Data-driven modeling and adaptive event-triggered secure control for autonomous vehicles subject to sensor attacks
This paper is concerned with data-driven model identification and adaptive event-triggered secure control of autonomous vehicles subject to sensor attacks. Firstly, the lateral dynamical model of autonomous vehicles is identified from data by exploiting the dynamic mode decomposition (DMD) approach...
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| Vydáno v: | ISA transactions Ročník 167; číslo Pt B; s. 1169 |
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| Hlavní autoři: | , , , , |
| Médium: | Journal Article |
| Jazyk: | angličtina |
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United States
Elsevier Ltd
01.10.2025
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| ISSN: | 0019-0578, 1879-2022, 1879-2022 |
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| Abstract | This paper is concerned with data-driven model identification and adaptive event-triggered secure control of autonomous vehicles subject to sensor attacks. Firstly, the lateral dynamical model of autonomous vehicles is identified from data by exploiting the dynamic mode decomposition (DMD) approach and the sensor attacks are considered based on the established model. Then, an adaptive event-triggered scheme is well developed to balance the communication efficiency and control performance. Thus, the sliding-mode-like control scheme is utilized to counteract the sensor attacks. The stability analysis and stabilization design are derived using Lyapunov theory and linear matrix inequalities technique. There are three advantages of the proposed control scheme: a) DMD overcomes modeling difficulties, b) event-triggered threshold is adaptively regulated by the feedback measurement and c) the sensor attacks can be actively mitigated. At last, several comparison examples show the effectiveness of the proposed data-driven secure control scheme.
•Dynamic Mode Decomposition (DMD) is employed to construct a linear state-space model from data which overcomes the modeling difficulties for the lateral dynamics of autonomous vehicles with nonlinear linearities and uncertainties.•A sliding-mode-like control scheme is proposed to actively counteract malicious sensor attacks while ensuring lateral stability of autonomous vehicles.•A novel barrier-like adaptive event-triggered mechanism is exploited to trade-off communication efficiency and control performance by adjusting threshold dynamically. |
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| AbstractList | This paper is concerned with data-driven model identification and adaptive event-triggered secure control of autonomous vehicles subject to sensor attacks. Firstly, the lateral dynamical model of autonomous vehicles is identified from data by exploiting the dynamic mode decomposition (DMD) approach and the sensor attacks are considered based on the established model. Then, an adaptive event-triggered scheme is well developed to balance the communication efficiency and control performance. Thus, the sliding-mode-like control scheme is utilized to counteract the sensor attacks. The stability analysis and stabilization design are derived using Lyapunov theory and linear matrix inequalities technique. There are three advantages of the proposed control scheme: a) DMD overcomes modeling difficulties, b) event-triggered threshold is adaptively regulated by the feedback measurement and c) the sensor attacks can be actively mitigated. At last, several comparison examples show the effectiveness of the proposed data-driven secure control scheme.
