Title :
Analytic approach to generalised predictive control of nonlinear systems
Author :
Chen, Wen-Hua ; Ballance, Donald J. ; Gawthrop, Peter J.
Author_Institution :
Dept. of Mech. Eng., Glasgow Univ., UK
Abstract :
Various nonlinear predictive control methods for discrete-time systems have been developed. The main shortcoming of those methods is that online dynamic optimisation is required, which, in general, is non-convex, and its computational burden grows exponentially with the decision variables. Hence computational issue is an active subject in predictive control. Almost all engineering systems are described by continuous-time differential equations and it is natural to develop generalised predictive control (GPC) in a continuous-time setting. A new nonlinear GPC method is introduced in this paper. The result is based on four concepts: prediction via Taylor series expansion, receding horizon control, control constraints (within the moving horizon time frame) and optimisation
Keywords :
predictive control; SISO systems; Taylor series; closed loop systems; continuous-time systems; generalised predictive control; nonlinear systems; optimal control; optimisation; performance index; receding horizon control; stability; time domain analysis;
Conference_Titel :
Model Predictive Control: Techniques and Applications - Day 1 (Ref. No. 1999/095), IEE Two-Day Workshop on
Conference_Location :
London
DOI :
10.1049/ic:19990537