TY - GEN
T1 - Collision-free trajectory generation for UAVs using Markov decision process
AU - Yu, Xiang
AU - Zhou, Xiaobin
AU - Zhang, Youmin
N1 - Publisher Copyright:
© 2017 IEEE.
PY - 2017/7/25
Y1 - 2017/7/25
N2 - A collision-free trajectory generation method capable of re-planning the trajectories of an unmanned aerial vehicle (UaV) can increase flight safety and decrease the possibility of mission failure. For this purpose, a Markov decision process (MDP) based algorithm combined with backtracking method, is presented to create a safe trajectory in the case of obstacles. Subsequently, a differential flatness method is adopted to smooth the profile of the rerouted trajectory for satisfying the UAV physical constraints. Simulation results demonstrate that the UAV with the proposed strategy can avoid obstacles and track moving targets in a hostile environment.
AB - A collision-free trajectory generation method capable of re-planning the trajectories of an unmanned aerial vehicle (UaV) can increase flight safety and decrease the possibility of mission failure. For this purpose, a Markov decision process (MDP) based algorithm combined with backtracking method, is presented to create a safe trajectory in the case of obstacles. Subsequently, a differential flatness method is adopted to smooth the profile of the rerouted trajectory for satisfying the UAV physical constraints. Simulation results demonstrate that the UAV with the proposed strategy can avoid obstacles and track moving targets in a hostile environment.
KW - Markov decision process
KW - Sense and avoid
KW - UAV
KW - differential flatness
KW - moving targets tracking
UR - https://www.scopus.com/pages/publications/85034047259
U2 - 10.1109/ICUAS.2017.7991332
DO - 10.1109/ICUAS.2017.7991332
M3 - 会议稿件
AN - SCOPUS:85034047259
T3 - 2017 International Conference on Unmanned Aircraft Systems, ICUAS 2017
SP - 56
EP - 61
BT - 2017 International Conference on Unmanned Aircraft Systems, ICUAS 2017
PB - Institute of Electrical and Electronics Engineers Inc.
T2 - 2017 International Conference on Unmanned Aircraft Systems, ICUAS 2017
Y2 - 13 June 2017 through 16 June 2017
ER -