Secure State Estimation With Switched Compensation Mechanism Against DoS Attacks

This article is concerned with the secure state estimation problem for cyber-physical systems under intermittent denial-of-service (DoS) attacks. Based on a switching scheme and the cascade observer technique, a novel resilient state observer with a switched compensation mechanism is designed. Moreo...

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Published in:IEEE transactions on cybernetics Vol. 52; no. 9; pp. 9609 - 9620
Main Authors: Yan, Jing-Jing, Yang, Guang-Hong
Format: Journal Article
Language:English
Published: United States IEEE 01.09.2022
The Institute of Electrical and Electronics Engineers, Inc. (IEEE)
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ISSN:2168-2267, 2168-2275, 2168-2275
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Abstract This article is concerned with the secure state estimation problem for cyber-physical systems under intermittent denial-of-service (DoS) attacks. Based on a switching scheme and the cascade observer technique, a novel resilient state observer with a switched compensation mechanism is designed. Moreover, a quantitative relationship between the resilience against DoS attacks and the design parameters is revealed. Compared with the existing results, where only the boundedness of the estimation error is guaranteed under DoS attacks, the exponential convergence of the estimation error is achieved by employing the proposed observer scheme, such that the estimation performance is improved. More specifically, in the disturbance-free case, it is proven that the state estimation error converges exponentially to 0 despite the existence of DoS attacks. Finally, simulation results are provided to illustrate the effectiveness and merits of the proposed methods.
AbstractList This article is concerned with the secure state estimation problem for cyber-physical systems under intermittent denial-of-service (DoS) attacks. Based on a switching scheme and the cascade observer technique, a novel resilient state observer with a switched compensation mechanism is designed. Moreover, a quantitative relationship between the resilience against DoS attacks and the design parameters is revealed. Compared with the existing results, where only the boundedness of the estimation error is guaranteed under DoS attacks, the exponential convergence of the estimation error is achieved by employing the proposed observer scheme, such that the estimation performance is improved. More specifically, in the disturbance-free case, it is proven that the state estimation error converges exponentially to 0 despite the existence of DoS attacks. Finally, simulation results are provided to illustrate the effectiveness and merits of the proposed methods.
This article is concerned with the secure state estimation problem for cyber-physical systems under intermittent denial-of-service (DoS) attacks. Based on a switching scheme and the cascade observer technique, a novel resilient state observer with a switched compensation mechanism is designed. Moreover, a quantitative relationship between the resilience against DoS attacks and the design parameters is revealed. Compared with the existing results, where only the boundedness of the estimation error is guaranteed under DoS attacks, the exponential convergence of the estimation error is achieved by employing the proposed observer scheme, such that the estimation performance is improved. More specifically, in the disturbance-free case, it is proven that the state estimation error converges exponentially to 0 despite the existence of DoS attacks. Finally, simulation results are provided to illustrate the effectiveness and merits of the proposed methods.This article is concerned with the secure state estimation problem for cyber-physical systems under intermittent denial-of-service (DoS) attacks. Based on a switching scheme and the cascade observer technique, a novel resilient state observer with a switched compensation mechanism is designed. Moreover, a quantitative relationship between the resilience against DoS attacks and the design parameters is revealed. Compared with the existing results, where only the boundedness of the estimation error is guaranteed under DoS attacks, the exponential convergence of the estimation error is achieved by employing the proposed observer scheme, such that the estimation performance is improved. More specifically, in the disturbance-free case, it is proven that the state estimation error converges exponentially to 0 despite the existence of DoS attacks. Finally, simulation results are provided to illustrate the effectiveness and merits of the proposed methods.
Author Yan, Jing-Jing
Yang, Guang-Hong
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BackLink https://www.ncbi.nlm.nih.gov/pubmed/33729974$$D View this record in MEDLINE/PubMed
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Cites_doi 10.1109/TCYB.2019.2915942
10.1109/TCYB.2018.2806387
10.1109/TAC.2019.2953210
10.1109/TCYB.2018.2863689
10.1109/TAC.2013.2283754
10.1109/TCYB.2019.2956137
10.1109/TCYB.2018.2820001
10.1109/TCYB.2020.3005283
10.1109/TCST.2020.2978908
10.1109/TSMC.2019.2962318
10.1109/TCYB.2019.2915124
10.1109/TAC.2013.2266831
10.1016/j.automatica.2017.01.023
10.1109/TAC.2019.2919114
10.1109/TFUZZ.2019.2900838
10.1016/j.ins.2019.01.001
10.1109/JIOT.2019.2947659
10.1016/j.automatica.2014.10.067
10.1016/j.ins.2018.02.066
10.1016/j.automatica.2020.109080
10.1109/TCYB.2018.2861834
10.1109/IECON.2010.5675203
10.1109/TCNS.2016.2549640
10.1109/TCYB.2019.2918760
10.1109/TCYB.2020.2975089
10.1016/j.automatica.2020.108997
10.1109/TSMC.2020.2964586
10.1109/TCNS.2020.2972601
10.1109/TAC.2015.2416924
10.1109/TCYB.2020.3002938
10.1080/23307706.2014.885293
10.1016/j.ins.2020.08.086
10.1109/TCYB.2015.2452217
10.1016/j.ins.2018.07.030
10.1016/j.automatica.2017.01.031
10.3182/20140824-6-ZA-1003.01354
10.1109/TAC.2015.2409905
10.1016/j.automatica.2017.12.012
10.1109/TFUZZ.2012.2212200
10.1109/TSMC.2018.2854630
10.1109/TCYB.2020.2985043
10.1109/TSMC.2018.2875250
10.1109/TAC.2017.2766759
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References ref13
ref35
ref12
ref34
ref15
ref37
ref14
ref36
O’Reilly (ref45) 1983
ref31
ref30
ref11
ref33
ref10
ref32
ref2
ref1
ref17
ref39
ref16
ref38
ref19
ref18
Khalil (ref44) 2003
ref24
ref23
ref26
ref25
ref20
ref42
ref41
ref22
ref21
ref43
ref28
ref27
ref29
ref8
ref7
ref9
ref4
ref3
ref6
ref5
ref40
References_xml – ident: ref36
  doi: 10.1109/TCYB.2019.2915942
– ident: ref26
  doi: 10.1109/TCYB.2018.2806387
– ident: ref28
  doi: 10.1109/TAC.2019.2953210
– ident: ref38
  doi: 10.1109/TCYB.2018.2863689
– ident: ref41
  doi: 10.1109/TAC.2013.2283754
– ident: ref2
  doi: 10.1109/TCYB.2019.2956137
– ident: ref14
  doi: 10.1109/TCYB.2018.2820001
– ident: ref24
  doi: 10.1109/TCYB.2020.3005283
– ident: ref31
  doi: 10.1109/TCST.2020.2978908
– ident: ref10
  doi: 10.1109/TSMC.2019.2962318
– ident: ref17
  doi: 10.1109/TCYB.2019.2915124
– ident: ref1
  doi: 10.1109/TAC.2013.2266831
– ident: ref34
  doi: 10.1016/j.automatica.2017.01.023
– ident: ref13
  doi: 10.1109/TAC.2019.2919114
– ident: ref11
  doi: 10.1109/TFUZZ.2019.2900838
– ident: ref18
  doi: 10.1016/j.ins.2019.01.001
– ident: ref15
  doi: 10.1109/JIOT.2019.2947659
– ident: ref21
  doi: 10.1016/j.automatica.2014.10.067
– ident: ref39
  doi: 10.1016/j.ins.2018.02.066
– ident: ref8
  doi: 10.1016/j.automatica.2020.109080
– ident: ref27
  doi: 10.1109/TCYB.2018.2861834
– ident: ref40
  doi: 10.1109/IECON.2010.5675203
– ident: ref32
  doi: 10.1109/TCNS.2016.2549640
– ident: ref16
  doi: 10.1109/TCYB.2019.2918760
– ident: ref19
  doi: 10.1109/TCYB.2020.2975089
– ident: ref6
  doi: 10.1016/j.automatica.2020.108997
– ident: ref37
  doi: 10.1109/TSMC.2020.2964586
– ident: ref9
  doi: 10.1109/TCNS.2020.2972601
– ident: ref22
  doi: 10.1109/TAC.2015.2416924
– ident: ref29
  doi: 10.1109/TCYB.2020.3002938
– ident: ref4
  doi: 10.1080/23307706.2014.885293
– ident: ref30
  doi: 10.1016/j.ins.2020.08.086
– ident: ref5
  doi: 10.1109/TCYB.2015.2452217
– ident: ref23
  doi: 10.1016/j.ins.2018.07.030
– ident: ref35
  doi: 10.1016/j.automatica.2017.01.031
– ident: ref43
  doi: 10.3182/20140824-6-ZA-1003.01354
– ident: ref20
  doi: 10.1109/TAC.2015.2409905
– ident: ref42
  doi: 10.1016/j.automatica.2017.12.012
– ident: ref7
  doi: 10.1109/TFUZZ.2012.2212200
– ident: ref12
  doi: 10.1109/TSMC.2018.2854630
– volume-title: Observers for Linear Systems
  year: 1983
  ident: ref45
– ident: ref3
  doi: 10.1109/TCYB.2020.2985043
– volume-title: Nonlinear Systems
  year: 2003
  ident: ref44
– ident: ref25
  doi: 10.1109/TSMC.2018.2875250
– ident: ref33
  doi: 10.1109/TAC.2017.2766759
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Snippet This article is concerned with the secure state estimation problem for cyber-physical systems under intermittent denial-of-service (DoS) attacks. Based on a...
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SubjectTerms Cascade observer
Compensation
Computer crime
Convergence
Cyber-physical systems
cyber-physical systems (CPSs)
Denial of service attacks
denial-of-service (DoS) attacks
Denial-of-service attack
Design parameters
Errors
Observers
Resilience
secure state estimation
Security
State estimation
State observers
switched algorithm
switched compensation mechanism
Switches
Symmetric matrices
Wireless communication
Title Secure State Estimation With Switched Compensation Mechanism Against DoS Attacks
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https://www.ncbi.nlm.nih.gov/pubmed/33729974
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Volume 52
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