Title :
Stability of networked control systems based on hidden Markov models
Author :
Ge, Yuan ; Chen, Qigong ; Jiang, Ming ; Liu, Zhen-an
Author_Institution :
Anhui Provincial Key Lab. of Electr. & Control, Anhui Univ. of Technol. & Sci., Wuhu
Abstract :
For the stability analysis of the networked control system (NCS) with random network-induced delays, which were considered to be governed by an underlying Markov chain with unknown probability distribution, the hidden Markov model (HMM) theory was proposed to model this kind of NCS as a jump linear system, wherein the output feedback controller was adopted. By using Baum-Welch algorithm, the parameters of the derived HMM were identified. Based on the derived closed loop model, the sufficient conditions on the existence of the stabilizing output feedback controller were established by solving a set of linear matrix inequalities (LMIs). A simulated experimental result was given to show the efficiency and feasibility of our proposed approach.
Keywords :
closed loop systems; distributed control; feedback; hidden Markov models; linear matrix inequalities; linear systems; stability; statistical distributions; Baum-Welch algorithm; Markov chain; closed loop model; hidden Markov models; jump linear system; linear matrix inequalities; networked control systems; output feedback controller; probability distribution; stability; Automatic control; Automation; Control systems; Hidden Markov models; Linear feedback control systems; Linear systems; Networked control systems; Output feedback; Stability analysis; Stochastic processes; Hidden Markov models; Jump linear systems; Network delays; Networked control systems; Stochastic stability;
Conference_Titel :
Intelligent Control and Automation, 2008. WCICA 2008. 7th World Congress on
Conference_Location :
Chongqing
Print_ISBN :
978-1-4244-2113-8
Electronic_ISBN :
978-1-4244-2114-5
DOI :
10.1109/WCICA.2008.4593818