Communication Security and Stability in NNCSs: Realistic DoS Attacks Model and ISTA-Supervised Adaptive Event-Triggered Controller Design

被引:1
作者
Cai, Xiao [1 ,2 ,3 ,4 ]
Sun, Yanbin [1 ,2 ,5 ]
Shi, Kaibo [6 ]
Yan, Huaicheng [7 ]
Wen, Shiping [8 ]
Cheng, Qiao [1 ,2 ,5 ]
Tian, Zhihong [1 ,2 ,5 ]
机构
[1] Guangzhou Univ, Cyberspace Inst Adv Technol, Guangzhou 511370, Peoples R China
[2] Guangzhou Univ, Huangpu Res Sch, Guangzhou 511370, Peoples R China
[3] Guangdong Key Lab Ind Control Syst Secur, Guangzhou 511370, Peoples R China
[4] Lion Rock Labs Cyberspace Secur, Hong Kong, Peoples R China
[5] Guangdong Key Lab Ind Control Syst Secur, Guangzhou, Peoples R China
[6] Chengdu Univ, Sch Informat Sci & Engn, Chengdu 610106, Sichuan, Peoples R China
[7] East China Univ Sci & Technol, Sch Informat Sci & Engn, Shanghai 200237, Peoples R China
[8] Univ Technol Sydney, Australian AI Inst, Fac Engn & Informat Technol, Ultimo, NSW 2007, Australia
基金
中国博士后科学基金; 中国国家自然科学基金;
关键词
Security; Artificial neural networks; Denial-of-service attack; Event detection; NSL-KDD; Asymptotic stability; Sun; Cyberspace; Symmetric matrices; Stability criteria; Adaptive event-triggered control; autonomous vehicle (AV); denial-of-service (DoS) attack; Lyapunov-Krasovskii function (LKF); networked control system (NCS); NETWORKED CONTROL-SYSTEMS;
D O I
10.1109/TCYB.2024.3494774
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
This article addresses the challenge of achieving asymptotic stability in nonlinear networked control systems (NNCSs) amid denial-of-service (DoS) attacks, particularly under constrained communication resources. We begin by establishing a practical DoS attack model using the NSL-KDD dataset, which provides a realistic depiction of DoS attack dynamics based on real-world data. We then introduce the iterative shrinkage-thresholding algorithm (ISTA) to supervise the adaptive event-triggered controller (AETC), ensuring that system parameters are adjusted effectively while conserving communication resources. We develop an enhanced data compression mechanism to further mitigate the impact of DoS attacks on communication servers. Additionally, we construct an asymmetric Lyapunov-Krasovskii function (LKF) to rigorously verify the asymptotic stability of NNCSs. Finally, we empirically validate the effectiveness of our proposed AETC using an autonomous vehicle (AV) model.
引用
收藏
页码:615 / 624
页数:10
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