Title :
Analysis and design of networked control systems with long delays based on Markovian jump model
Author :
Liu, Lei-Ming ; Tong, Chao-Nan ; Zhang, Hai-Jun
Author_Institution :
Sch. of Inf. Eng., Univ. of Sci. & Technol., Beijing, China
Abstract :
A mathematical model of networked control systems (NCS) with dynamic controllers is presented when the network-induced random time-varying delays of NCS are bounded and the upper bound of which is longer than one sampling period. This paper discretizes the model of continuous-time systems, applies augmented state-space method to the model and builds a discrete-time jump system model governed by a finite state Markov process. And the necessary and sufficient conditions guaranteeing stability of the system are discussed. This paper applies interior-point algorithm to design stabilizing controllers, presents a method to get the feasible initial solution and replaces Newton direction which is generally used in the interior-point algorithm with conjugate gradient direction for simplifying the algorithm. And this improved algorithm stated above is applied effectively to the networked control system of a cart and inverted pendulum with long delays.
Keywords :
Markov processes; conjugate gradient methods; continuous time systems; control system analysis; control system synthesis; delays; discrete time systems; nonlinear systems; stability; state-space methods; Markovian jump model; Newton direction; conjugate gradient direction; continuous-time systems; discrete-time jump system model; dynamic controllers; finite state Markov process; interior-point algorithm; inverted pendulum; network-induced random time-varying delays; networked control systems; state-space method; Delay systems; Markov processes; Mathematical model; Networked control systems; Sampling methods; Stability; State-space methods; Sufficient conditions; Time varying systems; Upper bound; Networked Control Systems; delays; jump linear system;
Conference_Titel :
Machine Learning and Cybernetics, 2005. Proceedings of 2005 International Conference on
Conference_Location :
Guangzhou, China
Print_ISBN :
0-7803-9091-1
DOI :
10.1109/ICMLC.2005.1527081