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考虑网络攻击的混合多代理系统的异面共识
Dongwei Wang1,2, Ying Zhang3
1Logistics Engineering College, Shanghai Maritime University, Shanghai, 201306, China.
Scientific reports
|August 23, 2025
概括
这项研究介绍了一种新型的防卫架构,用于实现混合多代理系统的共识控制,尽管拜占庭的攻击. 拟议的模仿防御策略确保了系统稳定性和可靠的共识,
科学领域:
- 控制理论
- 网络系统
- 人工智能
背景情况:
- 在网络攻击下,混合多代理系统面临着达成共识的挑战.
- 拜占庭节点对系统的完整性和控制构成重大威胁.
- 现有的防御机制可能无法充分应对复杂的网络攻击场景.
研究的目的:
- 为应对网络攻击的混合多代理系统制定主动防御策略.
- 在拜占庭节点的存在下实现异常共识控制.
- 建立一个可靠的,稳定的多部门协调框架.
主要方法:
- 建立了基于模仿防御理论的深度动态异质冗余架构.
- 提出使用莱普诺夫异常稳定理论的混合多代理异常共识控制方法.
- 开发了一种混合的多因素逐步共识聚类审查策略.
主要成果:
- 通过拟议的集群审查策略,证明了达成非对称共识的充分和必要条件.
- 证明了该战略在确保系统稳定性和共识方面的有效性.
- 通过数值示例验证了理论发现.
结论:
- 拟议的模仿防御架构和共识策略有效地解决混合多代理系统中的主动防御和异常共识控制.
- 该方法提供了一个可靠的解决方案,以实现网络攻击的可靠协调.
- 这一战略可以扩展到对多个代理人的不同任务的比例共识.
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