Understanding Active Fire Detection Uncertainty with Bayesian Neural Networks
Harvie, Julia E.; Zammit, Karlee E.; Engle, Brittany T.; Oliver, Jacqueline A.; Johnston, Lynn M.; Cantin, Alan S.; Crowley, Morgan A.;
Understanding Active Fire Detection Uncertainty with Bayesian Neural Networks
This chapter covers active fire detection using Bayesian Neural Networks (BNN), quantifying prediction uncertainty in wildfire mapping from satellite-derived thermal and reflectance data. It presents two case studies and a framework for uncertainty-aware ecological monitoring. Part of the EarthRISE Applied Artificial Intelligence and Deep Learning Book, Chapter 6: Ecological Process Simulation.