DocumentCode :
2219865
Title :
A new input/output constrained model predictive control with frequency domain tuning technique and its application to an ethylene plant
Author :
Iino, Yutaka ; Tomida, Koji ; Fujiwara, Hideyuki ; Takagi, Yasuo ; Shigemasa, Takashi ; Yamamoto, