Probabilistic-Constrained H∞ Tracking Control for a Class of Stochastic Nonlinear Systems Subject to DoS Attacks and Measurement Outliers
In this study, the probabilistic-constrained <inline-formula> <tex-math notation="LaTeX">\mathcal {H}_{\infty } </tex-math></inline-formula> tracking control problem is addressed for a class of stochastic nonlinear systems subject to measurement outliers, stochastic...
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| Published in | IEEE transactions on circuits and systems. I, Regular papers Vol. 68; no. 10; pp. 4381 - 4392 |
|---|---|
| Main Authors | , , , |
| Format | Journal Article |
| Language | English |
| Published |
New York
IEEE
01.10.2021
The Institute of Electrical and Electronics Engineers, Inc. (IEEE) |
| Subjects | |
| Online Access | Get full text |
| ISSN | 1549-8328 1558-0806 |
| DOI | 10.1109/TCSI.2021.3097824 |
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| Abstract | In this study, the probabilistic-constrained <inline-formula> <tex-math notation="LaTeX">\mathcal {H}_{\infty } </tex-math></inline-formula> tracking control problem is addressed for a class of stochastic nonlinear systems subject to measurement outliers, stochastic nonlinearities and DoS attacks. The considered systems have the following characters: 1) an unequal redundant-channel communication protocol is adopted to resist the DoS attacks and enhance the reliability of packet transmission. Different from some existing redundant-channel approaches, the considered two channels have different transmission abilities. 2) The measurement outliers (e.g., some unexpected large amplitude disturbances) are concerned and a saturation-function-based observer is proposed to avert the side effects from measurement outliers. 3) The DoS jamming attacks are considered in this paper, and an aperiodic DoS model is utilized. 4) Both sector-bounded nonlinear function and stochastic nonlinear function are involved in the considered systems, which makes the considered systems more general. To compensate the negative effect of the DoS jamming attacks and enhance the reliability of the packet transmission, a novel redundant-channel-based switching protocol is proposed to schedule data transmission when the plant suffers malicious cyber attacks. The primary objective of the present study is to design tracking controller such that the prescribed <inline-formula> <tex-math notation="LaTeX">\mathcal {H}_{\infty } </tex-math></inline-formula> control performance is reached and probabilistic constraints on the tracking error are satisfied simultaneously. To achieve this objective, a probabilistic-constrained <inline-formula> <tex-math notation="LaTeX">\mathcal {H}_{\infty } </tex-math></inline-formula> tracking control algorithm is established to obtain tracking controller gains and minimize the prescribed set of the constraint. Finally, two simulation examples are used to validate the practicability of our devised strategy. |
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| AbstractList | In this study, the probabilistic-constrained [Formula Omitted] tracking control problem is addressed for a class of stochastic nonlinear systems subject to measurement outliers, stochastic nonlinearities and DoS attacks. The considered systems have the following characters: 1) an unequal redundant-channel communication protocol is adopted to resist the DoS attacks and enhance the reliability of packet transmission. Different from some existing redundant-channel approaches, the considered two channels have different transmission abilities. 2) The measurement outliers (e.g., some unexpected large amplitude disturbances) are concerned and a saturation-function-based observer is proposed to avert the side effects from measurement outliers. 3) The DoS jamming attacks are considered in this paper, and an aperiodic DoS model is utilized. 4) Both sector-bounded nonlinear function and stochastic nonlinear function are involved in the considered systems, which makes the considered systems more general. To compensate the negative effect of the DoS jamming attacks and enhance the reliability of the packet transmission, a novel redundant-channel-based switching protocol is proposed to schedule data transmission when the plant suffers malicious cyber attacks. The primary objective of the present study is to design tracking controller such that the prescribed [Formula Omitted] control performance is reached and probabilistic constraints on the tracking error are satisfied simultaneously. To achieve this objective, a probabilistic-constrained [Formula Omitted] tracking control algorithm is established to obtain tracking controller gains and minimize the prescribed set of the constraint. Finally, two simulation examples are used to validate the practicability of our devised strategy. In this study, the probabilistic-constrained <inline-formula> <tex-math notation="LaTeX">\mathcal {H}_{\infty } </tex-math></inline-formula> tracking control problem is addressed for a class of stochastic nonlinear systems subject to measurement outliers, stochastic nonlinearities and DoS attacks. The considered systems have the following characters: 1) an unequal redundant-channel communication protocol is adopted to resist the DoS attacks and enhance the reliability of packet transmission. Different from some existing redundant-channel approaches, the considered two channels have different transmission abilities. 