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Heterogeneous Multi-UAV Mission Reallocation Based on Improved Consensus-Based Bundle Algorithm

投标 计算机科学 粒子群优化 数学优化 实时计算 算法 分布式计算 数学 业务 营销
作者
Wenhao Bi,J. F. Shen,Jiuli Zhou,An Zhang
出处
期刊:Drones [Multidisciplinary Digital Publishing Institute]
卷期号:8 (8): 345-345
标识
DOI:10.3390/drones8080345
摘要

In dynamic complex environments, it is inevitable for UAVs to be damaged due to their confrontational nature. The challenge to minimize the adverse effects of the damage and reallocate the mission is vital for achieving the operational goal. This paper proposes a distributed Multi-UAV mission reallocation method in the case of UAV damage based on the improved consensus-based bundle algorithm (CBBA). Firstly, a dynamic optimization model for Multi-UAV mission reallocation is established based on an improved resource update model. Secondly, a distributed damage inspection method based on the heartbeat hold mechanism is proposed for real-time monitoring of UAV conditions, which could enable the rapid response to UAV damage events. Furthermore, the CBBA is improved by introducing a timeliness parameter to adjust the bidding strategy and optimizing the mission selection strategy based on the time-order priority insertion principle to generate mission reallocation plans quickly. Through numerical examples, the results show that the proposed method can effectively reallocate Multi-UAV missions under damage events and has superior performance compared with original the CBBA, the particle swarm optimization (PSO) algorithm, and the performance impact (PI) algorithm. The proposed method has a faster solving speed, while the obtained solution has higher mission reallocation effectiveness.
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