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ORCIDJuan Pablo Rivera
Juan Pablo Rivera Caicedo
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2020 – today
- 2024
[j36]Jorge Vicent Servera
, Luca Martino, Jochem Verrelst, Juan Pablo Rivera Caicedo, Gustau Camps-Valls:
Multioutput Feature Selection for Emulation and Sensitivity Analysis. IEEE Trans. Geosci. Remote. Sens. 62: 1-11 (2024)- [c16]Juan Pablo Rivera, Gabriel Mukobi, Anka Reuel, Max Lamparth, Chandler Smith, Jacquelyn Schneider:
Escalation Risks from Language Models in Military and Diplomatic Decision-Making. FAccT 2024: 836-898 - [i5]Juan Pablo Rivera, Gabriel Mukobi, Anka Reuel, Max Lamparth, Chandler Smith, Jacquelyn Schneider:
Escalation Risks from Language Models in Military and Diplomatic Decision-Making. CoRR abs/2401.03408 (2024) - [i4]Dylan Xu, Juan Pablo Rivera:
Towards Measuring Goal-Directedness in AI Systems. CoRR abs/2410.04683 (2024) - 2023
- [j35]Prachi Singh, Prashant K. Srivastava, Jochem Verrelst, R. K. Mall, Juan Pablo Rivera, Vikas Dugesar, Rajendra Prasad:
High resolution retrieval of leaf chlorophyll content over Himalayan pine forest using Visible/IR sensors mounted on UAV and radiative transfer model. Ecol. Informatics 75: 102099 (2023) - [j34]Miguel Morata, Bastian Siegmann, Adrián Pérez-Suay, José Luis García-Soria, Juan Pablo Rivera Caicedo, Jochem Verrelst:
Neural Network Emulation of Synthetic Hyperspectral Sentinel-2-Like Imagery With Uncertainty. IEEE J. Sel. Top. Appl. Earth Obs. Remote. Sens. 16: 762-772 (2023) - 2022
- [j33]Roberto Lomelí-Huerta, Juan Pablo Rivera Caicedo, Miguel De-la-Torre, Brenda Acevedo-Juárez, Jushiro Cepeda-Morales, Himer Avila-George:
An approach to fill in missing data from satellite imagery using data-intensive computing and DINEOF. PeerJ Comput. Sci. 8: e979 (2022) - [j32]Pablo Reyes-Muñoz, Luca Pipia, Matías Salinero-Delgado, Santiago Belda, Katja Berger, José Estévez, Miguel Morata, Juan Pablo Rivera Caicedo, Jochem Verrelst:
Quantifying Fundamental Vegetation Traits over Europe Using the Sentinel-3 OLCI Catalogue in Google Earth Engine. Remote. Sens. 14(6): 1347 (2022) - [j31]Gabriele Candiani, Giulia Tagliabue, Cinzia Panigada, Jochem Verrelst, Valentina Picchi, Juan Pablo Rivera Caicedo, Mirco Boschetti:
Evaluation of Hybrid Models to Estimate Chlorophyll and Nitrogen Content of Maize Crops in the Framework of the Future CHIME Mission. Remote. Sens. 14(8): 1792 (2022) - [j30]Ana Belen Pascual Venteo, Enrique Portales, Katja Berger, Giulia Tagliabue, Jose L. Garcia, Adrián Pérez-Suay, Juan Pablo Rivera Caicedo, Jochem Verrelst:
Prototyping Crop Traits Retrieval Models for CHIME: Dimensionality Reduction Strategies Applied to PRISMA Data. Remote. Sens. 14(10): 2448 (2022) - [j29]Masoumeh Aghababaei, Ataollah Ebrahimi, Ali Asghar Naghipour, Esmaeil Asadi, Adrián Pérez-Suay, Miguel Morata, Jose L. Garcia, Juan Pablo Rivera Caicedo, Jochem Verrelst:
Introducing ARTMO's Machine-Learning Classification Algorithms Toolbox: Application to Plant-Type Detection in a Semi-Steppe Iranian Landscape. Remote. Sens. 14(18): 4452 (2022) - [j28]Gabriel Caballero, Alejandro Pezzola, Cristina Winschel, Alejandra Casella, Paolo Sanchez Angonova, Juan Pablo Rivera Caicedo, Katja Berger, Jochem Verrelst, Jesús Delegido:
Seasonal Mapping of Irrigated Winter Wheat Traits in Argentina with a Hybrid Retrieval Workflow Using Sentinel-2 Imagery. Remote. Sens. 14(18): 4531 (2022) - [j27]Jorge Vicent Servera, Juan Pablo Rivera Caicedo, Jochem Verrelst, Jordi Muñoz-Marí, Neus Sabater, Béatrice Berthelot, Gustau Camps-Valls, José F. Moreno:
Systematic Assessment of MODTRAN Emulators for Atmospheric Correction. IEEE Trans. Geosci. Remote. Sens. 60: 1-17 (2022) - [c15]Miguel Morata, Bastian Siegmann, Adrián Pérez-Suay, Juan Pablo Rivera Caicedo, Jochem Verrelst:
Emulation of Synthetic Hyperspectral Sentinel-2-Like Reflectance Images Using Neural Networks. IGARSS 2022: 5401-5404 - 2021
- [j26]Jochem Verrelst, Katja Berger, Juan Pablo Rivera Caicedo:
Intelligent Sampling for Vegetation Nitrogen Mapping Based on Hybrid Machine Learning Algorithms. IEEE Geosci. Remote. Sens. Lett. 18(12): 2038-2042 (2021) - [j25]Katja Berger, Juan Pablo Rivera Caicedo, Luca Martino, Matthias Wocher, Tobias Hank, Jochem Verrelst:
A Survey of Active Learning for Quantifying Vegetation Traits from Terrestrial Earth Observation Data. Remote. Sens. 13(2): 287 (2021) - [j24]Charlotte De Grave, Luca Pipia, Bastian Siegmann, Pablo Morcillo Pallarés, Juan Pablo Rivera Caicedo, José Moreno, Jochem Verrelst:
Retrieving and Validating Leaf and Canopy Chlorophyll Content at Moderate Resolution: A Multiscale Analysis with the Sentinel-3 OLCI Sensor. Remote. Sens. 13(8): 1419 (2021) - [j23]José Estévez, Katja Berger, Jorge Vicent, Juan Pablo Rivera Caicedo, Matthias Wocher, Jochem Verrelst:
Top-of-Atmosphere Retrieval of Multiple Crop Traits Using Variational Heteroscedastic Gaussian Processes within a Hybrid Workflow. Remote. Sens. 13(8): 1589 (2021) - [j22]Miguel Morata, Bastian Siegmann, Pablo Morcillo Pallarés, Juan Pablo Rivera Caicedo, Jochem Verrelst:
Emulation of Sun-Induced Fluorescence from Radiance Data Recorded by the HyPlant Airborne Imaging Spectrometer. Remote. Sens. 13(21): 4368 (2021) - [j21]Katja Berger, Tobias Hank, Andrej Halabuk, Juan Pablo Rivera Caicedo, Matthias Wocher, Matej Mojses, Katarina Gerhátová, Giulia Tagliabue, Miguel Morata, Ana Belen Pascual Venteo, Jochem Verrelst:
Assessing Non-Photosynthetic Cropland Biomass from Spaceborne Hyperspectral Imagery. Remote. Sens. 13(22): 4711 (2021) - [c14]Roberto Lomelí-Huerta, Himer Avila-George, Juan Pablo Rivera Caicedo, Miguel De-la-Torre:
Water Pollution Detection in Acapulco Coasts Using Merged Data from the Sentinel-2 and Sentinel-3 Satellites. IGARSS 2021: 1518-1521 - [c13]Miguel Morata, Bastian Siegmann, Pablo Morcillo Pallarés, Juan Pablo Rivera Caicedo, Jochem Verrelst:
Emulation of Sun-Induced Fluorescence from Radiance Data Recorded by the Hyplant Airborne Imaging Spectrometer. IGARSS 2021: 6415-6418 - [c12]Humberto Cruz-Sanabria, María Guadalupe Sánchez, Juan Pablo Rivera Caicedo, Himer Avila-George:
Mapping Sugarcane Using Vegetation Indices and Time Series of Sentinel-2 Images. IGARSS 2021: 6781-6784 - 2020
- [j20]Sanjiv K. Sinha, Hitendra Padalia, Anindita Dasgupta, Jochem Verrelst, Juan Pablo Rivera:
Estimation of leaf area index using PROSAIL based LUT inversion, MLRA-GPR and empirical models: Case study of tropical deciduous forest plantation, North India. Int. J. Appl. Earth Obs. Geoinformation 86 (2020) - [j19]Santiago Belda, Luca Pipia, Pablo Morcillo Pallarés, Juan Pablo Rivera Caicedo, Eatidal Amin, Charlotte De Grave, Jochem Verrelst:
DATimeS: A machine learning time series GUI toolbox for gap-filling and vegetation phenology trends detection. Environ. Model. Softw. 127: 104666 (2020) - [i3]Jochem Verrelst, Sara Dethier, Juan Pablo Rivera, Jordi Muñoz-Marí, Gustau Camps-Valls, José F. Moreno:
Active Learning Methods for Efficient Hybrid Biophysical Variable Retrieval. CoRR abs/2012.04468 (2020) - [i2]Jochem Verrelst, Juan Pablo Rivera, Anatoly A. Gitelson, Jesús Delegido, José F. Moreno, Gustau Camps-Valls:
Spectral band selection for vegetation properties retrieval using Gaussian processes regression. CoRR abs/2012.08640 (2020) - [i1]Jorge Vicent, Jochem Verrelst, Juan Pablo Rivera Caicedo, Neus Sabater, Jordi Muñoz-Marí, Gustau Camps-Valls, José F. Moreno:
Emulation as an Accurate Alternative to Interpolation in Sampling Radiative Transfer Codes. CoRR abs/2012.10392 (2020)
2010 – 2019
- 2019
- [j18]Jochem Verrelst, Juan Pablo Rivera Caicedo, Jorge Vicent, Pablo Morcillo Pallarés, José Moreno:
Approximating Empirical Surface Reflectance Data through Emulation: Opportunities for Synthetic Scene Generation. Remote. Sens. 11(2): 157 (2019) - [j17]Jochem Verrelst, Jorge Vicent, Juan Pablo Rivera Caicedo, Maria Lumbierres, Pablo Morcillo Pallarés, José F. Moreno:
Global Sensitivity Analysis of Leaf-Canopy-Atmosphere RTMs: Implications for Biophysical Variables Retrieval from Top-of-Atmosphere Radiance Data. Remote. Sens. 11(16): 1923 (2019) - [j16]Pablo Morcillo Pallarés, Juan Pablo Rivera Caicedo, Santiago Belda, Charlotte De Grave, Helena Burriel, José Moreno, Jochem Verrelst:
Quantifying the Robustness of Vegetation Indices through Global Sensitivity Analysis of Homogeneous and Forest Leaf-Canopy Radiative Transfer Models. Remote. Sens. 11(20): 2418 (2019) - 2018
- [j15]Nieves Pasqualotto, Jesús Delegido, Shari Van Wittenberghe, Jochem Verrelst, Juan Pablo Rivera, José F. Moreno:
Retrieval of canopy water content of different crop types with two new hyperspectral indices: Water Absorption Area Index and Depth Water Index. Int. J. Appl. Earth Obs. Geoinformation 67: 69-78 (2018) - [j14]Jorge Vicent, Jochem Verrelst, Juan Pablo Rivera Caicedo, Neus Sabater, Jordi Muñoz-Marí, Gustau Camps-Valls, José F. Moreno:
Emulation as an Accurate Alternative to Interpolation in Sampling Radiative Transfer Codes. IEEE J. Sel. Top. Appl. Earth Obs. Remote. Sens. 11(12): 4918-4931 (2018) - [j13]Carolina Tenjo, Juan Pablo Rivera Caicedo, Neus Sabater, Jorge Vicent Servera, Luis Alonso, Jochem Verrelst, José F. Moreno:
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 Trans. Geosci. Remote. Sens. 56(3): 1290-1307 (2018) - [c11]Jochem Verrelst, Juan Pablo Rivera Caicedo, José F. Moreno:
Progress in Emulation For Radiative Transfer Modeling And Mapping. IGARSS 2018: 1688-1691 - [c10]Jorge Vicent, Jochem Verrelst, Juan Pablo Rivera Caicedo, Neus Sabater, Jordi Muñoz-Marí, Gustau Camps-Valls, José F. Moreno:
Statistical Learning For End-To-End Simulations. IGARSS 2018: 1699-1702 - [c9]Eatidal Amin, Jochem Verrelst, Juan Pablo Rivera Caicedo, Nieves Pasqualotto, Jesús Delegido, Antonio Ruiz-Verdú, José F. Moreno:
The Sensagri Sentinel-2 Lai Green and Brown Product: from Algorithm Development Towards Operational Mapping. IGARSS 2018: 1822-1825 - [c8]Jochem Verrelst, Juan Pablo Rivera Caicedo, Jorge Vicent, José F. Moreno:
Approximating Experimental Vegetation Spectroscopy Data through Emulation. IGARSS 2018: 1898-1901 - [c7]Nieves Pasqualotto, Jesús Delegido, Shari Van Wittenberghe, Jochem Verrelst, Juan Pablo Rivera, José Moreno:
Remote Estimation of Canopy Water Content in Different Crop Types with New Hyperspectral Indices. IGARSS 2018: 3812-3815 - [c6]Carolina Tenjo, Antonio Ruiz-Verdú, Neus Sabater, Jorge Vicent, Juan Pablo Rivera Caicedo, Luis Alonso, Jochem Verrelst, Raffaella Franco, Ana Maria Sánchez, Sofia Freitas, José F. Moreno:
FLEX/S3 Tandem Mission Performance Assessment: Evolution of the End-to-End Simulator Flex-E. IGARSS 2018: 7746-7749 - 2017
- [j12]Jochem Verrelst, Juan Pablo Rivera Caicedo, Jordi Muñoz-Marí, Gustau Camps-Valls, José F. Moreno:
SCOPE-Based Emulators for Fast Generation of Synthetic Canopy Reflectance and Sun-Induced Fluorescence Spectra. Remote. Sens. 9(9): 927 (2017) - 2016
- [j11]Jochem Verrelst, Juan Pablo Rivera, Anatoly A. Gitelson, Jesús Delegido, José F. Moreno, Gustau Camps-Valls:
Spectral band selection for vegetation properties retrieval using Gaussian processes regression. Int. J. Appl. Earth Obs. Geoinformation 52: 554-567 (2016) - [j10]Jochem Verrelst, Sara Dethier, Juan Pablo Rivera, Jordi Muñoz-Marí, Gustau Camps-Valls, José F. Moreno:
Active Learning Methods for Efficient Hybrid Biophysical Variable Retrieval. IEEE Geosci. Remote. Sens. Lett. 13(7): 1012-1016 (2016) - [j9]Jochem Verrelst, Neus Sabater, Juan Pablo Rivera, Jordi Muñoz-Marí, Jorge Vicent, Gustau Camps-Valls, José F. Moreno:
Emulation of Leaf, Canopy and Atmosphere Radiative Transfer Models for Fast Global Sensitivity Analysis. Remote. Sens. 8(8): 673 (2016) - [j8]Jorge Vicent, Neus Sabater, Carolina Tenjo, Juan Ramon Acarreta, María Manzano, Juan Pablo Rivera, Pedro Jurado, Raffaella Franco, Luis Alonso, Jochem Verrelst, José F. Moreno:
FLEX End-to-End Mission Performance Simulator. IEEE Trans. Geosci. Remote. Sens. 54(7): 4215-4223 (2016) - 2015
- [j7]Jesús Delegido, Jochem Verrelst, Juan Pablo Rivera, Antonio Ruiz-Verdú, José F. Moreno:
Brown and green LAI mapping through spectral indices. Int. J. Appl. Earth Obs. Geoinformation 35: 350-358 (2015) - [j6]Juan Pablo Rivera, Jochem Verrelst, José Gómez-Dans, Jordi Muñoz-Marí, José F. Moreno, Gustau Camps-Valls:
An Emulator Toolbox to Approximate Radiative Transfer Models with Statistical Learning. Remote. Sens. 7(7): 9347-9370 (2015) - [c5]Jochem Verrelst, Juan Pablo Rivera, José Gómez-Dans, Gustau Camps-Valls, José F. Moreno:
Replacing radiative transfer models by surrogate approximations through machine learning. IGARSS 2015: 633-636 - 2014
- [j5]Juan Pablo Rivera, Jochem Verrelst, Jesús Delegido, Frank Veroustraete, José F. Moreno:
On the Semi-Automatic Retrieval of Biophysical Parameters Based on Spectral Index Optimization. Remote. Sens. 6(6): 4927-4951 (2014) - [j4]Juan Pablo Rivera Caicedo, Jochem Verrelst, Jordi Muñoz-Marí, José F. Moreno, Gustavo Camps-Valls:
Toward a Semiautomatic Machine Learning Retrieval of Biophysical Parameters. IEEE J. Sel. Top. Appl. Earth Obs. Remote. Sens. 7(4): 1249-1259 (2014) - [j3]Jochem Verrelst, Juan Pablo Rivera, Ganna Leonenko, Luis Alonso, José F. Moreno:
Optimizing LUT-Based RTM Inversion for Semiautomatic Mapping of Crop Biophysical Parameters from Sentinel-2 and -3 Data: Role of Cost Functions. IEEE Trans. Geosci. Remote. Sens. 52(1): 257-269 (2014) - [c4]Juan Pablo Rivera, Neus Sabater, Carolina Tenjo, Jorge Vicent, Luis Alonso, José F. Moreno:
Synthetic scene simulator for hyperspectral spaceborne passive optical sensors. Application to ESA's FLEX/sentinel-3 tandem mission. WHISPERS 2014: 1-4 - [c3]Jochem Verrelst, Juan Pablo Rivera, Christiaan van der Tol, Federico Magnani, Gina Mohammed, José F. Moreno:
Global sensitivity analysis of the A-SCOPE model in support of future FLEX fluorescence retrievals. WHISPERS 2014: 1-4 - 2013
- [j2]Juan Pablo Rivera, Jochem Verrelst, Ganna Leonenko, José F. Moreno:
Multiple Cost Functions and Regularization Options for Improved Retrieval of Leaf Chlorophyll Content and LAI through Inversion of the PROSAIL Model. Remote. Sens. 5(7): 3280-3304 (2013) - [j1]Jochem Verrelst, Luis Alonso, Juan Pablo Rivera Caicedo, José F. Moreno, Gustavo Camps-Valls:
Gaussian Process Retrieval of Chlorophyll Content From Imaging Spectroscopy Data. IEEE J. Sel. Top. Appl. Earth Obs. Remote. Sens. 6(2-3): 867-874 (2013) - 2012
- [c2]Jochem Verrelst, Juan Pablo Rivera, Luis Alonso, Rasmus Lindstrot, José F. Moreno:
Potential retrieval of biophysical parameters from FLORIS, S3-OLCI and its synergy. IGARSS 2012: 7121-7124 - [c1]Jochem Verrelst, Juan Pablo Rivera, Ganna Leonenko, Luis Alonso, José F. Moreno:
Optimizing LUT-based radiative transfer model inversion for retrieval of biophysical parameters using hyperspectral data. IGARSS 2012: 7325-7328
Coauthor Index
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