JORDI MUÑOZ MARI
PDI-Titular d'Universitat
PDI-Titular d'Universitat
Knowledge area: ELECTRONICS
Department: Electronic Engineering
Department: Electronic Engineering
Office 3.2.30
(9635) 43420
(9635) 43420
Biography
B.Sc. degree in Physics by Universitat de València in 1993, and B.Sc. degree in Electronics Engineering in 1996 in the same University In 2003 he obtains the PhD degree in Electronics Engineering.
His research interests are digital signal processing and statistical models for learning and prediction, applied mainly to remote sensing problems.
Subjects taught and teaching methods
Tutorials
| 15/09/2025 - 30/06/2026 |
| JUEVES de 09:00 a 12:00 DESPATX 3.2.30 DESPATX 3.2.30 E.T.S. D'ENGINYERIA |
| Observations |
| Participate in the e-tutoring programme of the Universitat de València |
Academic training
- Licenciado. Universitat de València. 07/10/1993 (Diploma / Degree / Activities).
- Ingeniero en Electrónica. Escuela Superior Técnica de Ingeniería. 08/03/1996 (Diploma / Degree / Activities).
- Tratamiento de señales y electrónica industrial. Facultat de Física. 23/09/2003 (Ph.D.).
Journal Publications
- 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
- 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
- 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
- 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
- Mateo, F.; Muñoz-Marí, J.; Laparra, V.; Verrelst, J.; Camps-Valls, G. (2016) Learning Structures in Earth Observation Data with Gaussian Processes. Lecture Notes in Artificial Intelligence, 13, pp. 4291 - 4313 . ISSN: 0302-9743
- 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
- Adrián Pérez-Suay; Julia Amorós-López; Luis Gómez-Chova; Valero Laparra; Jordi Muñoz-Marí; Gustau Camps-Valls (2017) Randomized kernels for large scale Earth observation applications. Remote Sensing of Environment, 202, pp. 54 - 63 . ISSN: 0034-4257
- 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
- Muñoz-Marí, J.; Izquierdo-Verdiguier, E.; Campos-Taberner, M.; Pérez-Suay, A.; Gómez-Chova, L.; Mateo-García, G.; Ruescas, A. B.; Laparra, V.; Padrón, J. A.; Amorós-López, J.; Camps-Valls, G. (2017) HyperLabelMe: A Web Platform for Benchmarking Remote-Sensing Image Classifiers. Ieee Geoscience And Remote Sensing Magazine, 5(4), pp. 79 - 85 . ISSN: 2168-6831
- Luis Gómez-Chova; Julia Amorós-López; Gonzalo Mateo-García; Jordi Muñoz-Marí; Gustau Camps-Valls (2017) Cloud masking and removal in remote sensing image time series. Journal Of Applied Remote Sensing, 11(1), p. 015005 . ISSN: 1931-3195
- 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
- Adrián Pérez-Suay; Julia Amorós-López; Luis Gómez-Chova; Jordi Muñoz-Marí; Dieter Just; Gustau Camps-Valls (2018) Pattern Recognition Scheme for Large-Scale Cloud Detection over Landmarks. Ieee Journal Of Selected Topics In Applied Earth Observations And Remote Sensing, 11(11), pp. 3977 - 3987 . ISSN: 1939-1404
- Mateo, A.; Muñoz-Marí, J.; Pérez-Suay, A.; Camps-Valls, G. (2018) Warped Gaussian Processes in Remote Sensing Parameter Estimation and Causal Inference. Ieee Geoscience And Remote Sensing Letters. ISSN: 1545-598X
