跳到主要导航 跳到搜索 跳到主要内容

Mission-Oriented Heterogeneous UAV Swarm Capability Configuration Optimization Method

  • Beihang University

科研成果: 书/报告/会议事项章节 › 会议稿件 › 同行评审

摘要

With the development of artificial intelligence and unmanned aerial vehicle (UAV) technology, the application of UAV swarms in a variety of missions has become increasingly widespread.Focusing on how to fully leverage the potential of heterogeneous UAV swarms and achieve optimal resource allocation, an optimization method for the capability configuration of mission-oriented heterogeneous UAV swarms is proposed in this paper.The method is based on the "ENDS-MEANS-WAYS" analysis framework, which comprehensively considers the mission requirements, system of system resources, and organizational strategies of the swarm.Capability requirements and alternative configuration elements for the UAV swarm are established, and an association matrix between capabilities and missions, as well as between payloads and capabilities, is constructed.Considering cost-effectiveness, an optimization model targeting high capability, low cost, and high cost-effectiveness is established.The Particle Swarm Optimization algorithm is used to solve the model.Finally, The formulation process and results of the swarm configuration optimization plan are demonstrated using a fire rescue mission as an example.It shown that the proposed method provides scientific guidance for the configuration of UAV swarms under different mission requirements.It holds significant scientific and strategic value in promoting the development of UAV swarm systems.It enhances their execution efficiency and adaptability in complex mission environments.

源语言英语
主期刊名Proceedings of 2024 IEEE International Conference on Unmanned Systems, ICUS 2024
编辑Rong Song
出版商Institute of Electrical and Electronics Engineers Inc.
页1814-1821
页数8
ISBN(电子版)9798350384185
DOI
出版状态已出版 - 2024
活动2024 IEEE International Conference on Unmanned Systems, ICUS 2024 - Nanjing, 中国
期限: 18 10月 2024 → 20 10月 2024

丛书

姓名Proceedings of 2024 IEEE International Conference on Unmanned Systems, ICUS 2024

会议

会议2024 IEEE International Conference on Unmanned Systems, ICUS 2024
国家/地区中国
市Nanjing
时期18/10/24 → 20/10/24

学术指纹

探究 'Mission-Oriented Heterogeneous UAV Swarm Capability Configuration Optimization Method' 的科研主题。它们共同构成独一无二的学术指纹。

引用此