Publicaciones (207) Publicaciones de JOCHEM VERRELST - Ver datos de investigación referenciados.

2024

  1. Crop type discrimination using Geo-Stat Endmember extraction and machine learning algorithms

    Advances in Space Research, Vol. 73, Núm. 2, pp. 1331-1348

  2. Estimating Mangrove Leaf Area Index from Sentinel-2 Imagery Using Inform Radiative Transfer Model

    International Geoscience and Remote Sensing Symposium (IGARSS)

  3. Estimating rainfed groundnut’s leaf area index using Sentinel-2 based on Machine Learning Regression Algorithms and Empirical Models

    Precision Agriculture, Vol. 25, Núm. 3, pp. 1404-1428

  4. Estimation of wheat biophysical variables through UAV hyperspectral remote sensing using machine learning and radiative transfer models

    Computers and Electronics in Agriculture, Vol. 221

  5. Evaluating epistemic uncertainty estimation strategies in vegetation trait retrieval using hybrid models and imaging spectroscopy data

    Remote Sensing of Environment, Vol. 310

  6. Gaussian Process Regression Hybrid Models for the Top-of-Atmosphere Retrieval of Vegetation Traits Applied to PRISMA and EnMAP Imagery

    Remote Sensing, Vol. 16, Núm. 7

  7. How global sensitive is the AquaCrop model to input parameters? A case study of silage maize yield on a regional scale

    Frontiers in Agronomy, Vol. 6

  8. In-season forecasting of within-field grain yield from Sentinel-2 time series data

    International Journal of Applied Earth Observation and Geoinformation, Vol. 126

  9. Inferring global terrestrial carbon fluxes from the synergy of Sentinel 3 & 5P with Gaussian process hybrid models

    Remote Sensing of Environment, Vol. 305

  10. Mapping mangrove functional traits from Sentinel-2 imagery based on hybrid models coupled with active learning strategies

    International Journal of Applied Earth Observation and Geoinformation, Vol. 130

  11. Monitoring Biophysical Variables (FVC, LAI, LCab, and CWC) and Cropland Dynamics at Field Scale Using Sentinel-2 Time Series

    Remote Sensing, Vol. 16, Núm. 13

  12. Monitoring cropland LAI using Gaussian Process Regression and sentinel–2 surface reflectance data in Google Earth Engine

    International Journal of Remote Sensing, Vol. 45, Núm. 15, pp. 5008-5027

  13. Monitoring mangrove traits through optical Earth observation: Towards spatio-temporal scalability using cloud-based Sentinel-2 continuous time series

    ISPRS Journal of Photogrammetry and Remote Sensing, Vol. 214, pp. 135-152

  14. Monitoring of Plant Ecological Units Cover Dynamics in a Semiarid Landscape from Past to Future Using Multi-Layer Perceptron and Markov Chain Model

    Remote Sensing, Vol. 16, Núm. 9

  15. Multi-decadal temporal reconstruction of Sentinel-3 OLCI-based vegetation products with multi-output Gaussian process regression

    Ecological Informatics, Vol. 83

  16. Multioutput Feature Selection for Emulation and Sensitivity Analysis

    IEEE Transactions on Geoscience and Remote Sensing, Vol. 62, pp. 1-11

  17. Plant Disease Diagnosis Based on Hyperspectral Sensing: Comparative Analysis of Parametric Spectral Vegetation Indices and Nonparametric Gaussian Process Classification Approaches

    Agronomy, Vol. 14, Núm. 3

  18. Reviews and syntheses: Remotely sensed optical time series for monitoring vegetation productivity

    Biogeosciences, Vol. 21, Núm. 2, pp. 473-511

  19. Trends in Satellite Time Series Processing for Vegetation Phenology Monitoring

    Multitemporal Earth Observation Image Analysis: Remote Sensing Image Sequences (wiley), pp. 151-183

2023

  1. A Spatial and Temporal Correlation between Remotely Sensing Evapotranspiration with Land Use and Land Cover

    Water (Switzerland), Vol. 15, Núm. 6