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Juan Pablo Rivera Caicedo
Juan Pablo Rivera Caicedo
IxM CONAHCYT-UAN
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Optical remote sensing and the retrieval of terrestrial vegetation bio-geophysical properties–A review
J Verrelst, G Camps-Valls, J Muñoz-Marí, JP Rivera, F Veroustraete, ...
ISPRS Journal of Photogrammetry and Remote Sensing 108, 273-290, 2015
6302015
Machine learning regression algorithms for biophysical parameter retrieval: Opportunities for Sentinel-2 and-3
J Verrelst, J Muñoz, L Alonso, J Delegido, JP Rivera, G Camps-Valls, ...
Remote Sensing of Environment 118, 127-139, 2012
5262012
Experimental Sentinel-2 LAI estimation using parametric, non-parametric and physical retrieval methods–A comparison
J Verrelst, JP Rivera, F Veroustraete, J Muñoz-Marí, JGPW Clevers, ...
ISPRS Journal of Photogrammetry and Remote Sensing 108, 260-272, 2015
3242015
A red-edge spectral index for remote sensing estimation of green LAI over agroecosystems
J Delegido, J Verrelst, CM Meza, JP Rivera, L Alonso, J Moreno
European Journal of Agronomy 46, 42-52, 2013
3002013
Global sensitivity analysis of the SCOPE model: What drives simulated canopy-leaving sun-induced fluorescence?
J Verrelst, JP Rivera, C van der Tol, F Magnani, G Mohammed, J Moreno
Remote Sensing of Environment 166, 8-21, 2015
2282015
Spectral band selection for vegetation properties retrieval using Gaussian processes regression
J Verrelst, JP Rivera, A Gitelson, J Delegido, J Moreno, G Camps-Valls
International Journal of Applied Earth Observation and Geoinformation 52 …, 2016
1942016
Gaussian processes uncertainty estimates in experimental Sentinel-2 LAI and leaf chlorophyll content retrieval
J Verrelst, JP Rivera, J Moreno, G Camps-Valls
ISPRS journal of photogrammetry and remote sensing 86, 157-167, 2013
1502013
Toward a semiautomatic machine learning retrieval of biophysical parameters
JPR Caicedo, J Verrelst, J Muñoz-Marí, J Moreno, G Camps-Valls
IEEE Journal of Selected Topics in Applied Earth Observations and Remote …, 2014
1382014
Multiple cost functions and regularization options for improved retrieval of leaf chlorophyll content and LAI through inversion of the PROSAIL model
JP Rivera, J Verrelst, G Leonenko, J Moreno
Remote Sensing 5 (7), 3280-3304, 2013
1352013
Evaluating the predictive power of sun-induced chlorophyll fluorescence to estimate net photosynthesis of vegetation canopies: A SCOPE modeling study
J Verrelst, C van der Tol, F Magnani, N Sabater, JP Rivera, G Mohammed, ...
Remote Sensing of Environment 176, 139-151, 2016
1322016
Optimizing LUT-based RTM inversion for semiautomatic mapping of crop biophysical parameters from Sentinel-2 and-3 data: Role of cost functions
J Verrelst, JP Rivera, G Leonenko, L Alonso, J Moreno
IEEE Transactions on Geoscience and Remote Sensing 52 (1), 257-269, 2013
1192013
Gaussian process retrieval of chlorophyll content from imaging spectroscopy data
J Verrelst, L Alonso, JPR Caicedo, J Moreno, G Camps-Valls
IEEE Journal of Selected Topics in Applied Earth Observations and Remote …, 2012
1152012
Hyperspectral dimensionality reduction for biophysical variable statistical retrieval
JP Rivera-Caicedo, J Verrelst, J Muñoz-Marí, G Camps-Valls, J Moreno
ISPRS journal of photogrammetry and remote sensing 132, 88-101, 2017
1022017
Brown and green LAI mapping through spectral indices
J Delegido, J Verrelst, JP Rivera, A Ruiz-Verdú, J Moreno
International Journal of Applied Earth Observation and Geoinformation 35 …, 2015
982015
On the semi-automatic retrieval of biophysical parameters based on spectral index optimization
JP Rivera, J Verrelst, J Delegido, F Veroustraete, J Moreno
Remote Sensing 6 (6), 4927-4951, 2014
962014
Emulation of leaf, canopy and atmosphere radiative transfer models for fast global sensitivity analysis
J Verrelst, N Sabater, JP Rivera, J Muñoz-Marí, J Vicent, G Camps-Valls, ...
Remote Sensing 8 (8), 673, 2016
812016
Active learning methods for efficient hybrid biophysical variable retrieval
J Verrelst, S Dethier, JP Rivera, J Munoz-Mari, G Camps-Valls, J Moreno
IEEE Geoscience and Remote Sensing Letters 13 (7), 1012-1016, 2016
772016
An emulator toolbox to approximate radiative transfer models with statistical learning
JP Rivera, J Verrelst, J Gómez-Dans, J Muñoz-Marí, J Moreno, ...
Remote Sensing 7 (7), 9347-9370, 2015
682015
DATimeS: A machine learning time series GUI toolbox for gap-filling and vegetation phenology trends detection
S Belda, L Pipia, P Morcillo-Pallarés, JP Rivera-Caicedo, E Amin, ...
Environmental Modelling & Software 127, 104666, 2020
652020
Retrieval of canopy water content of different crop types with two new hyperspectral indices: Water Absorption Area Index and Depth Water Index
N Pasqualotto, J Delegido, S Van Wittenberghe, J Verrelst, JP Rivera, ...
International journal of applied earth observation and geoinformation 67, 69-78, 2018
632018
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Artículos 1–20