H∞ and l2−l∞ finite-horizon filtering with randomly occurring gain variations and quantization effects
This paper investigates the H∞ and l2−l∞ filtering problem for discrete stochastic nonlinear system with randomly occurring gain variations and quantization effects over a finite horizon. The system under consideration is subject to time-varying parameters and exogenous signals. A Bernoulli distribu...
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Published in | Applied mathematics and computation Vol. 298; pp. 171 - 187 |
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Main Authors | , , , , , |
Format | Journal Article |
Language | English |
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Elsevier Inc
01.04.2017
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Abstract | This paper investigates the H∞ and l2−l∞ filtering problem for discrete stochastic nonlinear system with randomly occurring gain variations and quantization effects over a finite horizon. The system under consideration is subject to time-varying parameters and exogenous signals. A Bernoulli distributed white sequence with a known conditional probability is introduced to describe the binary switching phenomenon between two types of nonlinear disturbances. The randomly occurring filter gain variations are utilized to express the random change of filter parameters that is governed by a binary sequences taking values on 0 or 1. Moreover, the quantization effects of measurements are also taken into account where a form of logarithmic quantizer is applied. By using the recursive linear matrix inequalities (RLMIs) approach, sufficient conditions are established for the existence of the desired finite-horizon filter to guarantee the H∞ and l2−l∞ performance specifications at the same time. A numerical example is proposed to show the correctness and effectiveness of the proposed design method. |
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AbstractList | This paper investigates the H∞ and l2−l∞ filtering problem for discrete stochastic nonlinear system with randomly occurring gain variations and quantization effects over a finite horizon. The system under consideration is subject to time-varying parameters and exogenous signals. A Bernoulli distributed white sequence with a known conditional probability is introduced to describe the binary switching phenomenon between two types of nonlinear disturbances. The randomly occurring filter gain variations are utilized to express the random change of filter parameters that is governed by a binary sequences taking values on 0 or 1. Moreover, the quantization effects of measurements are also taken into account where a form of logarithmic quantizer is applied. By using the recursive linear matrix inequalities (RLMIs) approach, sufficient conditions are established for the existence of the desired finite-horizon filter to guarantee the H∞ and l2−l∞ performance specifications at the same time. A numerical example is proposed to show the correctness and effectiveness of the proposed design method. |
Author | Alsaadi, Fuad E. Zhang, Jie Bo, Yuming Lyu, Ming Ma, Lifeng Liu, Yurong |
Author_xml | – sequence: 1 givenname: Jie surname: Zhang fullname: Zhang, Jie organization: School of Automation, Nanjing University of Science and Technology, Nanjing 210094, China – sequence: 2 givenname: Lifeng surname: Ma fullname: Ma, Lifeng email: malifeng@njust.edu.cn organization: School of Automation, Nanjing University of Science and Technology, Nanjing 210094, China – sequence: 3 givenname: Yurong surname: Liu fullname: Liu, Yurong organization: Department of Electrical and Computer Engineering, Faculty of Engineering, King Abdulaziz University, Jeddah 21589, Saudi Arabia – sequence: 4 givenname: Ming surname: Lyu fullname: Lyu, Ming organization: Simulation Equipment Business Department, North Information Control Group Co., Ltd., Nanjing 211153, China – sequence: 5 givenname: Fuad E. orcidid: 0000-0001-6420-3948 surname: Alsaadi fullname: Alsaadi, Fuad E. organization: Department of Electrical and Computer Engineering, Faculty of Engineering, King Abdulaziz University, Jeddah 21589, Saudi Arabia – sequence: 6 givenname: Yuming surname: Bo fullname: Bo, Yuming organization: School of Automation, Nanjing University of Science and Technology, Nanjing 210094, China |
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Keywords | Recursive linear matrix inequalities (RLMIs) Quantization effects Stochastic gain variations Stochastic nonlinear system H∞ and l2−l∞ filtering Discrete time-varying system |
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Snippet | This paper investigates the H∞ and l2−l∞ filtering problem for discrete stochastic nonlinear system with randomly occurring gain variations and quantization... |
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SubjectTerms | Discrete time-varying system H∞ and [formula omitted] filtering Quantization effects Recursive linear matrix inequalities (RLMIs) Stochastic gain variations Stochastic nonlinear system |
Title | H∞ and l2−l∞ finite-horizon filtering with randomly occurring gain variations and quantization effects |
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