•Dynamic Mode Decomposition (DMD) is employed to construct a linear state-space model from data which overcomes the modeling difficulties for the lateral dynamics of autonomous vehicles with nonlinear linearities and uncertainties.•A sliding-mode-like control scheme is proposed to actively counteract malicious sensor attacks while ensuring lateral stability of autonomous vehicles.•A novel barrier-like adaptive event-triggered mechanism is exploited to trade-off communication efficiency and control performance by adjusting threshold dynamically. This paper is concerned with data-driven model identification and adaptive event-triggered secure control of autonomous vehicles subject to sensor attacks. Firstly, the lateral dynamical model of autonomous vehicles is identified from data by exploiting the dynamic mode decomposition (DMD) approach and the sensor attacks are considered based on the established model. Then, an adaptive event-triggered scheme is well developed to balance the communication efficiency and control performance. Thus, the sliding-mode-like control scheme is utilized to counteract the sensor attacks. The stability analysis and stabilization design are derived using Lyapunov theory and linear matrix inequalities technique. There are three advantages of the proposed control scheme: a) DMD overcomes modeling difficulties, b) event-triggered threshold is adaptively regulated by the feedback measurement and c) the sensor attacks can be actively mitigated. At last, several comparison examples show the effectiveness of the proposed data-driven secure control scheme.This paper is concerned with data-driven model identification and adaptive event-triggered secure control of autonomous vehicles subject to sensor attacks. Firstly, the lateral dynamical model of autonomous vehicles is identified from data by exploiting the dynamic mode decomposition (DMD) approach and the sensor attacks are considered based on the established model. Then, an adaptive event-triggered scheme is well developed to balance the communication efficiency and control performance. Thus, the sliding-mode-like control scheme is utilized to counteract the sensor attacks. The stability analysis and stabilization design are derived using Lyapunov theory and linear matrix inequalities technique. There are three advantages of the proposed control scheme: a) DMD overcomes modeling difficulties, b) event-triggered threshold is adaptively regulated by the feedback measurement and c) the sensor attacks can be actively mitigated. At last, several comparison examples show the effectiveness of the proposed data-driven secure control scheme. This paper is concerned with data-driven model identification and adaptive event-triggered secure control of autonomous vehicles subject to sensor attacks. Firstly, the lateral dynamical model of autonomous vehicles is identified from data by exploiting the dynamic mode decomposition (DMD) approach and the sensor attacks are considered based on the established model. Then, an adaptive event-triggered scheme is well developed to balance the communication efficiency and control performance. Thus, the sliding-mode-like control scheme is utilized to counteract the sensor attacks. The stability analysis and stabilization design are derived using Lyapunov theory and linear matrix inequalities technique. There are three advantages of the proposed control scheme: a) DMD overcomes modeling difficulties, b) event-triggered threshold is adaptively regulated by the feedback measurement and c) the sensor attacks can be actively mitigated. At last, several comparison examples show the effectiveness of the proposed data-driven secure control scheme. |
| Author | Feng, Zongying Sun, Hong-Tao Xie, Xinyu Rong, Miao Peng, Chen |
| Author_xml | – sequence: 1 givenname: Hong-Tao orcidid: 0000-0002-8454-806X surname: Sun fullname: Sun, Hong-Tao email: huntsun@qfnu.edu.cn organization: College of Engineering, Qufu Normal University, Rizhao, China – sequence: 2 givenname: Xinyu surname: Xie fullname: Xie, Xinyu email: xinyxie@qfnu.edu.cn organization: College of Engineering, Qufu Normal University, Rizhao, China – sequence: 3 givenname: Miao surname: Rong fullname: Rong, Miao email: mrong707@shu.edu.cn organization: School of Mechatronic Engineering and Automation, Shanghai University, Shanghai, China – sequence: 4 givenname: Zongying orcidid: 0000-0002-1696-2808 surname: Feng fullname: Feng, Zongying email: zyfeng@qfnu.edu.cn organization: College of Engineering, Qufu Normal University, Rizhao, China – sequence: 5 givenname: Chen orcidid: 0000-0003-3652-2233 surname: Peng fullname: Peng, Chen email: c.peng@shu.edu.cn organization: School of Mechatronic Engineering and Automation, Shanghai University, Shanghai, China |
