Juan Pablo Rivera Caicedo

Publication Activity (10 Years)

Years Active: 2013-2024
Publications (10 Years): 32

Top Topics

Sensitivity Analysis

Top Venues

IEEE Trans. Geosci. Remote. Sens.

IEEE J. Sel. Top. Appl. Earth Obs. Remote. Sens.

Publications

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 (2024)
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 (2023)
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 (2022)
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) (2022)
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 (2022)
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)
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) (2022)
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) (2022)
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) (2022)
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) (2022)
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) (2021)
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)
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) (2021)
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) (2021)
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)
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) (2021)
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) (2021)
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)
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) (2021)
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 (2020)
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 (2020)
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) (2019)
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) (2019)
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) (2019)
Jochem Verrelst, Juan Pablo Rivera Caicedo, José F. Moreno
Progress in Emulation For Radiative Transfer Modeling And Mapping. IGARSS (2018)
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)
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)
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) (2018)
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)
Jochem Verrelst, Juan Pablo Rivera Caicedo, Jorge Vicent, José F. Moreno
Approximating Experimental Vegetation Spectroscopy Data through Emulation. IGARSS (2018)
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) (2018)
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) (2017)
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) (2014)
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) (2013)