Unified Robust Path Planning and Optimal Trajectory Generation for Efficient 3D Area Coverage of Quadrotor UAVs

被引:2
|
作者
Rekabi-Bana, Fatemeh [1 ]
Hu, Junyan [1 ]
Krajnik, Tomas [2 ]
Arvin, Farshad [1 ]
机构
[1] Univ Durham, Dept Comp Sci, Swarmand Computat Intelligence Lab SwaCIL, Durham DH1 3LE, England
[2] Czech Tech Univ, Artificial Intelligence Ctr, Prague 16636, Czech Republic
基金
欧盟地平线“2020”;
关键词
Area coverage; path planning; probabilistic road map; robust control; optimal trajectory; unmanned aerial vehicles; ALGORITHM;
D O I
10.1109/TITS.2023.3320049
中图分类号
TU [建筑科学];
学科分类号
0813 ;
摘要
Area coverage is an important problem in robotics applications, which has been widely used in search and rescue, offshore industrial inspection, and smart agriculture. This paper demonstrates a novel unified robust path planning, optimal trajectory generation, and control architecture for a quadrotor coverage mission. To achieve safe navigation in uncertain working environments containing obstacles, the proposed algorithm applies a modified probabilistic roadmap to generating a connected search graph considering the risk of collision with the obstacles. Furthermore, a recursive node and link generation scheme determines a more efficient search graph without extra complexity to reduce the computational burden during the planning procedure. An optimal three-dimensional trajectory generation is then suggested to connect the optimal discrete path generated by the planning algorithm, and the robust control policy is designed based on the cascade NLH infinity framework. The integrated framework is capable of compensating for the effects of uncertainties and disturbances while accomplishing the area coverage mission. The feasibility, robustness and performance of the proposed framework are evaluated through Monte Carlo simulations, PX4 Software-In-the-Loop test facility, and real world experiments.
引用
收藏
页码:2492 / 2507
页数:16
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