Engineering


  Listando 42 trabajos del autor/autora 38
Lista de trabajos en el área Engineering
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Article A methodology to derive global maps of leaf traits using remote sensing and climate data Moreno-Martinez, Alvaro; Camps-Valls, Gustau; Kattge, Jens; Robinson, Nathaniel; Reichstein, Markus; van Bodegom, Peter; Kramer, Koen; Cornelissen, J. Hans C.; Reich, Peter; Bahn, Michael; Niinemets, Ulo; Penuelas, Josep; Craine, Joseph M.; Cerabolini, Bru REMOTE SENSING OF ENVIRONMENT 0034-4257 (2018) DOI / 10.1016/j.rse.2018.09.006 Green published, Green submitted
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Article Global Estimation of Biophysical Variables from Google Earth Engine Platform Campos-Taberner, Manuel; Moreno-Martinez, Alvaro; Javier Garcia-Haro, Francisco; Camps-Valls, Gustau; Robinson, Nathaniel P.; Kattge, Jens; Running, Steven W. REMOTE SENSING (2018) DOI / 10.3390/rs10081167 Gold DOAJ
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Article A global canopy water content product from AVHRR/Metop Javier Garcia-Haro, Francisco; Campos-Taberner, Manuel; Moreno, Alvaro; Torbern Tagesson, Hakan; Camacho, Fernando; Martinez, Beatriz; Sanchez, Sergio; Piles, Maria; Camps-Valls, Gustau; Yebra, Marta; Amparo Gilabert, Maria ISPRS JOURNAL OF PHOTOGRAMMETRY AND REMOTE SENSING 0924-2716 (2020) DOI / 10.1016/j.isprsjprs.2020.02.007
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Article Multispectral high resolution sensor fusion for smoothing and gap-filling in the cloud Moreno-Martinez, Alvaro; Izquierdo-Verdiguier, Emma; Maneta, Marco P.; Camps-Valls, Gustau; Robinson, Nathaniel; Munoz-Mari, Jordi; Sedano, Fernando; Clinton, Nicholas; Running, Steven W. REMOTE SENSING OF ENVIRONMENT 0034-4257 (2020) DOI / 10.1016/j.rse.2020.111901 Green published, Gold other
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Article Crop Yield Estimation and Interpretability With Gaussian Processes Martinez-Ferrer, Laura; Piles, Maria; Camps-Valls, Gustau IEEE GEOSCIENCE AND REMOTE SENSING LETTERS 1545-598X (2021) DOI / 10.1109/lgrs.2020.3016140 Green submitted
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Article The Recycling Gibbs sampler for efficient learning Martino, Luca; Elvira, Victor; Camps-Valls, Gustau DIGITAL SIGNAL PROCESSING 1051-2004 (2018) DOI / 10.1016/j.dsp.2017.11.012
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Article A carbon sink-driven approach to estimate gross primary production from microwave satellite observations Teubner, Irene E.; Forkel, Matthias; Camps-Valls, Gustau; Jung, Martin; Miralles, Diego G.; Tramontana, Gianluca; van der Schalie, Robin; Vreugdenhil, Mariette; Moesinger, Leander; Dorigo, Wouter A. REMOTE SENSING OF ENVIRONMENT 0034-4257 (2019) DOI / 10.1016/j.rse.2019.04.022 Green submitted
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Article Spatial homogeneity from temporal stability: Exploiting the combined hyper-frequent revisit of Terra and Aqua to guide Earth System Science Duveiller, Gregory; Camps-Valls, Gustau; Ceccherini, Guido; Cescatti, Alessandro REMOTE SENSING OF ENVIRONMENT 0034-4257 (2021) DOI / 10.1016/j.rse.2021.112496
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Article Active emulation of computer codes with Gaussian processes Application to remote sensing Heestermans Svendsen, Daniel; Martino, Luca; Camps-Valls, Gustau PATTERN RECOGNITION 0031-3203 (2020) DOI / 10.1016/j.patcog.2019.107103 Green submitted
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Article A Critical Comparison of Remote Sensing Leaf Area Index Estimates over Rice-Cultivated Areas: From Sentinel-2 and Landsat-7/8 to MODIS, GEOV1 and EUMETSAT Polar System Campos-Taberner, Manuel; Javier Garcia-Haro, Francisco; Busetto, Lorenzo; Ranghetti, Luigi; Martinez, Beatriz; Amparo Gilabert, Maria; Camps-Valls, Gustau; Camacho, Fernando; Boschetti, Mirco REMOTE SENSING (2018) DOI / 10.3390/rs10050763 Gold DOAJ
