Title :
Robust H∞ filtering for discrete time-varying systems with nonlinearities and probabilistic output degradation
Author :
Zhengwang Jia ; Yongcheng Sun ; Wei Chen
Author_Institution :
28th Res. Inst., China Electron. Technol. Group Corp., Nanjing, China
Abstract :
This paper is concerned with the H∞ filtering problem for a class of time-varying systems with nonlinearities and probabilistic output degradation phenomenon. Such a phenomenon is described by a random variable which obeys the Bernoulli distribution with probability known priorly. By means of the linear matrix inequality approach, a sufficient condition is derived for the time-varying system to reach the required H∞ performance. An iterative algorithm is then proposed to obtain the filter parameters recursively by solving the corresponding linear matrix inequality. A numerical example is presented to show the effectiveness of the proposed method.
Keywords :
H∞ control; control nonlinearities; discrete systems; iterative methods; linear matrix inequalities; robust control; statistical distributions; time-varying systems; Bernoulli distribution; discrete time-varying systems with nonlinearities; filter parameters; iterative algorithm; linear matrix inequality approach; probabilistic output degradation phenomenon; random variable; robust H∞ filtering; sufficient condition; Algorithm design and analysis; Degradation; Linear matrix inequalities; Probabilistic logic; Sensor systems; Time-varying systems; H∞ filtering; nonlinear systems; probabilistic output degradation; time-varying systems;
Conference_Titel :
Control Conference (CCC), 2014 33rd Chinese
Conference_Location :
Nanjing
DOI :
10.1109/ChiCC.2014.6896917