Filtering for Nonlinear Genetic Regulatory Networks With Stochastic Disturbances

被引:129
|
作者
Wang, Zidong [1 ]
Lam, James [2 ]
Wei, Guoliang [3 ]
Fraser, Karl [1 ]
Liu, Xiaohui [1 ]
机构
[1] Brunel Univ, Dept Informat Syst & Comp, Uxbridge UB8 3PH, Middx, England
[2] Univ Hong Kong, Dept Mech Engn, Hong Kong, Hong Kong, Peoples R China
[3] Donghua Univ, Sch Informat Sci & Technol, Shanghai 200051, Peoples R China
基金
英国工程与自然科学研究理事会;
关键词
Decay rate; gene expression; genetic regulatory network; stochastic disturbance; time-delay;
D O I
10.1109/TAC.2008.2007862
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
In this paper, the filtering problem is investigated for nonlinear genetic regulatory networks with stochastic disturbances and time delays, where the nonlinear function describing the feedback regulation is assumed to satisfy the sector condition, the stochastic perturbation is in the form of a scalar Brownian motion, and the time delays exist in both the translation process and the feedback regulation process. The purpose of the addressed filtering problem is to estimate the true concentrations of the mRNA and protein. Specifically, we are interested in designing a linear filter such that, in the presence of time delays, stochastic disturbances as well as sector nonlinearities, the filtering dynamics of state estimation for the stochastic genetic regulatory network is exponentially mean square stable with a prescribed decay rate lower bound beta. By using the linear matrix inequality (LMI) technique, sufficient conditions are first derived for ensuring the desired filtering performance for the gene regulatory model, and the filter gain is then characterized in terms of the solution to an LMI, which 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.
引用
收藏
页码:2448 / 2457
页数:10
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