| BackLink | https://www.ncbi.nlm.nih.gov/pubmed/41062355$$D View this record in MEDLINE/PubMed |
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| Cites_doi | 10.20517/ir.2023.17 10.1109/TVT.2023.3250709 10.1016/j.jfranklin.2022.10.046 10.1016/j.apm.2022.10.014 10.1109/TCYB.2020.2979342 10.1109/TIV.2018.2804173 10.1109/TAC.2019.2959924 10.1016/j.conengprac.2014.09.015 10.1109/TCST.2016.2562607 10.1109/TCST.2020.3029713 10.1109/TAC.2017.2766759 10.1109/TAC.2020.3032085 10.1109/JIOT.2021.3101502 10.1109/TCST.2024.3378456 10.1016/j.jclepro.2020.120669 10.1109/TCYB.2024.3490656 10.1109/TIV.2023.3270266 10.1109/TNNLS.2020.3030638 10.1109/TPWRS.2022.3229651 10.1109/TAC.2023.3276909 10.1109/TAC.2023.3316160 10.1109/TSMC.2024.3352557 10.1109/TITS.2023.3280200 10.1109/TSMC.2016.2616544 10.1109/TMECH.2022.3203518 10.1016/j.automatica.2025.112120 10.1109/TAC.2014.2366855 10.1109/TCYB.2024.3404010 10.1109/TIFS.2023.3336078 10.1109/TAC.2023.3335002 10.3934/jcd.2014.1.391 10.1109/TIV.2023.3278697 10.1016/j.isatra.2022.02.020 10.1002/oca.2082 10.1109/TSMC.2023.3256970 10.1016/j.jfranklin.2018.04.001 10.1109/TSMC.2023.3279616 10.1109/TAC.2017.2652127 10.1137/15M1013857 |
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| Keywords | Sensor attacks Dynamic mode decomposition Autonomous vehicles Secure control Event-triggered scheme |
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| References | Wang, Feng (bib0110) 2023; 53 Kazemy, Lam, Zhang (bib0085) 2022; 33 Zhou, Yang, Cai, Wang, Chen, Ma (bib0200) 2023; 38 Sun, Peng, Zhang, Yang, Wang (bib0115) 2019; 356 Xie, Zong, Yang, Guo, Zhao (bib0180) 2024; 54 Jin, Haddad, Yucelen (bib0145) 2017; 62 Zhang, Yang, Li, Zhang, Li, Gu (bib0170) 2024; 54 Jiang, Astolfi (bib0035) 2018; 3 Girard (bib0105) 2015; 60 Sun, Niu, Chen (bib0190) 2014; 35 Sun, Peng (bib0165) 2023; 72 Hespanhol, Porter, Vasudevan, Aswani (bib0135) 2021; 66 Proctor, Brunton, Kutz (bib0065) 2016; 15 Sun, Chen, Zhang, Ge, Peng (bib0070) 2025; 55 Suo, Chai, Chai, Farhan, Xia, Liu (bib0120) 2024; 69 Yang, Lv (bib0150) 2022; 9 Chen, Song, Ma (bib0010) 2020; 256 Lee, Chung (bib0020) 2017; 25 Yang, Peng, Cao, Zhang (bib0160) 2025; 174 Guo, Zhao, Cao, Yi, Song (bib0080) 2023; 114 Ren, Jiang, Li, Sun, Ma (bib0075) 2023; 28 De Persis, Postoyan, Tesi (bib0055) 2024; 69 Yang, Gao, Feng, Su (bib0140) 2024; 19 Zhu, Tang, Qin, Huang, Hashemi (bib0005) 2023; 24 Tu, Rowley, Luchtenburg, Brunton, Kutz (bib0060) 2014; 1 Nortmann, Mylvaganam (bib0050) 2023; 68 Sun, Huang, Chen, Wang (bib0185) 2023; 3 Chen, Lv (bib0205) 2024; 32 Li, Yang, Zhao, Zhou, Quevedo (bib0125) 2023; 68 Liu, Ge, Han, Wang, Zhang (bib0030) 2023; 8 De Persis, Tesi (bib0045) 2020; 65 Sun, Peng, Ge, Chen (bib0025) 2024; 9 An, Yang (bib0130) 2018; 63 Lee, Chung (bib0015) 2021; 29 Ding, Wang, Han, Wei (bib0155) 2018; 48 Xia, Li, Song (bib0095) 2023; 53 Sun, Zhang, Peng (bib0195) 2023; 360 Ge, Chen (bib0090) 2024; 478 Wang, Fu, Ma, Yang (bib0040) 2015; 34 Wang, Zhang, Li, Ren (bib0100) 2022; 129 Yang, Li, Yue, Tian, Ding (bib0175) 2021; 51 Nortmann (10.1016/j.isatra.2025.09.036_bib0050) 2023; 68 Suo (10.1016/j.isatra.2025.09.036_bib0120) 2024; 69 Wang (10.1016/j.isatra.2025.09.036_bib0100) 2022; 129 Girard (10.1016/j.isatra.2025.09.036_bib0105) 2015; 60 Sun (10.1016/j.isatra.2025.09.036_bib0190) 2014; 35 Ren (10.1016/j.isatra.2025.09.036_bib0075) 2023; 28 Sun (10.1016/j.isatra.2025.09.036_bib0115) 2019; 356 Li (10.1016/j.isatra.2025.09.036_bib0125) 2023; 68 Tu (10.1016/j.isatra.2025.09.036_bib0060) 2014; 1 Xia (10.1016/j.isatra.2025.09.036_bib0095) 2023; 53 An (10.1016/j.isatra.2025.09.036_bib0130) 2018; 63 Zhang (10.1016/j.isatra.2025.09.036_bib0170) 2024; 54 Proctor (10.1016/j.isatra.2025.09.036_bib0065) 2016; 15 Liu (10.1016/j.isatra.2025.09.036_bib0030) 2023; 8 Jiang (10.1016/j.isatra.2025.09.036_bib0035) 2018; 3 Jin (10.1016/j.isatra.2025.09.036_bib0145) 2017; 62 Yang (10.1016/j.isatra.2025.09.036_bib0160) 2025; 174 Chen (10.1016/j.isatra.2025.09.036_bib0010) 2020; 256 Lee (10.1016/j.isatra.2025.09.036_bib0020) 2017; 25 Zhou (10.1016/j.isatra.2025.09.036_bib0200) 