H Fuzzy Fault Detection for Uncertain 2-D Systems Under Round-Robin Scheduling Protocol
This paper is concerned with the robust H ∞ fault detection problem for a class of uncertain discrete-time nonlinear 2-D systems subject to Round-Robin scheduling protocol. The Takagi-Sugeno fuzzy model is used to approximate the nonlinearities, where the linear fractional uncertainties enter the sy...
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Published in | IEEE transactions on systems, man, and cybernetics. Systems Vol. 47; no. 8; pp. 2172 - 2184 |
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Main Authors | , , , |
Format | Journal Article |
Language | English |
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New York
IEEE
01.08.2017
The Institute of Electrical and Electronics Engineers, Inc. (IEEE) |
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Abstract | This paper is concerned with the robust H ∞ fault detection problem for a class of uncertain discrete-time nonlinear 2-D systems subject to Round-Robin scheduling protocol. The Takagi-Sugeno fuzzy model is used to approximate the nonlinearities, where the linear fractional uncertainties enter the system in a random way. A kind of widely used communication mechanism, namely, Round-Robin communication protocol, is adopted to periodically schedule the sensors and the fault detectors to realize the information exchange in order to reduce the bandwidth usage in a networked environment with limit resource. An improved 2-D fuzzy residual generator is constructed to detect the possible fault, where the stability analysis of the resulting augmented 2-D system is discussed. It is accomplished by using a combination of the basis-dependent Lyapunov-like function and the stochastic analysis techniques. Sufficient conditions are first established to guarantee the globally asymptotic stability of the error dynamics of the state estimation with prescribed H ∞ performance constraints. Then, a residual generator is proposed to detect the possible faults. The effectiveness of the developed algorithm is demonstrated via application to the fault detection problem for a thermal process. |
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AbstractList | This paper is concerned with the robust H ∞ fault detection problem for a class of uncertain discrete-time nonlinear 2-D systems subject to Round-Robin scheduling protocol. The Takagi-Sugeno fuzzy model is used to approximate the nonlinearities, where the linear fractional uncertainties enter the system in a random way. A kind of widely used communication mechanism, namely, Round-Robin communication protocol, is adopted to periodically schedule the sensors and the fault detectors to realize the information exchange in order to reduce the bandwidth usage in a networked environment with limit resource. An improved 2-D fuzzy residual generator is constructed to detect the possible fault, where the stability analysis of the resulting augmented 2-D system is discussed. It is accomplished by using a combination of the basis-dependent Lyapunov-like function and the stochastic analysis techniques. Sufficient conditions are first established to guarantee the globally asymptotic stability of the error dynamics of the state estimation with prescribed H ∞ performance constraints. Then, a residual generator is proposed to detect the possible faults. The effectiveness of the developed algorithm is demonstrated via application to the fault detection problem for a thermal process. This paper is concerned with the robust H∞ fault detection problem for a class of uncertain discrete-time nonlinear 2-D systems subject to Round-Robin scheduling protocol. The Takagi-Sugeno fuzzy model is used to approximate the nonlinearities, where the linear fractional uncertainties enter the system in a random way. A kind of widely used communication mechanism, namely, Round-Robin communication protocol, is adopted to periodically schedule the sensors and the fault detectors to realize the information exchange in order to reduce the bandwidth usage in a networked environment with limit resource. An improved 2-D fuzzy residual generator is constructed to detect the possible fault, where the stability analysis of the resulting augmented 2-D system is discussed. It is accomplished by using a combination of the basis-dependent Lyapunov-like function and the stochastic analysis techniques. Sufficient conditions are first established to guarantee the globally asymptotic stability of the error dynamics of the state estimation with prescribed H∞ performance constraints. Then, a residual generator is proposed to detect the possible faults. The effectiveness of the developed algorithm is demonstrated via application to the fault detection problem for a thermal process. |
Author | Zidong Wang Alsaadi, Fuad E. Yuqiang Luo Guoliang Wei |
Author_xml | – sequence: 1 surname: Yuqiang Luo fullname: Yuqiang Luo organization: Dept. of Control Sci. & Eng., Univ. of Shanghai for Sci. & Technol., Shanghai, China – sequence: 2 surname: Zidong Wang fullname: Zidong Wang email: zidong.wang@brunel.ac.uk organization: Dept. of Comput. Sci., Brunel Univ., Uxbridge, UK – sequence: 3 surname: Guoliang Wei fullname: Guoliang Wei email: guoliang.wei1973@gmail.com organization: Dept. of Control Sci. & Eng., Univ. of Shanghai for Sci. & Technol., Shanghai, China – sequence: 4 givenname: Fuad E. surname: Alsaadi fullname: Alsaadi, Fuad E. organization: Fac. of Eng., King Abdulaziz Univ., Jeddah, Saudi Arabia |
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SubjectTerms | 2-D systems Asymptotic properties Bandwidths Communications systems Design of experiments Detectors Discrete time systems Dynamic stability evaluation function Fault detection Fuzzy systems Generators limited communication Nonlinear dynamics nonlinear Roesser model Probability theory Protocols Randomness residual generator Round-Robin protocol Scheduling Sensors Stability analysis Stability augmentation State estimation Stochastic processes Takagi–Sugeno (T–S) fuzzy system Uncertainty update matrix |
Title | H Fuzzy Fault Detection for Uncertain 2-D Systems Under Round-Robin Scheduling Protocol |
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