用基于协议的欺骗攻击和测量量量化对非线性马尔科夫系统进行分散估计
IEEE transactions on cybernetics
|March 4, 2025
概括
这项研究设计了一个间隔类型-2模糊马尔科夫跳跃系统的异步估计器,该系统面临动态定量化和欺骗攻击. 该研究引入了新的攻击策略,并使用利亚普诺夫稳定理论确保了系统性能.
科学领域:
- 控制系统工程 控制系统工程
- 模糊逻辑系统 模糊逻辑系统
- 随机系统 随机系统 随机系统
背景情况:
- 间隔类型-2 (IT2) 模糊系统对于模拟不确定性至关重要.
- 马尔科夫跳跃系统 (MJS) 描述了突然变化的系统.
- 量化和欺骗攻击对系统估计构成重大挑战.
研究的目的:
- 在动态量化和欺骗攻击下设计IT2模糊MJS的异步估计器.
- 开发一种基于协议的新型欺骗攻击策略.
- 为了确保严格消耗性表现的估计错误.
主要方法:
- 使用隐藏的马尔科夫模型 (HMM) 进行系统模式观测.
- 应用利亚普诺夫稳定理论和线性矩阵不等式 (LMI) 方法.
- 为不同的传感器设计独立的攻击策略,以节省对手的能量.
主要成果:
- 导出足够的条件以保证严格分散的估计错误的性能.
- 提出了一种新的欺骗攻击策略,利用量化输出信息.
- 设计的估计器的有效性和拟议的攻击战术的优势通过示例得到证实.
结论:
- 拟议的异步估计器在动态量化和欺骗攻击下有效处理IT2模糊的MJS.
- 这种新型的攻击策略表明了利用系统漏洞的复杂方法.
- 该研究为分析和保护复杂的动态系统提供了一个强大的框架.
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