2023; 38 Hespanhol (10.1016/j.isatra.2025.09.036_bib0135) 2021; 66 Ge (10.1016/j.isatra.2025.09.036_bib0090) 2024; 478 Sun (10.1016/j.isatra.2025.09.036_bib0025) 2024; 9 Sun (10.1016/j.isatra.2025.09.036_bib0195) 2023; 360 Ding (10.1016/j.isatra.2025.09.036_bib0155) 2018; 48 Wang (10.1016/j.isatra.2025.09.036_bib0110) 2023; 53 Sun (10.1016/j.isatra.2025.09.036_bib0165) 2023; 72 Sun (10.1016/j.isatra.2025.09.036_bib0185) 2023; 3 Kazemy (10.1016/j.isatra.2025.09.036_bib0085) 2022; 33 Lee (10.1016/j.isatra.2025.09.036_bib0015) 2021; 29 Guo (10.1016/j.isatra.2025.09.036_bib0080) 2023; 114 Yang (10.1016/j.isatra.2025.09.036_bib0150) 2022; 9 Wang (10.1016/j.isatra.2025.09.036_bib0040) 2015; 34 De Persis (10.1016/j.isatra.2025.09.036_bib0055) 2024; 69 Yang (10.1016/j.isatra.2025.09.036_bib0140) 2024; 19 De Persis (10.1016/j.isatra.2025.09.036_bib0045) 2020; 65 Chen (10.1016/j.isatra.2025.09.036_bib0205) 2024; 32 Sun (10.1016/j.isatra.2025.09.036_bib0070) 2025; 55 Yang (10.1016/j.isatra.2025.09.036_bib0175) 2021; 51 Zhu (10.1016/j.isatra.2025.09.036_bib0005) 2023; 24 Xie (10.1016/j.isatra.2025.09.036_bib0180) 2024; 54 |
| References_xml | – volume: 68 start-page: 4888 year: 2023 end-page: 4895 ident: bib0050 article-title: Direct data-driven control of linear time-varying systems publication-title: IEEE Trans Autom Control – volume: 69 start-page: 2067 year: 2024 end-page: 2074 ident: bib0120 article-title: Attack detection and secure state estimation of collectively observable cyber-physical systems under false data injection attacks publication-title: IEEE Trans Autom Control – volume: 356 start-page: 10277 year: 2019 end-page: 10295 ident: bib0115 article-title: Security-based resilient event-triggered control of networked control systems under denial of service attacks publication-title: J Franklin Inst – volume: 38 start-page: 5257 year: 2023 end-page: 5266 ident: bib0200 article-title: Ambient data-driven online tracking of electromechanical modes using recursive subspace dynamic mode decomposition publication-title: IEEE Trans Power Syst – volume: 51 start-page: 2916 year: 2021 end-page: 2928 ident: bib0175 article-title: Distributed secure consensus control with event-triggering for multiagent systems under DoS attacks publication-title: IEEE Trans Cybern – volume: 3 start-page: 228 year: 2018 end-page: 237 ident: bib0035 article-title: Lateral control of an autonomous vehicle publication-title: IEEE Trans Intell Veh – volume: 129 start-page: 15 year: 2022 end-page: 27 ident: bib0100 article-title: Neural network-based adaptive event-triggered sliding mode control for singular systems with an adaptive event-triggering communication scheme publication-title: ISA Transactions – volume: 63 start-page: 2596 year: 2018 end-page: 2603 ident: bib0130 article-title: Secure state estimation against sparse sensor attacks with adaptive switching mechanism publication-title: IEEE Trans Autom Control – volume: 69 start-page: 3780 year: 2024 end-page: 3795 ident: bib0055 article-title: Event-triggered control from data publication-title: IEEE Trans Autom Control – volume: 54 start-page: 7681 year: 2024 end-page: 7690 ident: bib0170 article-title: Resilient output control of multiagent systems with DOS attacks and actuator faults: fully distributed event-triggered approach publication-title: IEEE Trans Cybern – volume: 256 year: 2020 ident: bib0010 article-title: A lateral control scheme of autonomous vehicles considering pavement sustainability publication-title: J Clean Prod – volume: 68 start-page: 4096 year: 2023 end-page: 4112 ident: bib0125 article-title: Deception attacks on remote estimation with disclosure and disruption resources publication-title: IEEE Trans Autom Control – volume: 24 start-page: 10382 year: 2023 end-page: 10399 ident: bib0005 article-title: A survey of lateral stability criterion and control application for autonomous vehicles publication-title: IEEE Trans Intell Transp Syst – volume: 360 start-page: 2307 year: 2023 end-page: 2325 ident: bib0195 article-title: Output-sensitive event-triggered path following control of autonomous ground vehicles under stochastic FDI attacks publication-title: J Franklin Inst – volume: 114 start-page: 423 year: 2023 end-page: 446 ident: bib0080 article-title: Koopman operator-based driver-vehicle dynamic model for shared control systems publication-title: Appl Math Model – volume: 28 start-page: 461 year: 2023 end-page: 472 ident: bib0075 article-title: Koopman-operator-based robust data-driven control for wheeled mobile robots publication-title: IEEE ASME Trans Mechatronics – volume: 19 start-page: 1525 year: 2024 end-page: 1534 ident: bib0140 article-title: Event-triggered impulsive control for complex networks under stochastic deception attacks publication-title: IEEE Trans Inf Forensics Secur – volume: 15 start-page: 142 year: 2016 end-page: 161 ident: bib0065 article-title: Dynamic mode decomposition with control publication-title: SIAM J Appl Dyn Syst – volume: 32 start-page: 1854 year: 2024 end-page: 1864 ident: bib0205 article-title: Incorporating ESO into deep Koopman operator modeling for control of autonomous vehicles publication-title: IEEE Trans Control Syst Technol – volume: 65 start-page: 909 year: 2020 end-page: 924 ident: bib0045 article-title: Formulas for data-driven control: stabilization, optimality, and robustness publication-title: IEEE Trans Autom Control – volume: 29 start-page: 2079 year: 2021 end-page: 2091 ident: bib0015 article-title: Autonomous-driving vehicle control with composite velocity profile planning publication-title: IEEE Trans Control Syst Technol – volume: 33 start-page: 952 year: 2022 end-page: 961 ident: bib0085 article-title: Event-triggered output feedback synchronization of master–slave neural networks under deception attacks publication-title: IEEE Trans Neural Netw Learn Syst – volume: 53 start-page: 4705 year: 2023 end-page: 4714 ident: bib0110 article-title: Dynamic event-triggered H publication-title: IEEE Trans Syst Man Cybern Syst – volume: 8 start-page: 3680 year: 2023 end-page: 3691 ident: bib0030 article-title: Secure cooperative path following of autonomous surface vehicles under cyber and physical attacks publication-title: IEEE Trans Intell Veh – volume: 9 start-page: 981 year: 2024 end-page: 992 ident: bib0025 article-title: Secure event-triggered sliding control for path following of autonomous vehicles under sensor and actuator attacks publication-title: IEEE Trans Intell Veh – volume: 48 start-page: 779 year: 2018 end-page: 789 ident: bib0155 article-title: Security control for discrete-time stochastic nonlinear systems subject to deception attacks publication-title: IEEE Trans Syst Man Cybern Syst – volume: 3 start-page: 257 year: 2023 end-page: 273 ident: bib0185 article-title: State-sensitive event-triggered path following control of autonomous ground vehicles publication-title: Intell Robot – volume: 66 start-page: 4560 year: 2021 end-page: 4574 ident: bib0135 article-title: Sensor switching control under attacks detectable by finite sample dynamic watermarking tests publication-title: IEEE Trans Autom Control – volume: 35 start-page: 468 year: 2014 end-page: 478 ident: bib0190 article-title: Optimal integral sliding mode control for a class of uncertain discrete-time systems publication-title: Optim Control Appl Methods – volume: 174 year: 2025 ident: bib0160 article-title: A novel semantic-based multi-packet parallel transmission scheme for networked control systems publication-title: Automatica – volume: 60 start-page: 1992 year: 2015 end-page: 1997 ident: bib0105 article-title: Dynamic triggering mechanisms for event-triggered control publication-title: IEEE Trans Autom Control – volume: 34 start-page: 1 year: 2015 end-page: 17 ident: bib0040 article-title: Lateral control of autonomous vehicles based on fuzzy logic publication-title: Control Eng Pract – volume: 478 year: 2024 ident: bib0090 article-title: Event-triggered control for boundary controlled time-fractional diffusion systems with spatially-varying coefficients publication-title: Appl Math Comput – volume: 25 start-page: 577 year: 2017 end-page: 589 ident: bib0020 article-title: Robust multirate on-road vehicle localization for autonomous highway driving vehicles publication-title: IEEE Trans