群体行为
可靠性(半导体)
计算机科学
脆弱性(计算)
群体智能
系统工程
可靠性工程
实时计算
工程类
粒子群优化
人工智能
计算机安全
机器学习
功率(物理)
物理
量子力学
作者
Lizhi Wang,Xuejiao Zhao,Yuan Zhang,Xiaohong Wang,Tielin Ma,Xia Gao
标识
DOI:10.1016/j.cja.2020.02.026
摘要
With the development of Unmanned Aerial Vehicle (UAV) system autonomy, network communication technology and group intelligence theory, mission execution in the form of a UAV swarm will be an important realization of future applications. Traditional single-UAV mission reliability modeling methods have been unable to meet the requirements of UAV swarm mission reliability modeling. Therefore, the UAV swarm mission reliability modeling and evaluation method is proposed. First, aimed at the interdependence among the multiple layers, a multi-layer network model of a UAV swarm is established. At the same time, based on the system having the following characteristics—using a mission chain to complete the mission and applying the connectivity of the mission network—the mission network model of a UAV swarm is established. Second, vulnerability and connectivity are selected as two indicators to reflect the reliability of the mission, and aimed at random attack and deliberate attack, vulnerability and connectivity evaluation methods are proposed. Finally, the validity and accuracy of the constructed model are verified through simulations, and the model and selected indicators can meet the reliability requirements of the UAV swarm mission. In this way, this study provides quantitative reference for UAV-swarm-related decision-making work and supports the development of UAV-swarm-related work.
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