Juan Pablo Rivera Caicedo
Juan Pablo Rivera Caicedo
Verified email at conacyt.mx - Homepage
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Year
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
2702012
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
2682015
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
1612013
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
1282015
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
1192015
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
782013
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
722016
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
712013
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
682013
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
672014
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
662016
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
662012
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
522015
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
492014
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
392016
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
362015
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
352017
Chlorophyll content mapping of urban vegetation in the city of Valencia based on the hyperspectral NAOC index
J Delegido, S Van Wittenberghe, J Verrelst, V Ortiz, F Veroustraete, ...
Ecological indicators 40, 34-42, 2014
352014
Gaussian processes retrieval of leaf parameters from a multi-species reflectance, absorbance and fluorescence dataset
S Van Wittenberghe, J Verrelst, JP Rivera, L Alonso, J Moreno, R Samson
Journal of Photochemistry and Photobiology B: Biology 134, 37-48, 2014
312014
FLEX end-to-end mission performance simulator
J Vicent, N Sabater, C Tenjo, JR Acarreta, M Manzano, JP Rivera, ...
IEEE Transactions on Geoscience and Remote Sensing 54 (7), 4215-4223, 2016
292016
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