1 code implementation • 11 Feb 2021 • Nuno Cesar de Sa, Mitra Baratchi, Leon T. Hauser, Peter van Bodegom
We focused on synthetic Sentinel-2 (S2) data generated using the PROSAIL RTM and four commonly applied ML algorithms: Gaussian Processes (GPR), Random Forests (RFR), and Artificial Neural Networks (ANN) and Multi-task Neural Networks (MTN).
no code implementations • 11 Dec 2020 • Alvaro Moreno-Martinez, Gustau Camps-Valls, Jens Kattge, Nathaniel Robinson, Markus Reichstein, Peter van Bodegom, Koen Kramer, J. Hans C. Cornelissen, Peter Reich, Michael Bahn, Ulo Niinemets, Josep Peñuelas, Joseph Craine, Bruno E. L. Cerabolini, Vanessa Minden, Daniel C. Laughlin, Lawren Sack, Brady Allred, Christopher Baraloto, Chaeho Byun, Nadejda A. Soudzilovskaia, Steven W. Running
The processing chain exploits machine learning techniques along with optical remote sensing data (MODIS/Landsat) and climate data for gap filling and up-scaling of in-situ measured leaf traits.
Applications Applied Physics