2 papers
cs.LG2024
Hierarchically Disentangled Recurrent Network for Factorizing System Dynamics of Multi-scale Systems: An application on Hydrological Systems
Rahul Ghosh, Arvind Renganathan, Zac McEachran +6
We present a framework for modeling multi-scale processes, and study its performance in the context of streamflow forecasting in hydrology. Specifically, we propose a novel hierarc…
cs.LG2023
Prescribed Fire Modeling using Knowledge-Guided Machine Learning for Land Management
Somya Sharma Chatterjee, Kelly Lindsay, Neel Chatterjee +6
In recent years, the increasing threat of devastating wildfires has underscored the need for effective prescribed fire management. Process-based computer simulations have tradition…