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Article Gaussianizing the Earth: Multidimensional Information Measures for Earth Data Analysis Emmanuel Johnson, J.; Laparra, Valero; Piles, Maria; Camps-Valls, Gustau IEEE GEOSCIENCE AND REMOTE SENSING MAGAZINE (2021) DOI / 10.1109/mgrs.2021.3066260
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Article Toward a Collective Agenda on AI for Earth Science Data Analysis Tuia, Devis; Roscher, Ribana; Wegner, Jan Dirk; Jacobs, Nathan; Zhu, Xiaoxiang; Camps-Valls, Gustau IEEE GEOSCIENCE AND REMOTE SENSING MAGAZINE 2473-2397 (2021) DOI / 10.1109/mgrs.2020.3043504
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Article Synergistic integration of optical and microwave satellite data for crop yield estimation Mateo-Sanchis, Anna; Piles, Maria; Munoz-Mari, Jordi; Adsuara, Jose E.; Perez-Suay, Adrian; Camps-Valls, Gustau REMOTE SENSING OF ENVIRONMENT 0034-4257 (2019) DOI / 10.1016/j.rse.2019.111460 Green published, Gold other
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Article Joint Gaussian Processes for Biophysical Parameter Retrieval Heestermans Svendsen, Daniel; Martino, Luca; Campos-Taberner, Manuel; Javier Garcia-Haro, Francisco; Camps-Valls, Gustau IEEE TRANSACTIONS ON GEOSCIENCE AND REMOTE SENSING 0196-2892 (2018) DOI / 10.1109/tgrs.2017.2767205 Green submitted
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Article Multitemporal Cloud Masking in the Google Earth Engine Mateo-Garcia, Gonzalo; Gomez-Chova, Luis; Amoros-Lopez, Julia; Munoz-Mari, Jordi; Camps-Valls, Gustau REMOTE SENSING (2018) DOI / 10.3390/rs10071079 Gold DOAJ
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Article Kernel Anomalous Change Detection for Remote Sensing Imagery Padron-Hidalgo, Jose A.; Laparra, Valero; Longbotham, Nathan; Camps-Valls, Gustau IEEE TRANSACTIONS ON GEOSCIENCE AND REMOTE SENSING 0196-2892 (2019) DOI / 10.1109/tgrs.2019.2916212
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Article Nonlinear Distribution Regression for Remote Sensing Applications Adsuara, Jose E.; Perez-Suay, Adrian; Munoz-Mari, Jordi; Mateo-Sanchis, Anna; Piles, Maria; Camps-Valls, Gustau IEEE TRANSACTIONS ON GEOSCIENCE AND REMOTE SENSING 0196-2892 (2019) DOI / 10.1109/tgrs.2019.2931085
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Article Accounting for Input Noise in Gaussian Process Parameter Retrieval Emmanuel Johnson, Juan; Laparra, Valero; Camps-Valls, Gustau IEEE GEOSCIENCE AND REMOTE SENSING LETTERS 1545-598X (2020) DOI / 10.1109/lgrs.2019.2921476
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Article Unsupervised Anomaly and Change Detection With Multivariate Gaussianization Padron-Hidalgo, Jose A.; Laparra, Valero; Camps-Valls, Gustau IEEE TRANSACTIONS ON GEOSCIENCE AND REMOTE SENSING (2021) DOI / 10.1109/tgrs.2021.3116186
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Article SCOPE-Based Emulators for Fast Generation of Synthetic Canopy Reflectance and Sun-Induced Fluorescence Spectra Verrelst, Jochem; Rivera Caicedo, Juan Pablo; Munoz-Mari, Jordi; Camps-Valls, Gustau; Moreno, Jose REMOTE SENSING (2017) DOI / 10.3390/rs9090927 Green submitted, Gold
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Article Nonlinear PCA for Spatio-Temporal Analysis of Earth Observation Data Bueso, Diego; Piles, Maria; Camps-Valls, Gustau IEEE TRANSACTIONS ON GEOSCIENCE AND REMOTE SENSING 0196-2892 (2020) DOI / 10.1109/tgrs.2020.2969813