- Gonzalo Mateo-García; Luis Gómez-Chova; Julia Amorós-López; Jordi Muñoz-Marí; Gustau Camps-Valls (2018) Multitemporal Cloud Masking in the Google Earth Engine. Remote Sensing, 10(7), p. 1079 . ISSN: 2072-4292
- Camps-Valls, G.; Martino, L.; Svendsen, D. H; Campos-Taberner, M.; Muñoz-Marí, J.; Laparra, V.;Luengo, D.; García-Haro, F. J. (2018) Physics-aware Gaussian processes in remote sensing. Applied Soft Computing, 68, pp. 69 - 82 . ISSN: 1568-4946
- García-Haro, F.J.; Campos-Taberner, M.; Muñoz-Marí, J.; Laparra, V.; Camacho, F.; Sánchez-Zapero, J.; Camps-Valls, G. (2018) Derivation of global vegetation biophysical parameters from EUMETSAT Polar System. Isprs Journal of Photogrammetry and Remote Sensing, 139, pp. 57 - 74 . ISSN: 0924-2716
- Anna Mateo-Sanchis, Maria Piles, Jordi Muñoz-Marí, Jose E. Adsuara, Adrián Pérez-Suay, Gustau Camps-Valls (2019) Synergistic integration of optical and microwave satellite data for crop yield estimation. Remote Sensing of Environment, 234(111460) . ISSN: 0034-4257
- J. E. Adsuara, Adrián Pérez-Suay, J. Muñoz-Marí, A. Mateo-Sanchis, M. Piles and G. Camps-Valls (2019) Nonlinear Distribution Regression for Remote Sensing Applications. IEEE Transactions on Geoscience and Remote Sensing, 57(12), pp. 10025 - 10035 . ISSN: 0196-2892
- 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
- Runge, J.; Bathiany, S.; Bollt, E.; Camps-Valls, G.; Coumou, D.; Deyle, E.; Clymour, C.; Kretschmer, M.; Mahecha, M.; Muñoz-Mar\'i, J.; van Nes, E.; Peters, J.; Quax, R.; Reichstein, M.; Scheffer, M.; Sch\'olkopf, B.; Spirtes, P.; Sugihara, G.; Sun, J.; Zhang, K.; Zscheischler, J. (2019) Inferring causation from time series with perspectives in Earth system sciences. Nature Communications, 10(2553), pp. 1 - 14 . ISSN: 2041-1723
- 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
- Álvaro Moreno-Martínez; Emma Izquierdo-Verdiguier; Marco P. Maneta; Gustau Camps-Valls; Nathaniel Robinson; Jordi Muñoz-Marí; Fernando Sedano; Nicholas Clinton; Steven W. Running (2020) Multispectral high resolution sensor fusion for smoothing and gap-filling in the cloud. Remote Sensing of Environment, 247 . ISSN: 0034-4257
- S. Salcedo-Sanz; P. Ghamisi; M. Piles; M. Werner; L. Cuadra; A. Moreno-Martínez; E. Izquierdo-Verdiguier; J. Muñoz-Marí; Amirhosein Mosavi; G. Camps-Valls (2020) Machine learning information fusion in Earth observation: A comprehensive review of methods, applications and data sources. Information Fusion, 63, pp. 256 - 272 . ISSN: 1566-2535
- 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
- M. Piles; J. Muñoz-Marí; A. Guerrero-Curieses; G. Camps-Valls; J. L. Rojo-Álvarez (2022) Autocorrelation Metrics to Estimate Soil Moisture Persistence From Satellite Time Series: Application to Semiarid Regions. IEEE Transactions on Geoscience and Remote Sensing, 60, pp. 1 - 17 . ISSN: 0196-2892
- Anna Mateo-Sanchis; Maria Piles; Julia Amorós-López, Jordi Muñoz-Marí, Jose E. Adsuara, Álvaro Moreno-Martínez, Gustau Camps-Valls (2021) Learning main drivers of crop progress and failure in Europe with interpretable machine learning. International Journal Of Applied Earth Observation And Geoinformation, 104, pp. 1 - 11 . ISSN: 0303-2434
