Fault Detection for Linear Discrete Time-Varying Systems Subject to Random Sensor Delay: A Riccati Equation Approach
This paper mainly studies the fault detection (FD) problem for linear discrete time-varying systems subject to random sensor delay. By assuming that the measurement channel is with Transmission Control Protocol (TCP), an observer-based FD filter (FDF) is provided as a residual generator via embeddin...
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Published in | IEEE transactions on circuits and systems. I, Regular papers Vol. 65; no. 5; pp. 1707 - 1716 |
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Main Authors | , , , , |
Format | Journal Article |
Language | English |
Published |
New York
IEEE
01.05.2018
The Institute of Electrical and Electronics Engineers, Inc. (IEEE) |
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Abstract | This paper mainly studies the fault detection (FD) problem for linear discrete time-varying systems subject to random sensor delay. By assuming that the measurement channel is with Transmission Control Protocol (TCP), an observer-based FD filter (FDF) is provided as a residual generator via embedding the packet indicator into the filter. To construct this FDF, its design issue is formulated into two sub-problems. One is to maximize the <inline-formula> <tex-math notation="LaTeX">\mathcal {H}_{-}/\mathcal {H}_{\infty } </tex-math></inline-formula> or <inline-formula> <tex-math notation="LaTeX">\mathcal {H}_{\infty }/\mathcal {H}_{\infty } </tex-math></inline-formula> FD performance index, which aims to enhance the ratio of fault sensitivity/disturbance attenuation. The other one is to find the filter parameter matrices such that the error between the residual and the fault is minimized in the <inline-formula> <tex-math notation="LaTeX">\mathcal {H}_{\infty } </tex-math></inline-formula> sense. By employing stochastic analysis and introducing some adjoint operator based optimization approaches, analytical solutions to the aforementioned FDF design problem are derived via solving recursive Riccati equations. An illustrative example is given to show the effectiveness of the proposed methodologies. |
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AbstractList | This paper mainly studies the fault detection (FD) problem for linear discrete time-varying systems subject to random sensor delay. By assuming that the measurement channel is with Transmission Control Protocol (TCP), an observer-based FD filter (FDF) is provided as a residual generator via embedding the packet indicator into the filter. To construct this FDF, its design issue is formulated into two sub-problems. One is to maximize the H-/H∞ or H∞/H∞ FD performance index, which aims to enhance the ratio of fault sensitivity/disturbance attenuation. The other one is to find the filter parameter matrices such that the error between the residual and the fault is minimized in the H∞ sense. By employing stochastic analysis and introducing some adjoint operator based optimization approaches, analytical solutions to the aforementioned FDF design problem are derived via solving recursive Riccati equations. An illustrative example is given to show the effectiveness of the proposed methodologies. This paper mainly studies the fault detection (FD) problem for linear discrete time-varying systems subject to random sensor delay. By assuming that the measurement channel is with Transmission Control Protocol (TCP), an observer-based FD filter (FDF) is provided as a residual generator via embedding the packet indicator into the filter. To construct this FDF, its design issue is formulated into two sub-problems. One is to maximize the <inline-formula> <tex-math notation="LaTeX">\mathcal {H}_{-}/\mathcal {H}_{\infty } </tex-math></inline-formula> or <inline-formula> <tex-math notation="LaTeX">\mathcal {H}_{\infty }/\mathcal {H}_{\infty } </tex-math></inline-formula> FD performance index, which aims to enhance the ratio of fault sensitivity/disturbance attenuation. The other one is to find the filter parameter matrices such that the error between the residual and the fault is minimized in the <inline-formula> <tex-math notation="LaTeX">\mathcal {H}_{\infty } </tex-math></inline-formula> sense. By employing stochastic analysis and introducing some adjoint operator based optimization approaches, analytical solutions to the aforementioned FDF design problem are derived via solving recursive Riccati equations. An illustrative example is given to show the effectiveness of the proposed methodologies. |
Author | Zhao, Dong Karimi, Hamid Reza Zhang, Qin Li, Yibin Li, Yueyang |
Author_xml | – sequence: 1 givenname: Yueyang orcidid: 0000-0002-1614-0302 surname: Li fullname: Li, Yueyang email: cse_liyy@ujn.edu.cn organization: School of Electrical Engineering, University of Jinan, Jinan, China – sequence: 2 givenname: Hamid Reza orcidid: 0000-0001-7629-3266 surname: Karimi fullname: Karimi, Hamid Reza email: hamidreza.karimi@polimi.it organization: Department of Mechanical Engineering, Politecnico di Milano, Milan, Italy – sequence: 3 givenname: Qin surname: Zhang fullname: Zhang, Qin organization: School of Electrical Engineering, University of Jinan, Jinan, China – sequence: 4 givenname: Dong surname: Zhao fullname: Zhao, Dong email: dong.zhao@uni-due.de organization: Institute for Automatic Control and Complex Systems, University of Duisburg-Essen, Duisburg, Germany – sequence: 5 givenname: Yibin surname: Li fullname: Li, Yibin email: liyb@sdu.edu.cn organization: School of Control Science and Engineering, Shandong University, Jinan, China |
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SubjectTerms | Circuit faults Delay Delays Discrete time systems Fault detection Formulas (mathematics) Mathematical analysis Performance analysis Performance indices Protocols random sensor delay Riccati equation Riccati equations TCP TCP (protocol) Time varying control systems time-varying system Time-varying systems |
Title | Fault Detection for Linear Discrete Time-Varying Systems Subject to Random Sensor Delay: A Riccati Equation Approach |
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