Control Syst Technol – volume: 62 start-page: 6058 year: 2017 end-page: 6064 ident: bib0145 article-title: An adaptive control architecture for mitigating sensor and actuator attacks in cyber-physical systems publication-title: IEEE Trans Autom Control – volume: 9 start-page: 22357 year: 2022 end-page: 22365 ident: bib0150 article-title: A secure sensor fusion framework for connected and automated vehicles under sensor attacks publication-title: IEEE Internet Things J – volume: 53 start-page: 6067 year: 2023 end-page: 6079 ident: bib0095 article-title: Adaptive event-triggered average tracking control with activable event-triggering mechanisms publication-title: IEEE Trans Syst Man Cybern Syst – volume: 54 start-page: 3011 year: 2024 end-page: 3021 ident: bib0180 article-title: Secure control for switched nonlinear systems with DoS attacks: a switching event-triggered adaptive output-feedback control method publication-title: IEEE Trans Syst Man Cybern Syst – volume: 72 start-page: 8500 year: 2023 end-page: 8509 ident: bib0165 article-title: Event-triggered adaptive security path following control for unmanned ground vehicles under sensor attacks publication-title: IEEE Trans Veh Technol – volume: 1 start-page: 391 year: 2014 end-page: 421 ident: bib0060 article-title: On dynamic mode decomposition: theory and applications publication-title: J Comput Dyn – volume: 55 start-page: 436 year: 2025 end-page: 446 ident: bib0070 article-title: Data-driven event-triggered sliding mode secure control for autonomous vehicles under actuator attacks publication-title: IEEE Trans Cybern – volume: 3 start-page: 257 year: 2023 ident: 10.1016/j.isatra.2025.09.036_bib0185 article-title: State-sensitive event-triggered path following control of autonomous ground vehicles publication-title: Intell Robot doi: 10.20517/ir.2023.17 – volume: 72 start-page: 8500 year: 2023 ident: 10.1016/j.isatra.2025.09.036_bib0165 article-title: Event-triggered adaptive security path following control for unmanned ground vehicles under sensor attacks publication-title: IEEE Trans Veh Technol doi: 10.1109/TVT.2023.3250709 – volume: 360 start-page: 2307 year: 2023 ident: 10.1016/j.isatra.2025.09.036_bib0195 article-title: Output-sensitive event-triggered path following control of autonomous ground vehicles under stochastic FDI attacks publication-title: J Franklin Inst doi: 10.1016/j.jfranklin.2022.10.046 – volume: 114 start-page: 423 year: 2023 ident: 10.1016/j.isatra.2025.09.036_bib0080 article-title: Koopman operator-based driver-vehicle dynamic model for shared control systems publication-title: Appl Math Model doi: 10.1016/j.apm.2022.10.014 – volume: 51 start-page: 2916 year: 2021 ident: 10.1016/j.isatra.2025.09.036_bib0175 article-title: Distributed secure consensus control with event-triggering for multiagent systems under DoS attacks publication-title: IEEE Trans Cybern doi: 10.1109/TCYB.2020.2979342 – volume: 3 start-page: 228 year: 2018 ident: 10.1016/j.isatra.2025.09.036_bib0035 article-title: Lateral control of an autonomous vehicle publication-title: IEEE Trans Intell Veh doi: 10.1109/TIV.2018.2804173 – volume: 65 start-page: 909 year: 2020 ident: 10.1016/j.isatra.2025.09.036_bib0045 article-title: Formulas for data-driven control: stabilization, optimality, and robustness publication-title: IEEE Trans Autom Control doi: 10.1109/TAC.2019.2959924 – volume: 34 start-page: 1 year: 2015 ident: 10.1016/j.isatra.2025.09.036_bib0040 article-title: Lateral control of autonomous vehicles based on fuzzy logic publication-title: Control Eng Pract doi: 10.1016/j.conengprac.2014.09.015 – volume: 25 start-page: 577 year: 2017 ident: 10.1016/j.isatra.2025.09.036_bib0020 article-title: Robust multirate on-road vehicle localization for autonomous highway driving vehicles publication-title: IEEE Trans Control Syst Technol doi: 10.1109/TCST.2016.2562607 – volume: 29 start-page: 2079 year: 2021 ident: 10.1016/j.isatra.2025.09.036_bib0015 article-title: Autonomous-driving vehicle control with composite velocity profile planning publication-title: IEEE Trans Control Syst Technol doi: 10.1109/TCST.2020.3029713 – volume: 63 start-page: 2596 year: 