesis). University of Valencia..
- Carlos Arturo Jara Santillan, (2022). Estudio integral de humedales altoandinos (andean peatlands) con Teledetección y SIG. (Doctoral Thesis). Universidad de Valencia..
- Alex Gómez Sanz, (2021). ESTIMACIÓN Y COMPARACIÓN DE DIFERENTES TÉCNICAS DE GAP-FILLING (INTERPOLACIÓN) Y PARMETROS FENOLÓGICOS ENTRE DIVERSAS VARIABLES BIOFÍSICAS. (Research work of 6 credits). Univeristy of Valencia..
- José Luis García, (2021). Desarrollo de emuladores de códigos de transferencia radiativa en atmósfera y aplicación para la corrección atmosférica de datos satelitales multi‐ e hiper‐espectrales. (Research work of 6 credits). Univeristy of Valencia..
- Pablo Basiero García, (2020). Study of Global Sensitivity Analysis on Top of Atmosphere using Emulations of coupled Leaf, Canopy and Atmosphere Radiative Transfer Models. (Research work of 6 credits). Univeristy of Valencia..
- Ámbar Pérez Garciá, (2020). Development of hybrid TOA radiance retrieval models from leaf-canopy-atmosphere radiative transfer models. (Master Thesis). Univeristy of Valencia..
- Ámbar García Pérez, (2020). Use of TOC2TOA and GSA toolbox (ARTMO) to analyze the impact of water and atmosphere variables on TOA radiance data. (Research work of 6 credits). Univeristy of Valencia..
- Pablo Antonio Morcillo Pallarés, (2020). A systematic assessment of different fluorescence retrieval methods in the context of the FLEX mission. (Master Thesis). Univeristy of Valencia..
- Pablo Basiero Garciá, (2020). Mapping the impact of the 2020 Gloria storm along Mediterranean coasts using classification techniques. (Master Thesis). Univeristy of Valencia..
- Omar Tomás Navarro, (2020). Master Oficial en Biodiversidad: Conservación y Evolución. (Final Degree work). Univeristy of Valencia..
- Laura Martínez Ferrer, (2019). Global Sensitivity Analysis with Emulation of Leaf, Canopy and Atmosphere Radiative Transfer Models. (Research work of 6 credits). Univeristy of Valencia..
Currricul@'s texts
- Development and maintenance of ARTMO software. Plant Radiative Transfer models (RTMs) have become important tools for the analysis of optical Earth observation data, providing meaningful links between radiometry and environmental applications, such as ecological processes, environment and precision agriculture. However, for the broader community these models are still often perceived as excessively complicated tools and are not always easily accessible. The in-house developed Automated Radiative Transfer Models Operator (ARTMO) Graphic User Interface (GUI) is a software package that provides essential tools for running and inverting a suite of plant RTMs, both at the leaf and at the canopy level. ARTMO facilitates consistent and intuitive user interaction, thereby streamlining model setup, running, storing and spectra output plotting for any kind of optical sensor operating in the visible, near-infrared and shortwave infrared range (400-2500 nm). The software and manuals are freely available for education and research purposes. Downloadable at: https://artmotoolbox.com/.
- Five most important papers within RYC-2016-19724. Verrelst, J., Malenovský, Z., Van der Tol, C., Camps-Valls, G., Gastellu-Etchegorry, J. P., Lewis, P., ... & Moreno, J. (2019). Quantifying vegetation biophysical variables from imaging spectroscopy data: a review on retrieval methods. Surveys in Geophysics, 40(3), 589-629. Verrelst, J., Vicent, J., Rivera-Caicedo, J. P., Lumbierres, M., Morcillo-Pallarés, P., & Moreno, J. (2019). Global sensitivity analysis of leaf-canopy-atmosphere RTMs: implications for biophysical variables retrieval from top-of-atmosphere radiance data. Remote Sensing, 11(16), 1923. Verrelst, J., Berger, K., & Rivera-Caicedo, J. P. (2020). Intelligent sampling for vegetation nitrogen mapping based on hybrid machine learning algorithms. IEEE Geoscience and Remote Sensing Letters. De Grave, C., Verrelst, J., Morcillo-Pallarés, P., Pipia, L., Rivera-Caicedo, J. P., Amin, E., ... & Moreno, J. (2020). Quantifying vegetation biophysical variables from the Sentinel-3/FLEX tandem mission: Evaluation of the synergy of OLCI and FLORIS data sources. Remote Sensing of Environment, 251, 112101. Verrelst, J., Rivera-Caicedo, J. P., Reyes-Muñoz, P., Morata, M., Amin, E., Tagliabue, G., ... & Berger, K. (2021). Mapping landscape canopy nitrogen content from space using PRISMA data. ISPRS Journal of Photogrammetry and Remote Sensing, 178, 382-395..
- . Postoctorial career can be summarized into the the following research lines: 1) Retrieval of biophyical variables though various techniques in the fields of parametric, non-parametric regression, physically-based inversion and hybrid methods. 2) Global sensitivity analysis of radiative transfer models (RTMs) 3) Emulation of advanced RTMs through machine learning techniques 4) FLEX and the relationships between fluorescence and photosynthesis at the canopy scale. 5) Time series processing of satellite images including gap-filling and calculation of phenology indicators..
- . At the University of Valencia I have given several guest lectures within the Masters of Remote Sensing. During my career as post-doctoral researcher I was invited to give tutorials at several International Conferences and summer schools (e.g., at EARSeL, IGARSS, WHISPERS, ESA Land summer school, summer schools within EUFAR/COST actions) on topics related to ARTMO and retrieval of biophysical variables from remote sensing data. Since I am a Ramón y Cajal senior researcher I am affiliated at the Physics department. Since 2019 I teach physics laboratory practicums. Since 2021 I am also affiliated as guest lecturer at the University of Antwerp, Belgium. There I teach the course 'Remote Sensing' (40 contact hours and 4 ECTS credits)..
- Senior scientist in Remote Sensing of Vegetation. I pursue science in the field of Remote Sensing of Vegetation in all its aspects.
- . I pursue science in the field of Remote Sensing of Vegetation in all its aspects.
- Main Organizer SENSECO Summer School: EO-Sense 2.0. Within our Cost Action SENSECO, I was the main organizer of the EO-Sense summer school. In 2020 the Summer School was canceled due to COVID, but it took succesfully place in September 2021, in Plovdiv, Bulgaria.
© 2026 UV. - Av. Blasco Ibáñez, 13. 46010 Valencia. Spain. UV phone +34 963 86 41 00