通过基于ESN的自适应动态编程,通过FDI攻击对多代理系统的分布式动态事件触发控制
IEEE transactions on cybernetics
|June 16, 2025
概括
本研究介绍了多代理系统的安全共识控制方案,有效地应对虚假数据注入攻击,使用自适应动态编程和事件触发的资源效率机制.
科学领域:
- 控制系统工程 控制系统工程
- 网络安全 网络安全
- 人工智能的人工智能
背景情况:
- 多代理系统容易受到虚假数据注入 (FDI) 攻击,从而损害了它们的安全运行.
- 现有的控制方案可能无法充分满足持续监测和控制的资源需求.
研究的目的:
- 为多代理系统开发安全的共识控制方案,使其能够抵御外国直接投资的攻击.
- 通过动态事件触发机制来提高网络资源效率.
- 为了确保闭环稳定性,并避免Zeno行为在拟议的控制系统.
主要方法:
- 适应式滑动模式观察器用于FDI攻击估计和补偿.
- 安全共识控制问题被重新定义为最佳控制问题.
- 一个动态事件触发机制集成到最佳控制规律设计中.
- 一个回声状态网络,利用双重启发式编程和单个批评神经网络,接近最佳事件触发控制 (ETC) 策略.
- 经验重播机制用于神经网络重量更新,消除激发条件的持久性.
主要成果:
- 拟议的方案有效地补偿了多代理系统中的虚假数据注入攻击.
- 动态事件触发机制大大节省了网络资源.
- 使用回声状态网络和体验重复提供了一种有效的方法来接近最佳ETC政策.
- 闭环稳定性和Zeno行为回避通过理论分析和模拟来证明.
结论:
- 基于自适应动态编程的安全共识控制方案为面临FDI攻击的多代理系统提供了强大的解决方案.
- 事件触发控制的集成通过优化网络资源利用来提高实际应用性.
- 开发的方法确保了系统的稳定性和可靠的性能在敌对环境中.
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