基于复杂网络动力学的无人机群弹性模型研究

IF 2.2 3区 工程技术 Q2 ENGINEERING, MULTIDISCIPLINARY Eksploatacja I Niezawodnosc-Maintenance and Reliability Pub Date : 2023-10-12 DOI:10.17531/ein/173125
Kunlun Wei, Tao Zhang, Chuanfu Zhang
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引用次数: 0

摘要

无人机群的弹性主要围绕着保证稳定、不间断的运行。恶意攻击可以通过群通信链路实现潜在威胁的不良影响。在这种情况下,SIS(易感→感染→易感)方法适用于描述无人机群内的信息传递。本文提出了一种增强的无人机群弹性模型,该模型将自动态、拓扑动态、信息传递动态和SIS等因素纳入复杂网络模型。本文提出的模型能够有效地捕捉网络拓扑的变化以及系统的动态。利用易受影响无人机的平均数量作为衡量蜂群弹性的指标。此外,还进行了无人机群成功执行监视任务的实验。该模型不仅支持任务规划,而且有利于改进无人机群的设计。
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Research on resilience model of UAV swarm based on complex network dynamics
The resilience of UAV swarms mainly revolves around ensuring stable and uninterrupted operations. Malicious attacks can implement the adverse impacts of potential threats through swarm communication links. In this context, the SIS (Susceptible → Infected → Susceptible) method is suitable for describing the information transmission within UAV swarms. An enhanced resilience model of the UAV swarm is proposed in this study, which incorporates the factors of self-dynamics, dynamics of topology, dynamics of information transmission, and SIS into the complex network model. The model proposed in this paper has the capability to effectively capture changes in the network topology as well as the dynamics of the system. The average number of susceptible drones is utilized as the metric to evaluate the resilience of the swarm. Furthermore, an experiment is conducted where a UAV swarm successfully carries out a surveillance mission. The proposed model not only enables the support of mission planning but also facilitates the design enhancements of UAV swarms.
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来源期刊
CiteScore
5.70
自引率
24.00%
发文量
55
审稿时长
3 months
期刊介绍: The quarterly Eksploatacja i Niezawodność – Maintenance and Reliability publishes articles containing original results of experimental research on the durabilty and reliability of technical objects. We also accept papers presenting theoretical analyses supported by physical interpretation of causes or ones that have been verified empirically. Eksploatacja i Niezawodność – Maintenance and Reliability also publishes articles on innovative modeling approaches and research methods regarding the durability and reliability of objects.
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