5 citations · 7 across the 3 of their papers we have counts for
3 papers
Optimal Planning and Machine Learning for Responsive Tracking and Enhanced Forecasting of Wildfires using a Spacecraft Constellation
Sreeja Roy-Singh, Vinay Ravindra, Richard Levinson +8
We propose a novel concept of operations using optimal planning methods and machine learning (ML) to collect spaceborne data that is unprecedented for monitoring wildfires, process…
Data Likelihood of Active Fires Satellite Detection and Applications to Ignition Estimation and Data Assimilation
James Haley, Angel Farguell Caus, Adam K. Kochanski +2
Data likelihood of fire detection is the probability of the observed detection outcome given the state of the fire spread model. We derive fire detection likelihood of satellite da…
Assimilation of fire perimeters and satellite detections by minimization of the residual in a fire spread model
Àngel Farguell Caus, James Haley, Adam K. Kochanski +2
Assimilation of data into a fire-spread model is formulated as an optimization problem. The level set equation, which relates the fire arrival time and the rate of spread, is allow…