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Article Derivation of global vegetation biophysical parameters from EUMETSAT Polar System Javier Garcia-Haro, Francisco; Campos-Taberner, Manuel; Munoz-Mari, Jordi; Laparra, Valero; Camacho, Fernando; Sanchez-Zapero, Jorge; Camps-Valls, Gustau ISPRS JOURNAL OF PHOTOGRAMMETRY AND REMOTE SENSING 0924-2716 (2018) DOI / 10.1016/j.isprsjprs.2018.03.005
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Article Machine Learning Regression Approaches for Colored Dissolved Organic Matter (CDOM) Retrieval with S2-MSI and S3-OLCI Simulated Data Belen Ruescas, Ana; Hieronymi, Martin; Mateo-Garcia, Gonzalo; Koponen, Sampsa; Kallio, Kari; Camps-Valls, Gustau REMOTE SENSING (2018) DOI / 10.3390/rs10050786 Gold DOAJ
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Article Efficient Kernel Cook's Distance for Remote Sensing Anomalous Change Detection Padron-Hidalgo, Jose Antonio; Perez-Suay, Adrian; Nar, Fatih; Laparra, Valero; Camps-Valls, Gustau IEEE JOURNAL OF SELECTED TOPICS IN APPLIED EARTH OBSERVATIONS AND REMOTE SENSING 1939-1404 (2020) DOI / 10.1109/jstars.2020.3020913 Gold other
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Article Improved Statistically Based Retrievals via Spatial-Spectral Data Compression for IASI Data Garcia-Sobrino, Joaquin; Laparra, Valero; Serra-Sagrista, Joan; Calbet, Xavier; Camps-Valls, Gustau IEEE TRANSACTIONS ON GEOSCIENCE AND REMOTE SENSING 0196-2892 (2019) DOI / 10.1109/tgrs.2019.2901396 Green submitted
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Article Compressed Particle Methods for Expensive Models With Application in Astronomy and Remote Sensing Martino, Luca; Elvira, Victor; Lopez-Santiago, Javier; Camps-Valls, Gustau IEEE TRANSACTIONS ON AEROSPACE AND ELECTRONIC SYSTEMS 0018-9251 (2021) DOI / 10.1109/taes.2021.3061791 Green submitted
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Article Gaussian Process Sensitivity Analysis for Oceanic Chlorophyll Estimation Blix, Katalin; Camps-Valls, Gustau; Jenssen, Robert IEEE JOURNAL OF SELECTED TOPICS IN APPLIED EARTH OBSERVATIONS AND REMOTE SENSING 1939-1404 (2017) DOI / 10.1109/jstars.2016.2641583
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Article Efficient Nonlinear RX Anomaly Detectors Padron Hidalgo, Jose A.; Perez-Suay, Adrian; Nar, Fatih; Camps-Valls, Gustau IEEE GEOSCIENCE AND REMOTE SENSING LETTERS 1545-598X (2021) DOI / 10.1109/lgrs.2020.2970582
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Editorial Material Foreword to the Special Issue on IGARSS 2018 Moreno, Jose; Antonio Sobrino, Jose; Camps-Valls, Gustau IEEE JOURNAL OF SELECTED TOPICS IN APPLIED EARTH OBSERVATIONS AND REMOTE SENSING 1939-1404 (2019) DOI / 10.1109/jstars.2019.2929643 Bronze
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Article Gradient-Based Automatic Lookup Table Generator for Radiative Transfer Models Vicent Servera, Jorge; Alonso, Luis; Martino, Luca; Sabater, Neus; Verrelst, Jochem; Camps-Valls, Gustau; Moreno, Jose IEEE TRANSACTIONS ON GEOSCIENCE AND REMOTE SENSING 0196-2892 (2019) DOI / 10.1109/tgrs.2018.2864517 Green submitted
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Article Emulation as an Accurate Alternative to Interpolation in Sampling Radiative Transfer Codes Vicent, Jorge; Verrelst, Jochem; Pablo Rivera-Caicedo, Juan; Sabater, Neus; Munoz-Mari, Jordi; Camps-Valls, Gustau; Moreno, Jose IEEE JOURNAL OF SELECTED TOPICS IN APPLIED EARTH OBSERVATIONS AND REMOTE SENSING 1939-1404 (2018) DOI / 10.1109/jstars.2018.2875330 Green submitted
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Article Remote Sensing Image Classification With Large-Scale Gaussian Processes Morales-Alvarez, Pablo; Perez-Suay, Adrian; Molina, Rafael; Camps-Valls, Gustau IEEE TRANSACTIONS ON GEOSCIENCE AND REMOTE SENSING 0196-2892 (2018) DOI / 10.1109/tgrs.2017.2758922 Green submitted
