SCOPE-Based Emulators for Fast Generation of Synthetic Canopy Reflectance and Sun-Induced Fluorescence Spectra

DART: Recent Advances in Remote Sensing Data Modeling With Atmosphere, Polarization, and Chlorophyll Fluorescence

(2017) Jean-Philippe Gastellu-Etchegorry et al.   IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing

The FLuorescence EXplorer Mission Concept—ESA’s Earth Explorer 8

(2017) Matthias Drusch et al.   IEEE TRANSACTIONS ON GEOSCIENCE AND REMOTE SENSING

Assessing the effects of forest health on sun-induced chlorophyll fluorescence using the FluorFLIGHT 3-D radiative transfer model to account for forest structure

(2017) R. Hernández-Clemente et al.   REMOTE SENSING OF ENVIRONMENT

Assessment of Approximations in Aerosol Optical Properties and Vertical Distribution into FLEX Atmospherically-Corrected Surface Reflectance and Retrieved Sun-Induced Fluorescence

(2017) et al.   Remote Sensing

FLEX End-to-End Mission Performance Simulator

(2016) Jorge Vicent et al.   IEEE TRANSACTIONS ON GEOSCIENCE AND REMOTE SENSING

Model-based analysis of the relationship between sun-induced chlorophyll fluorescence and gross primary production for remote sensing applications

(2016) Yongguang Zhang et al.   REMOTE SENSING OF ENVIRONMENT

Fluspect-B: A model for leaf fluorescence, reflectance and transmittance spectra

(2016) Nastassia Vilfan et al.   REMOTE SENSING OF ENVIRONMENT

A model and measurement comparison of diurnal cycles of sun-induced chlorophyll fluorescence of crops

(2016) Christiaan van der Tol et al.   REMOTE SENSING OF ENVIRONMENT

Evaluating the predictive power of sun-induced chlorophyll fluorescence to estimate net photosynthesis of vegetation canopies: A SCOPE modeling study

(2016) Jochem Verrelst et al.   REMOTE SENSING OF ENVIRONMENT

Emulation of Leaf, Canopy and Atmosphere Radiative Transfer Models for Fast Global Sensitivity Analysis

(2016) Jochem Verrelst et al.   Remote Sensing

Efficient Emulation of Radiative Transfer Codes Using Gaussian Processes and Application to Land Surface Parameter Inferences

(2016) José Gómez-Dans et al.   Remote Sensing

Spectranomics: Emerging science and conservation opportunities at the interface of biodiversity and remote sensing

(2016) Gregory P. Asner et al.   Global Ecology and Conservation

Addressing the ability of a land biosphere model to predict key biophysical vegetation characterisation parameters with Global Sensitivity Analysis

(2015) Gareth Ireland et al.   ENVIRONMENTAL MODELLING & SOFTWARE

Sun-induced fluorescence - a new probe of photosynthesis: First maps from the imaging spectrometer HyPlant

(2015) U. Rascher et al.   GLOBAL CHANGE BIOLOGY

Optical remote sensing and the retrieval of terrestrial vegetation bio-geophysical properties – A review

(2015) Jochem Verrelst et al.   ISPRS JOURNAL OF PHOTOGRAMMETRY AND REMOTE SENSING

Deep learning

(2015) Yann LeCun et al.   NATURE

Deep learning in neural networks: An overview

(2015) Jürgen Schmidhuber   NEURAL NETWORKS

Multi-temporal, multi-sensor retrieval of terrestrial vegetation properties from spectral–directional radiometric data

(2015) Alijafar Mousivand et al.   REMOTE SENSING OF ENVIRONMENT

Global sensitivity analysis of the SCOPE model: What drives simulated canopy-leaving sun-induced fluorescence?

(2015) Jochem Verrelst et al.   REMOTE SENSING OF ENVIRONMENT

An evaluation of SCOPE: A tool to simulate the directional anisotropy of satellite-measured surface temperatures

(2015) C. Duffour et al.   REMOTE SENSING OF ENVIRONMENT

Retrieval of sun-induced fluorescence using advanced spectral fitting methods

(2015) S. Cogliati et al.   REMOTE SENSING OF ENVIRONMENT

Far-red sun-induced chlorophyll fluorescence shows ecosystem-specific relationships to gross primary production: An assessment based on observational and modeling approaches

(2015) A. Damm et al.   REMOTE SENSING OF ENVIRONMENT

An Emulator Toolbox to Approximate Radiative Transfer Models with Statistical Learning

