2018 · 19 citations · 11 references
EngineeringAutonomous SystemsSystems EngineeringAerial RoboticsFire ManagementPath PlanningFire DynamicsFire ModelingFire PreventionFire SafetyFire SimulationWildfire ManagementAerial Fire SuppressionAwarenessFire Crew ManagementFire Management Decision-makingFire Safety PlanningInvasive SpeciesUnmanned Aerial Vehicle SensingWildfire Risk
Prescribed fires can lessen wildfire severity and control invasive species, but they can also be risky and costly. Unmanned aerial systems can reduce those drawbacks by, for example, dropping ignition spheres to ignite the most hazardous areas. Existing systems, however, lack awareness of the fire vectors to operate autonomously, safely, and efficiently. In this work we address that limitation, introducing an approach that integrates a lightweight fire simulator and a planner for trajectories and ignition sphere drop waypoints. Both components are unique in that they are amenable to input from the system's sensors and the fire crew to increase fire awareness. We conducted a preliminary study that confirms that such inputs improve the accuracy of the fire simulation to counter the unpredictability of the target environment. The field study of the system showed that the fire-aware planner generated safe trajectories with effective ignitions leveraging the fire simulator predictions.
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Theory and evaluation of human robot interactions
Jean Scholtz · 2003 · 427 citations
Forest fire monitoring with multiple small UAVs
David W. Casbeer, Sai-Ming Li, Randal W. Beard et al. · 2005 · 341 citations
A Method for Ensemble Wildland Fire Simulation
Mark A. Finney, Isaac C. Grenfell, Charles W. McHugh et al. · Environmental Modeling & Assessment · 2010 · 219 citations