针对NMAS的反攻击安全模糊适应控制与交换型安全估计器
IEEE transactions on cybernetics
|October 27, 2025
概括
本研究介绍了面临拒绝服务 (DoS) 攻击和不可观察状态的非线性多代理系统 (NMAS) 的安全控制策略. 一个新的切换估计器确保了系统稳定性和共识跟踪,即使有间歇性数据.
科学领域:
- 控制系统工程 控制系统工程
- 人工智能的人工智能
- 网络安全 网络安全
背景情况:
- 非线性多代理系统 (NMAS) 容易受到拒绝服务 (DoS) 攻击.
- 无法观察到的系统状态使攻击期间的控制和监控变得复杂.
- 模糊逻辑系统 (FLS) 为模拟复杂的非线性动态提供了一个框架.
研究的目的:
- 开发一个安全的输出反控制策略,用于NMAS在DoS攻击下与不可观察状态.
- 设计一个切换类型的安全估计器,从有限的数据中重建系统状态.
- 确保系统稳定性和共识跟踪,尽管存在安全威胁.
主要方法:
- 模糊逻辑系统 (FLS) 用于模拟非线性动力学.
- 一种切换类型的安全估计器,用于从零星输出中重建状态.
- 平均停留时间 (ADT) 方法和控制设计的利亚普诺夫稳定性理论.
主要成果:
- 建议的安全控制策略在DoS攻击下保持系统稳定性.
- 共识跟踪错误甚至与未知状态和间歇数据相聚.
- 模拟实验验证了控制方案的有效性和可靠性.
结论:
- 开发的输出反安全控制策略有效地解决了在无可观察状态的NMAS中的DoS攻击.
- 切换估计器成功地重建了系统状态,从而实现了持续的监控和控制.
- 集成ADT和Lyapunov稳定性保证了强大的系统性能.
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