2) The measurement outliers (e.g., some unexpected large amplitude disturbances) are concerned and a saturation-function-based observer is proposed to avert the side effects from measurement outliers. 3) The DoS jamming attacks are considered in this paper, and an aperiodic DoS model is utilized. 4) Both sector-bounded nonlinear function and stochastic nonlinear function are involved in the considered systems, which makes the considered systems more general. To compensate the negative effect of the DoS jamming attacks and enhance the reliability of the packet transmission, a novel redundant-channel-based switching protocol is proposed to schedule data transmission when the plant suffers malicious cyber attacks. The primary objective of the present study is to design tracking controller such that the prescribed <inline-formula> <tex-math notation="LaTeX">\mathcal {H}_{\infty } </tex-math></inline-formula> control performance is reached and probabilistic constraints on the tracking error are satisfied simultaneously. To achieve this objective, a probabilistic-constrained <inline-formula> <tex-math notation="LaTeX">\mathcal {H}_{\infty } </tex-math></inline-formula> tracking control algorithm is established to obtain tracking controller gains and minimize the prescribed set of the constraint. Finally, two simulation examples are used to validate the practicability of our devised strategy. |
| Author | Tian, Engang Zhao, Xia Wei, Bin Zhang, Tao |
| Author_xml | – sequence: 1 givenname: Bin surname: Wei fullname: Wei, Bin organization: School of Optical Electrical and Computer Engineering, University of Shanghai for Science and Technology, Shanghai, China – sequence: 2 givenname: Engang orcidid: 0000-0002-8169-5347 surname: Tian fullname: Tian, Engang email: tianengang@163.com organization: School of Optical Electrical and Computer Engineering, University of Shanghai for Science and Technology, Shanghai, China – sequence: 3 givenname: Tao surname: Zhang fullname: Zhang, Tao organization: College of Automation Electronic Engineering, Qingdao University of Science and Technology, Qingdao, China – sequence: 4 givenname: Xia surname: Zhao fullname: Zhao, Xia organization: College of Science, University of Shanghai for Science and Technology, Shanghai, China |
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| Cites_doi | 10.1109/TCYB.2020.2979342 10.1109/TSMC.2020.2979992 10.1109/TCYB.2019.2956137 10.1109/TCYB.2019.2903817 10.1016/j.automatica.2019.108557 10.1002/rnc.4837 10.1109/TCYB.2019.2901631 10.1109/TNNLS.2020.2991151 10.1016/j.automatica.2019.05.039 10.1016/j.fss.2014.12.015 10.1016/j.isatra.2019.02.025 10.1137/1.9781611970777 10.1080/00207721.2020.1746441 10.1016/j.automatica.2009.04.011 10.1080/00207721.2021.1914768 10.1109/87.974340 10.1109/TCYB.2020.3022270 10.1016/j.jfranklin.2017.02.020 10.1016/j.jfranklin.2018.02.005 10.1109/TAC.2010.2073311 10.1002/rnc.4447 10.1016/j.jfranklin.2021.04.012 10.1109/TAC.2012.2206694 10.1016/j.inffus.2016.12.005 10.1109/TSMC.2019.2956945 10.1109/JSYST.2021.3079460 10.1109/TCSI.2019.2948015 10.1109/TSMC.2019.2960115 10.1016/j.automatica.2016.06.008 10.1016/j.neucom.2015.10.019 10.1109/TIE.2009.2020077 10.1109/TCSII.2018.2881984 10.1016/j.ins.2019.05.073 10.1049/cth2.12059 10.1109/TCYB.2020.2970556 10.1109/TIE.2017.2701776 10.1109/TCYB.2020.3021194 10.1016/j.automatica.2020.109155 10.1109/TSP.2009.2039731 10.1109/TSMC.2017.2697450 10.1109/TNNLS.2019.2927595 10.1109/TCSI.2020.3016994 10.1109/TAC.2020.2989773 10.1109/TCYB.2018.2861834 10.1002/rnc.5500 10.1109/TSMC.2018.2836197 10.1109/TIE.2015.2499169 10.1109/TCSI.2020.3007953 10.1109/TIE.2018.2813982 10.1016/j.automatica.2007.06.029 10.1109/TCYB.2019.2948427 10.1080/00207721.2020.1752843 10.1016/j.ins.2020.05.023 10.1109/TAC.2018.2852605 10.1109/TCYB.2020.3003752 |
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| SubjectTerms | Algorithms Constraints Control algorithms Control systems design Control theory Controllers Cyberattack Cybersecurity Data transmission DoS attacks H-infinity control Jamming measurement outliers Nonlinear systems Nonlinearity Outliers (statistics) Packet transmission Probabilistic constraints Probabilistic logic Probability theory Protocols Redundancy redundant channel Reliability Side effects Stochastic processes Stochastic systems Time-varying systems Tracking control Tracking errors |
| Title | Probabilistic-Constrained H∞ Tracking Control for a Class of Stochastic Nonlinear Systems Subject to DoS Attacks and Measurement Outliers |
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