Kalman-type recursive filtering for stochastic nonlinear time-delay systems with randomly occurring deception attacks
In this paper, the Kalman-type recursive filtering problem is investigated for a class of discrete-time stochastic non-linear systems subject to time-delays and randomly occurring deception attacks. The deception attack under consideration is assumed to be bounded and occur in a random way, which is...
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Published in | Chinese Control Conference pp. 5264 - 5269 |
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Main Authors | , , , |
Format | Conference Proceeding |
Language | English |
Published |
Technical Committee on Control Theory, CAA
01.07.2017
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Subjects | |
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Abstract | In this paper, the Kalman-type recursive filtering problem is investigated for a class of discrete-time stochastic non-linear systems subject to time-delays and randomly occurring deception attacks. The deception attack under consideration is assumed to be bounded and occur in a random way, which is characterized by using the Bernoulli distribution white sequences. The purpose of the problem addressed in this paper is to design the Kalman-type recursive filter such that for all admissible randomly occurring cyber attacks, time-delays, Gaussian noises, deterministic nonlinearities and stochastic nonlinearities, an upper bound of the filtering error covariance matrix can be obtained in terms of two Riccati-like difference equations. Subsequently, by minimizing such an upper bound, the optimized filter gain can be derived. Finally, a simulation example is proposed to illustrate the effectiveness of the proposed Kalman-type recursive filter design scheme. |
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AbstractList | In this paper, the Kalman-type recursive filtering problem is investigated for a class of discrete-time stochastic non-linear systems subject to time-delays and randomly occurring deception attacks. The deception attack under consideration is assumed to be bounded and occur in a random way, which is characterized by using the Bernoulli distribution white sequences. The purpose of the problem addressed in this paper is to design the Kalman-type recursive filter such that for all admissible randomly occurring cyber attacks, time-delays, Gaussian noises, deterministic nonlinearities and stochastic nonlinearities, an upper bound of the filtering error covariance matrix can be obtained in terms of two Riccati-like difference equations. Subsequently, by minimizing such an upper bound, the optimized filter gain can be derived. Finally, a simulation example is proposed to illustrate the effectiveness of the proposed Kalman-type recursive filter design scheme. |
Author | Ding, Derui Wei, Guoliang Liu, Shuai Mao, Jingyang |
Author_xml | – sequence: 1 givenname: Shuai surname: Liu fullname: Liu, Shuai email: liushuai871030@163.com organization: Business School, University of Shanghai for Science and Technology, Shanghai 200093, P. R. China – sequence: 2 givenname: Guoliang surname: Wei fullname: Wei, Guoliang email: guoliang.wei1973@gmail.com organization: Department of Control Science and Engineering, Key Laboratory of Modern Optical System, University of Shanghai for Science and Technology, Shanghai 200093, P. R. China – sequence: 3 givenname: Derui surname: Ding fullname: Ding, Derui email: deruiding2010@gmail.com organization: Department of Control Science and Engineering, Key Laboratory of Modern Optical System, University of Shanghai for Science and Technology, Shanghai 200093, P. R. China – sequence: 4 givenname: Jingyang surname: Mao fullname: Mao, Jingyang email: nocmao@163.com organization: Department of Control Science and Engineering, Key Laboratory of Modern Optical System, University of Shanghai for Science and Technology, Shanghai 200093, P. R. China |
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Snippet | In this paper, the Kalman-type recursive filtering problem is investigated for a class of discrete-time stochastic non-linear systems subject to time-delays... |
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SubjectTerms | Covariance matrices Difference equations Kalman filters Nonlinear systems randomly occurring deception attack Recursive filtering Riccati-like difference equation stochastic nonlinear system Stochastic processes Symmetric matrices Upper bound |
Title | Kalman-type recursive filtering for stochastic nonlinear time-delay systems with randomly occurring deception attacks |
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