- Qiang Wang; Álvaro Moreno-Martínez; Jordi Muñoz-Marí; Manuel Campos-Taberner; Gustau Camps-Valls (2023) Estimation of vegetation traits with kernel NDVI. Isprs Journal of Photogrammetry and Remote Sensing, 195, pp. 408 - 417 . ISSN: 0924-2716
- A. Mateo-Sanchis, J. E. Adsuara, M. Piles, J. Muñoz-Marí, A. Pérez-Suay and G. Camps-Valls (2023) Interpretable Long-Short Term Memory Networks for Crop Yield Estimation. Ieee Geoscience And Remote Sensing Letters, 20, pp. 1 - 5 . ISSN: 1545-598X
- Laparra, Valero;Pérez-Suay, Adrián;Piles, María;Muñoz-Marí, Jordi;Amorós-López, Julia;Fernandez-Moran, Roberto;Fernández-Torres, Miguel-Ángel;Adsuara, Jose E. (2023) Assessing the Impact of Using Short Videos for Teaching at Higher Education: Empirical evidence from log-files in a Learning Management System. IEEE-RITA: revista Iberoamericana de tecnologías del aprendizaje, 18(3), pp. 233 - 238 . ISSN: 1932-8540
- M. Piles; J. Muñoz-Marí; A. Guerrero-Curieses; G. Camps-Valls; J. L. Rojo-Álvarez (2022) Autocorrelation Metrics to Estimate Soil Moisture Persistence From Satellite Time Series: Application to Semiarid Regions. IEEE Transactions on Geoscience and Remote Sensing, 60, pp. 1 - 17 . ISSN: 0196-2892
- G. Camps-Valls; M. Campos-Taberner; Álvaro Moreno-Martínez; S. Walther; G. Duveiller; A. Cescatti; M. D. Mahecha; J. Muñoz-Marí; F.J. García-Haro; L. Guanter; M. Jung; J. A. Gamon; M. Reichstein; S. W. Running (2021) A unified vegetation index for quantifying the terrestrial biosphere. Science Advances, 7(9), p. 7447 . ISSN: 2375-2548
- D. H. Svendsen, M. Piles, J. Muñoz-Marí, D. Luengo, L. Martino and G. Camps-Valls (2022) Integrating Domain Knowledge in Data-Driven Earth Observation With Process Convolutions. IEEE Transactions on Geoscience and Remote Sensing, 60, pp. 1 - 15 . ISSN: 0196-2892
- Camps-Valls, G.; Campos-Taberner, M.; Laparra, V. ; Martino, L. ; Munoz-Mari, J. (2022) Retrieval of Physical Parameters with Deep Structured Kernel Regression. IEEE Transactions on Geoscience and Remote Sensing. ISSN: 0196-2892
- Martinez-Amaya J; Longépé N; Nieves V; Muñoz-Marí J (2023) Improved forecasting of extreme hurricane events by integrating spatio-temporal CNN-RF learning of tropical cyclone characteristics. Frontiers In Earth Science, 11(1223154) . ISSN: 2296-6463
- M. Ronco; J.M. Tárraga; J. Muñoz-Marí; M. Piles; E. Sevillano-Marco; Q. Wang; M.T. Miranda-Espinosa; S. Ponserre; G. Camps-Valls (2023) Exploring interactions between socioeconomic context and natural hazards on human population displacement. Nature Communications, 14(8004) . ISSN: 2041-1723
- Laura Martínez-Ferrer; Álvaro Moreno-Martínez; Manuel Campos-Taberner; Francisco Javier García-Haro; Jordi Muñoz-Marí; Steven W Running; John Kimball; Nicholas Clinton; Gustau Camps-Valls (2022) Quantifying uncertainty in high resolution biophysical variable retrieval with machine learning. Remote Sensing of Environment, 280(113199) . ISSN: 0034-4257
- Jose María Tárraga; Eva Sevillano-Marco; Jordi Muñoz-Marí; María Piles; Vasileios Sitokonstantinou; Michele Ronco; María Teresa Miranda; Jordi Cerdà; Gustau Camps-Valls (2024) Causal discovery reveals complex patterns of drought-induced displacement. Iscience, 27(9) . ISSN: 2589-0042
