1 citations · 1 across the 3 of their papers we have counts for
5 papers
Non-Interfering Asymmetric AdamW Updates for Constrained Exploration of Equifinality in Hybrid Models
Ekaterina Gikalo, Zavud Baghirov, Christian Reimers +3
Hybrid models let neural networks supply the unresolved parameters of a process-based simulator, and are fitted to observations that constrain aggregate fluxes and storages but not…
Distributed Hydrological Modeling in the Feature Space
Mohamad Hakam Shams Eddin, Maria Luisa Taccari, Yikui Zhang +3
Accurate forecasting of river discharge and floods is very challenging. River dynamics are affected by storage, meteorological forcing, and flow propagation at different spatial an…
FLUXtrapolation: A benchmark on extrapolating ecosystem fluxes
Anya Fries, Jacob A Nelson, Martin Jung +2
We introduce FLUXtrapolation, a benchmark for extrapolating ecosystem fluxes under progressively harder distribution shifts. Ecosystem fluxes are central to understanding the carbo…
Diagnosing syndromes of biosphere-atmosphere-socioeconomic change
Wantong Li, Gregory Duveiller, Fabian Gans +9
It is increasingly recognized that the multiple and systemic impacts of Earth system change threaten the prosperity of society through altered land carbon dynamics, freshwater vari…
Atmospheric Transport Modeling of CO with Neural Networks
Vitus Benson, Ana Bastos, Christian Reimers +3
Accurately describing the distribution of CO in the atmosphere with atmospheric tracer transport models is essential for greenhouse gas monitoring and verification support syst…