2018 ident: 10.1016/j.isatra.2025.09.036_bib0130 article-title: Secure state estimation against sparse sensor attacks with adaptive switching mechanism publication-title: IEEE Trans Autom Control doi: 10.1109/TAC.2017.2766759 – volume: 66 start-page: 4560 year: 2021 ident: 10.1016/j.isatra.2025.09.036_bib0135 article-title: Sensor switching control under attacks detectable by finite sample dynamic watermarking tests publication-title: IEEE Trans Autom Control doi: 10.1109/TAC.2020.3032085 – volume: 9 start-page: 22357 year: 2022 ident: 10.1016/j.isatra.2025.09.036_bib0150 article-title: A secure sensor fusion framework for connected and automated vehicles under sensor attacks publication-title: IEEE Internet Things J doi: 10.1109/JIOT.2021.3101502 – volume: 32 start-page: 1854 year: 2024 ident: 10.1016/j.isatra.2025.09.036_bib0205 article-title: Incorporating ESO into deep Koopman operator modeling for control of autonomous vehicles publication-title: IEEE Trans Control Syst Technol doi: 10.1109/TCST.2024.3378456 – volume: 256 year: 2020 ident: 10.1016/j.isatra.2025.09.036_bib0010 article-title: A lateral control scheme of autonomous vehicles considering pavement sustainability publication-title: J Clean Prod doi: 10.1016/j.jclepro.2020.120669 – volume: 55 start-page: 436 year: 2025 ident: 10.1016/j.isatra.2025.09.036_bib0070 article-title: Data-driven event-triggered sliding mode secure control for autonomous vehicles under actuator attacks publication-title: IEEE Trans Cybern doi: 10.1109/TCYB.2024.3490656 – volume: 8 start-page: 3680 year: 2023 ident: 10.1016/j.isatra.2025.09.036_bib0030 article-title: Secure cooperative path following of autonomous surface vehicles under cyber and physical attacks publication-title: IEEE Trans Intell Veh doi: 10.1109/TIV.2023.3270266 – volume: 33 start-page: 952 year: 2022 ident: 10.1016/j.isatra.2025.09.036_bib0085 article-title: Event-triggered output feedback synchronization of master–slave neural networks under deception attacks publication-title: IEEE Trans Neural Netw Learn Syst doi: 10.1109/TNNLS.2020.3030638 – volume: 38 start-page: 5257 year: 2023 ident: 10.1016/j.isatra.2025.09.036_bib0200 article-title: Ambient data-driven online tracking of electromechanical modes using recursive subspace dynamic mode decomposition publication-title: IEEE Trans Power Syst doi: 10.1109/TPWRS.2022.3229651 – volume: 68 start-page: 4888 year: 2023 ident: 10.1016/j.isatra.2025.09.036_bib0050 article-title: Direct data-driven control of linear time-varying systems publication-title: IEEE Trans Autom Control doi: 10.1109/TAC.2023.3276909 – volume: 69 start-page: 2067 year: 2024 ident: 10.1016/j.isatra.2025.09.036_bib0120 article-title: Attack detection and secure state estimation of collectively observable cyber-physical systems under false data injection attacks publication-title: IEEE Trans Autom Control doi: 10.1109/TAC.2023.3316160 – volume: 68 start-page: 4096 year: 2023 ident: 10.1016/j.isatra.2025.09.036_bib0125 article-title: Deception attacks on remote estimation with disclosure and disruption resources publication-title: IEEE Trans Autom Control – volume: 54 start-page: 3011 year: 2024 ident: 10.1016/j.isatra.2025.09.036_bib0180 article-title: Secure control for switched nonlinear systems with DoS attacks: a switching event-triggered adaptive output-feedback control method publication-title: IEEE Trans Syst Man Cybern Syst doi: 10.1109/TSMC.2024.3352557 – volume: 24 start-page: 10382 year: 2023 ident: 10.1016/j.isatra.2025.09.036_bib0005 article-title: A survey of lateral stability criterion and control application for autonomous vehicles publication-title: IEEE Trans Intell Transp Syst doi: 10.1109/TITS.2023.3280200 – volume: 48 start-page: 779 issue: 5 year: 2018 ident: 10.1016/j.isatra.2025.09.036_bib0155 article-title: Security control for discrete-time stochastic nonlinear systems subject to deception attacks publication-title: IEEE Trans Syst Man Cybern Syst doi: 10.1109/TSMC.2016.2616544 – volume: 28 start-page: 461 year: 2023 ident: 10.1016/j.isatra.2025.09.036_bib0075 article-title: Koopman-operator-based robust data-driven control for wheeled mobile