在NNCS中通信安全和稳定:现实的DoS攻击模型和ISTA监督的自适应事件触发控制器设计
IEEE transactions on cybernetics
|March 3, 2025
概括
这项研究增强了非线性网络控制系统 (NNCS) 对拒绝服务 (DoS) 攻击的稳定性,使用自适应事件触发控制器 (AETC) 和数据压缩,在自动驾驶车辆模型上验证.
科学领域:
- 控制工程 控制工程 控制工程
- 网络安全 网络安全
- 网络化系统 网络化系统
背景情况:
- 非线性网络控制系统 (NNCS) 由于拒绝服务 (DoS) 攻击而面临稳定性挑战.
- 有限制的通信资源加剧了受到攻击的NNCS的脆弱性.
- 现实的DoS攻击建模对于开发强大的控制策略至关重要.
研究的目的:
- 开发一个NNCS的弹性控制策略,以防DoS攻击在有限的通信带宽下.
- 为了确保NNCS的非对称稳定性,尽管有网络攻击.
- 节约通信资源,同时保持系统性能.
主要方法:
- 使用NSL-KDD数据集建立了一个实用的DoS攻击模型.
- 引入了一种代收缩值算法 (ISTA),用于自适应事件触发控制 (AETC).
- 开发了一个增强的数据压缩机制和一个不对称的Lyapunov-Krasovskii函数 (LKF) 用于稳定性分析.
主要成果:
- 拟议的AETC有效地调整了系统参数,节约了通信资源.
- 增强的数据压缩减轻了DoS攻击对通信服务器的影响.
- 使用LKF严格验证了NNCS的异位稳定性.
结论:
- 拟议的AETC在DoS攻击下保持NNCS稳定性方面表现出有效性.
- AETC,数据压缩和LKF的综合方法为安全的NNCS提供了强大的解决方案.
- 自动驾驶车辆模型的实证验证证了开发的控制策略的实际适用性.
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