(2015) Juan Rivera et al.   Remote Sensing

A Multi-Temporal and Multi-Spectral Method to Estimate Aerosol Optical Thickness over Land, for the Atmospheric Correction of FormoSat-2, LandSat, VENμS and Sentinel-2 Images

(2015) Olivier Hagolle et al.   Remote Sensing

Estimation of vegetation photosynthetic capacity from space-based measurements of chlorophyll fluorescence for terrestrial biosphere models

(2014) Yongguang Zhang et al.   GLOBAL CHANGE BIOLOGY

Toward a Semiautomatic Machine Learning Retrieval of Biophysical Parameters

(2014) Juan Pablo Rivera Caicedo et al.   IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing

Correction of ozone influence on TOA radiance

(2014) Rudolf Richter et al.   INTERNATIONAL JOURNAL OF REMOTE SENSING

A Review of Imaging Techniques for Plant Phenotyping

(2014) Lei Li et al.   SENSORS

On the Semi-Automatic Retrieval of Biophysical Parameters Based on Spectral Index Optimization

(2014) Juan Rivera et al.   Remote Sensing

Models of fluorescence and photosynthesis for interpreting measurements of solar-induced chlorophyll fluorescence

(2014) C. van der Tol et al.   Journal of Geophysical Research-Biogeosciences

Retrieval of Biophysical Parameters With Heteroscedastic Gaussian Processes

(2013) Miguel Lazaro-Gredilla et al.   IEEE Geoscience and Remote Sensing Letters

Gaussian processes uncertainty estimates in experimental Sentinel-2 LAI and leaf chlorophyll content retrieval

(2013) Jochem Verrelst et al.   ISPRS JOURNAL OF PHOTOGRAMMETRY AND REMOTE SENSING

A general framework for Dynamic Emulation Modelling in environmental problems

(2012) A. Castelletti et al.   ENVIRONMENTAL MODELLING & SOFTWARE

Mapping Vegetation Density in a Heterogeneous River Floodplain Ecosystem Using Pointable CHRIS/PROBA Data

(2012) Jochem Verrelst et al.   Remote Sensing

Global sensitivity analysis of large-scale numerical landslide models based on Gaussian-Process meta-modeling

(2011) Jeremy Rohmer et al.   COMPUTERS & GEOSCIENCES

Sobol’ sensitivity analysis of a complex environmental model

(2011) Jiri Nossent et al.   ENVIRONMENTAL MODELLING & SOFTWARE

A comparison of eight metamodeling techniques for the simulation of N2O fluxes and N leaching from corn crops

(2011) Nathalie Villa-Vialaneix et al.   ENVIRONMENTAL MODELLING & SOFTWARE

Surrogate models to compute optimal air quality planning policies at a regional scale

(2011) Claudio Carnevale et al.   ENVIRONMENTAL MODELLING & SOFTWARE

Numerical assessment of metamodelling strategies in computationally intensive optimization

(2011) Saman Razavi et al.   ENVIRONMENTAL MODELLING & SOFTWARE

Machine learning regression algorithms for biophysical parameter retrieval: Opportunities for Sentinel-2 and -3

(2011) Jochem Verrelst et al.   REMOTE SENSING OF ENVIRONMENT

High resolution field spectroscopy measurements for estimating gross ecosystem production in a rice field

(2010) Micol Rossini et al.   AGRICULTURAL AND FOREST METEOROLOGY

A Field Platform for Continuous Measurement of Canopy Fluorescence

(2010) Fabrice Daumard et al.   IEEE TRANSACTIONS ON GEOSCIENCE AND REMOTE SENSING

A global Bayesian sensitivity analysis of the 1d SimSphere soil–vegetation–atmospheric transfer (SVAT) model using Gaussian model emulation

(2009) G. Petropoulos et al.   ECOLOGICAL MODELLING

Bayesian emulation of complex multi-output and dynamic computer models

(2009) Stefano Conti et al.   JOURNAL OF STATISTICAL PLANNING AND INFERENCE

Earth system science related imaging spectroscopy—An assessment

(2009) Michael E. Schaepman et al.   REMOTE SENSING OF ENVIRONMENT

PROSPECT+SAIL models: A review of use for vegetation characterization

(2009) Stéphane Jacquemoud et al.   REMOTE SENSING OF ENVIRONMENT

FluorMODleaf: A new leaf fluorescence emission model based on the PROSPECT model

(2009) R. Pedrós et al.   REMOTE SENSING OF ENVIRONMENT

PROSPECT-4 and 5: Advances in the leaf optical properties model separating photosynthetic pigments

(2008) Jean-Baptiste Feret et al.   REMOTE SENSING OF ENVIRONMENT