robots publication-title: IEEE ASME Trans Mechatronics doi: 10.1109/TMECH.2022.3203518 – volume: 174 year: 2025 ident: 10.1016/j.isatra.2025.09.036_bib0160 article-title: A novel semantic-based multi-packet parallel transmission scheme for networked control systems publication-title: Automatica doi: 10.1016/j.automatica.2025.112120 – volume: 60 start-page: 1992 year: 2015 ident: 10.1016/j.isatra.2025.09.036_bib0105 article-title: Dynamic triggering mechanisms for event-triggered control publication-title: IEEE Trans Autom Control doi: 10.1109/TAC.2014.2366855 – volume: 54 start-page: 7681 year: 2024 ident: 10.1016/j.isatra.2025.09.036_bib0170 article-title: Resilient output control of multiagent systems with DOS attacks and actuator faults: fully distributed event-triggered approach publication-title: IEEE Trans Cybern doi: 10.1109/TCYB.2024.3404010 – volume: 19 start-page: 1525 year: 2024 ident: 10.1016/j.isatra.2025.09.036_bib0140 article-title: Event-triggered impulsive control for complex networks under stochastic deception attacks publication-title: IEEE Trans Inf Forensics Secur doi: 10.1109/TIFS.2023.3336078 – volume: 69 start-page: 3780 year: 2024 ident: 10.1016/j.isatra.2025.09.036_bib0055 article-title: Event-triggered control from data publication-title: IEEE Trans Autom Control doi: 10.1109/TAC.2023.3335002 – volume: 1 start-page: 391 year: 2014 ident: 10.1016/j.isatra.2025.09.036_bib0060 article-title: On dynamic mode decomposition: theory and applications publication-title: J Comput Dyn doi: 10.3934/jcd.2014.1.391 – volume: 478 year: 2024 ident: 10.1016/j.isatra.2025.09.036_bib0090 article-title: Event-triggered control for boundary controlled time-fractional diffusion systems with spatially-varying coefficients publication-title: Appl Math Comput – volume: 9 start-page: 981 year: 2024 ident: 10.1016/j.isatra.2025.09.036_bib0025 article-title: Secure event-triggered sliding control for path following of autonomous vehicles under sensor and actuator attacks publication-title: IEEE Trans Intell Veh doi: 10.1109/TIV.2023.3278697 – volume: 129 start-page: 15 year: 2022 ident: 10.1016/j.isatra.2025.09.036_bib0100 article-title: Neural network-based adaptive event-triggered sliding mode control for singular systems with an adaptive event-triggering communication scheme publication-title: ISA Transactions doi: 10.1016/j.isatra.2022.02.020 – volume: 35 start-page: 468 year: 2014 ident: 10.1016/j.isatra.2025.09.036_bib0190 article-title: Optimal integral sliding mode control for a class of uncertain discrete-time systems publication-title: Optim Control Appl Methods doi: 10.1002/oca.2082 – volume: 53 start-page: 4705 year: 2023 ident: 10.1016/j.isatra.2025.09.036_bib0110 article-title: Dynamic event-triggered H∞ filtering for NCSs under multiple cyber-attacks publication-title: IEEE Trans Syst Man Cybern Syst doi: 10.1109/TSMC.2023.3256970 – volume: 356 start-page: 10277 year: 2019 ident: 10.1016/j.isatra.2025.09.036_bib0115 article-title: Security-based resilient event-triggered control of networked control systems under denial of service attacks publication-title: J Franklin Inst doi: 10.1016/j.jfranklin.2018.04.001 – volume: 53 start-page: 6067 year: 2023 ident: 10.1016/j.isatra.2025.09.036_bib0095 article-title: Adaptive event-triggered average tracking control with activable event-triggering mechanisms publication-title: IEEE Trans Syst Man Cybern Syst doi: 10.1109/TSMC.2023.3279616 – volume: 62 start-page: 6058 year: 2017 ident: 10.1016/j.isatra.2025.09.036_bib0145 article-title: An adaptive control architecture for mitigating sensor and actuator attacks in cyber-physical systems publication-title: IEEE Trans Autom Control doi: 10.1109/TAC.2017.2652127 – volume: 15 start-page: 142 year: 2016 ident: 10.1016/j.isatra.2025.09.036_bib0065 article-title: Dynamic mode decomposition with control publication-title: SIAM J Appl Dyn Syst doi: 10.1137/15M1013857 |
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| Title | Data-driven modeling and adaptive event-triggered secure control for autonomous vehicles subject to sensor attacks |
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