4.5 Article

Co-Evolutionary Algorithm-Based Multi-Unmanned Aerial Vehicle Cooperative Path Planning

期刊

DRONES
卷 7, 期 10, 页码 -

出版社

MDPI
DOI: 10.3390/drones7100606

关键词

path planning; multi-UAV cooperative path planning; co-evolution algorithm

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This paper proposes a cooperative path planning algorithm based on co-evolution optimization for multi-UAV tasks. By designing the cost function and information-sharing strategies, the algorithm effectively handles the combination path search between multiple UAVs. Experimental results demonstrate that the proposed algorithm can effectively cope with the multi-UAV cooperative path planning problem in complex environments.
Multi-UAV cooperative path planning is a key technology to carry out multi-UAV tasks, and its research has important practical significance. A multi-UAV cooperative path is a combination of single-UAV paths, so the idea of problem decomposition is effective to deal with multi-UAV cooperative path planning. With this analysis, a multi-UAV cooperative path planning algorithm based on co-evolution optimization was proposed in this paper. Firstly, by analyzing the meaning of multi-UAV cooperative flight, the optimization model of multi-UAV cooperative path planning was given. Secondly, we designed the cost function of multiple UAVs with the penalty function method to deal with multiple constraints and designed two information-sharing strategies to deal with the combination path search between multiple UAVs. The two information-sharing strategies were called the optimal individual selection strategy and the mixed selection strategy. The new cooperative path planning algorithm was presented by combining the above designation and co-evolution algorithm. Finally, the proposed algorithm is applied to a rendezvous task in complex environments and compared with two evolutionary algorithms. The experimental results show that the proposed algorithm can effectively cope with the multi-UAV cooperative path planning problem in complex environments.

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