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 inApplied mathematics and computation Vol. 298; pp. 171 - 187
Main Authors Zhang, Jie, Ma, Lifeng, Liu, Yurong, Lyu, Ming, Alsaadi, Fuad E., Bo, Yuming
Format Journal Article
LanguageEnglish
Published 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.
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
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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
Language English
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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...
SourceID elsevier
SourceType Publisher
StartPage 171
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
URI https://dx.doi.org/10.1016/j.amc.2016.11.014
Volume 298
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