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Article Optimized Kernel Entropy Components Izquierdo-Verdiguier, Emma; Laparra, Valero; Jenssen, Robert; Gomez-Chova, Luis; Camps-Valls, Gustau IEEE TRANSACTIONS ON NEURAL NETWORKS AND LEARNING SYSTEMS 2162-237X (2017) DOI / 10.1109/tnnls.2016.2530403 Green submitted
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Article Gaussian processes retrieval of LAI from Sentinel-2 top-of-atmosphere radiance data Estevez, Jose; Vicent, Jorge; Pablo Rivera-Caicedo, Juan; Morcillo-Pallares, Pablo; Vuolo, Francesco; Sabater, Neus; Camps-Valls, Gustau; Moreno, Jose; Verrelst, Jochem ISPRS JOURNAL OF PHOTOGRAMMETRY AND REMOTE SENSING 0924-2716 (2020) DOI / 10.1016/j.isprsjprs.2020.07.004 Green submitted
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Article Statistical retrieval of atmospheric profiles with deep convolutional neural networks Mahngren-Hansen, David; Laparra, Valero; Nielsen, Allan Aasbjerg; Camps-Valls, Gustau ISPRS JOURNAL OF PHOTOGRAMMETRY AND REMOTE SENSING 0924-2716 (2019) DOI / 10.1016/j.isprsjprs.2019.10.002
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Article Deep Gaussian processes for biogeophysical parameter retrieval and model inversion Svendsen, Daniel Heestermans; Morales-Alvarez, Pablo; Belen Ruesca, Ana; Molina, Rafael; Camps-Valls, Gustau ISPRS JOURNAL OF PHOTOGRAMMETRY AND REMOTE SENSING 0924-2716 (2020) DOI / 10.1016/j.isprsjprs.2020.04.014 Green published, Green submitted, Hybrid
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Article Activities of the IEEE GRSS Spain Chapter Marcello, Javier; Piles, Maria; Camps-Valls, Gustau; Lopez-Martinez, Carlos; Luis Alvarez-Perez, Jose; Plaza, Antonio IEEE GEOSCIENCE AND REMOTE SENSING MAGAZINE 2473-2397 (2019) DOI / 10.1109/mgrs.2019.2911368 Bronze
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Article Nonlinear Time-Series Adaptation for Land Cover Classification Bailly, Adeline; Chapel, Laetitia; Tavenard, Romain; Camps-Valls, Gustau IEEE GEOSCIENCE AND REMOTE SENSING LETTERS 1545-598X (2017) DOI / 10.1109/lgrs.2017.2686639
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Article Deep importance sampling based on regression for model inversion and emulation Llorente, F.; Martino, L.; Delgado-Gomez, D.; Camps-Valls, G. DIGITAL SIGNAL PROCESSING 1051-2004 (2021) DOI / 10.1016/j.dsp.2021.103104 Green submitted
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Article Estimating crop primary productivity with Sentinel-2 and Landsat 8 using machine learning methods trained with radiative transfer simulations Wolanin, Aleksandra; Camps-Valls, Gustau; Gomez-Chova, Luis; Mateo-Garcia, Gonzalo; van der Tol, Christiaan; Zhang, Yongguang; Guanter, Luis REMOTE SENSING OF ENVIRONMENT 0034-4257 (2019) DOI / 10.1016/j.rse.2019.03.002
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Article Fusing optical and SAR time series for LAI gap filling with multioutput Gaussian processes Pipia, Luca; Munoz-Mari, Jordi; Amin, Eatidal; Belda, Santiago; Camps-Valls, Gustau; Verrelst, Jochem REMOTE SENSING OF ENVIRONMENT 0034-4257 (2019) DOI / 10.1016/j.rse.2019.111452
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Article Exploitation of SAR and Optical Sentinel Data to Detect Rice Crop and Estimate Seasonal Dynamics of Leaf Area Index Campos-Taberner, Manuel; Javier Garcia-Haro, Francisco; Camps-Valls, Gustau; Grau-Muedra, Goncal; Nutini, Francesco; Busetto, Lorenzo; Katsantonis, Dimitrios; Stavrakoudis, Dimitris; Minakou, Chara; Gatti, Luca; Barbieri, Massimo; Holecz, Francesco; Stropp REMOTE SENSING (2017) DOI / 10.3390/rs9030248 Green submitted, Gold

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