Robust Parafoil Terminal Guidance Using Massively Parallel Processing
نویسندگان
چکیده
Terminal guidance of autonomous parafoils is a difficult problem in which wind uncertainty and system underactuation are major challenges. Existing strategies almost exclusively use impact error as the criterion for optimality. Practical airdrop systems, however,must also includeother criteria thatmaybe evenmore important than impact error for somemissions, such as ground speed at impact or constraints imposedbydrop zoneswith restrictions on flight patterns. Furthermore, existing guidance schemes determine terminal trajectories using deterministic wind information and may result in a solution that works in ideal wind but may be sensitive to variations. The work described here develops a guidance strategy that uses massively parallel Monte Carlo simulation performed on a graphics processingunit to rank candidate trajectories in terms of robustness towinduncertainty.The result is robust guidance, as opposed to optimal guidance. Through simulation results, the proposed path planning scheme proves more robust in realistic dynamic wind environments compared with previous optimal trajectory planners that assume perfect knowledge of a constant wind.
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