在DoS攻击下的非线性不确定多代理系统的自适应最佳共识控制
IEEE transactions on cybernetics
|August 28, 2025
概括
本研究引入了面临领导不确定性和拒绝服务 (DoS) 攻击的非线性多代理系统 (MAS) 的新型自适应观察和控制方案,确保稳定的共识跟踪.
科学领域:
- 控制系统工程
- 人工智能
- 网络安全
背景情况:
- 非线性多代理系统 (MAS) 面临领导者不确定性和间歇性拒绝服务 (DoS) 攻击的挑战.
- 由于未知非线性和沟通中断, 难以估计领导者的动态.
研究的目的:
- 在DoS攻击下的不确定的MAS中制定强有力的领导和追随者共识控制策略.
- 在复杂的MAS环境中克服传统识别网络的局限性.
主要方法:
- 一个基于学习的自适应分布式观察者被设计成估计领导者未知的动态.
- 提出了一种单一关键的最佳共识跟踪控制方案,消除了识别网络的需要.
主要成果:
- 尽管有间歇性的DoS攻击和系统不确定性,但拟议的观察员有效地估计了领导者动态.
- 控制方案保证了所有系统信号的统一终极界限 (UUB).
- 在不确定的MAS中取得了成功的共识跟踪.
结论:
- 开发的方法提供了一个可靠的解决方案,用于在不利条件下在MAS中进行最佳控制.
- 这种方法提高了面临网络攻击和不确定性的分布式系统的可靠性和性能.
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