- Martinez-Amaya, Javier; Nieves, Veronica; Muñoz-Mari, Jordi (2024) A Comprehensive AI Approach for Monitoring and Forecasting Medicanes Development. Climate, 12(12), pp. 220 - N/A 2 . ISSN: 2225-1154
Participations in Conferences
- 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
- J. Verrelst; J.P. Rivera; S. Dethier; J. Muñoz; G. Camps-Valls; J. Moreno (2015). Advanced dimensionality reduction and active learning for imaging spectroscopy statistical retrieval. (Communication). 9th EARSeL SIG Imaging Spectroscopy workshop, 14-16 April 2015, Trier University, Germany 2015 . GERMANY
- Gustau Camps-Valls; Daniel Svendsen; Luca Martino; Jordi Munoz-Mari,;Valero Laparra; Manuel Campos-Taberner; David Luengo (2017). Physics-Aware Gaussian Processes for Earth Observation. (Paper). Scandinavian Conference on Image Analysis . NORWAY
- Daniel Svendsen; Luca Martino; Luis Gómez-Chova; Jordi Muñoz-Marí; Javier García Haro; Manuel Campos-Taberner; Gustau Camps-Valls (2017). Advances in statistical biophysical parameter retrieval. (Poster). The 5th International Symposium on Recent Advances in Quantitative Remote Sensing: RAQRS'V https://cloud.uv.es/owncloud/index.php/s/63zYvx9peKTatPn#pdfviewer Pàgines: 201-202 . Torrent . SPAIN
- Adrián Pérez-Suay; Julia Amorós-López; Luis Gómez-Chova; Valero Laparra; Jordi Muñóz-Marí; Dieter Just; Gustau Camps-Valls (2017). Fast Cloud Detection over Landmarks in MSG/SEVIRI Image Time Series. (Poster). The EUMETSAT Meteorological Satellite Conference . Rome . ITALY
- Gustau Camps-Valls; Luis Gómez-Chova; Gonzalo Mateo; Valero Laparra; Adrián Pérez-Suay; Jordi Muñóz-Marí (2017). Large Scale Gaussian Processes for Atmospheric Parameter Retrieval and Cloud Screening. (Paper). American Geophysical Union (AGU) Fall meeting 2017 . New Orleans . UNITED STATES
- Gonzalo Mateo-García; Luis Gómez-Chova; Jordi Muñoz-Marí; Gustau Camps-Valls (2017). Advances in statistical cloud screening: the Proba-V case study. (Poster). The 5th International Symposium on Recent Advances in Quantitative Remote Sensing: RAQRS'V . Torrent . SPAIN
- Valero Laparra; Jordi Muñoz; Luis Gómez; Xavier Calbet; Gustau Camps-Valls (2017). Nonlinear statistical retrieval of land surface emissivity from infrared sounding data. (Poster). The EUMETSAT Meteorological Satellite Conference EUMETSAT . Rome . ITALY
- Álvaro Moreno Martínez, Emiliano Díaz, Adrian Pérez Suay, Jose Adsuara, Valero Laparra, María Piles, Jordi Muñoz Marí, Steven W Running, and Gustau Camps Valls (2019). Convergent cross-mapping for causal Inference in carbon and water fluxes processes. (Poster). European Geophysical Union . Viena . AUSTRIA
- Alvaro Moreno, Emma Izquierdo, Marco P Maneta, Gustau Camps-Valls, Nathaniel Robinson, Jordi Muñoz, Nicholas Clinton, Fernando Sedano and Steven Running (2019). New opportunities for developing high spatial resolution land products derived from gap free Landsat reflectance time series in Google Earth Engine. (Poster). AGU Fall Meeting, San Francisco, USA 2019 . San Francisco . UNITED STATES
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