466 citations
- University of SaskatchewanCA2 papers
- Bolin Centre for Climate ResearchSE1 paper
- Columbia UniversityUS1 paper
- Czech University of Life Sciences PragueCZ1 paper
- Hellenic Air ForceGR1 paper
- Johns Hopkins UniversityUS1 paper
- King Abdullah University of Science and TechnologySA1 paper
- Lawrence Berkeley National LaboratoryUS1 paper
- Los Alamos National LaboratoryUS1 paper
- Massachusetts Institute of TechnologyUS1 paper
- National Technical University of AthensGR1 paper
- New York UniversityUS1 paper
2 papers
cs.LG2023★ 466 cited
Differentiable modeling to unify machine learning and physical models and advance Geosciences
Chaopeng Shen, Alison P. Appling, Pierre Gentine +27
Process-Based Modeling (PBM) and Machine Learning (ML) are often perceived as distinct paradigms in the geosciences. Here we present differentiable geoscientific modeling as a powe…
stat.AP2020★ 42 cited
Global-scale massive feature extraction from monthly hydroclimatic time series: Statistical characterizations, spatial patterns and hydrological similarity
Georgia Papacharalampous, Hristos Tyralis, Simon Michael Papalexiou +4
Hydroclimatic time series analysis focuses on a few feature types (e.g., autocorrelations, trends, extremes), which describe a small portion of the entire information content of th…