2 papers
cs.LG2026
Physics-guided spatiotemporal neural models for fuel density prediction
Tolga Caglar, Jaynil Jaiswal, Saqib Azim +3
This paper presents a physics-guided machine learning (PGML) framework for fuel density prediction, integrating physics constraints and domain knowledge into deep learning models t…
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…