Robust filtering for stochastic genetic regulatory networks with time-varying delay

被引:53
|
作者
Wei, Guoliang [1 ]
Wang, Zidong [1 ,2 ]
Lam, James [3 ]
Fraser, Karl [2 ]
Rao, Ganti Prasada [4 ]
Liu, Xiaohui [2 ]
机构
[1] Donghua Univ, Sch Informat Sci & Technol, Shanghai 200051, Peoples R China
[2] Brunel Univ, Dept Informat Syst & Comp, Uxbridge UB8 3PH, Middx, England
[3] Univ Hong Kong, Dept Mech Engn, Hong Kong, Hong Kong, Peoples R China
[4] UNESCO, EOLSS, Joint Comm, Abu Dhabi, U Arab Emirates
基金
中国国家自然科学基金; 英国生物技术与生命科学研究理事会;
关键词
Genetic regulatory network; Polytopic-type uncertainty; Decay rate; Time-varying delay; Stochastic disturbance; STABILITY; EXPRESSION; SYSTEMS; NOISE; DESIGN;
D O I
10.1016/j.mbs.2009.04.002
中图分类号
Q [生物科学];
学科分类号
07 ; 0710 ; 09 ;
摘要
This paper addresses the robust filtering problem for a class of linear genetic regulatory networks (GRNs) with stochastic disturbances, parameter uncertainties and time delays. The parameter uncertainties are assumed to reside in a polytopic region, the stochastic disturbance is state-dependent described by a scalar Brownian motion, and the time-varying delays enter into both the translation process and the feedback regulation process. We aim to estimate the true concentrations of mRNA and protein by designing a linear filter such that, for all admissible time delays, stochastic disturbances as well as polytopic uncertainties, the augmented state estimation dynamics is exponentially mean square stable with an expected decay rate. A delay-dependent linear matrix inequality (LMI) approach is first developed to derive sufficient conditions that guarantee the exponential stability of the augmented dynamics, and then the filter gains are parameterized in terms of the solution to a set of LMIs. Note that LMIs can be easily solved by using standard software packages. A simulation example is exploited in order to illustrate the effectiveness of the proposed design procedures. (c) 2009 Elsevier Inc. All rights reserved.
引用
收藏
页码:73 / 80
页数:8
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