We propose a shortest trajectory planning algorithm imple-mentation for Unmanned Aerial Vehicles (UAVs) on an em-bedded GPU. Our goal is the development of a fast, energy-efficient global planner for multi-rotor UAVs supporting hu-man operator during rescue missions. The work is based on OpenCL parallel non-deterministic version of the Dijkstra algorithm to solve the Single Source Shortest Path (SSSP). Our planner is suitable for real-Time path re-computation in dynamically varying environments of up to 200 m2. Results demonstrate the effcacy of the ap-proach, showing speedups of up to 74x, saving up to 98% of energy versus the sequential benchmark, while reaching near-optimal path selection, keeping the average path cost error smaller than 1.2%.
Palossi, D., Furci, M., Naldi, R., Marongiu, A., Marconi, L., Benini, L. (2016). An energy-efficient parallel algorithm for real-Time near-optimal UAV path planning. Association for Computing Machinery, Inc [10.1145/2903150.2911712].
An energy-efficient parallel algorithm for real-Time near-optimal UAV path planning
PALOSSI, DANIELE;FURCI, MICHELE;NALDI, ROBERTO;MARONGIU, ANDREA;MARCONI, LORENZO;BENINI, LUCA
2016
Abstract
We propose a shortest trajectory planning algorithm imple-mentation for Unmanned Aerial Vehicles (UAVs) on an em-bedded GPU. Our goal is the development of a fast, energy-efficient global planner for multi-rotor UAVs supporting hu-man operator during rescue missions. The work is based on OpenCL parallel non-deterministic version of the Dijkstra algorithm to solve the Single Source Shortest Path (SSSP). Our planner is suitable for real-Time path re-computation in dynamically varying environments of up to 200 m2. Results demonstrate the effcacy of the ap-proach, showing speedups of up to 74x, saving up to 98% of energy versus the sequential benchmark, while reaching near-optimal path selection, keeping the average path cost error smaller than 1.2%.File | Dimensione | Formato | |
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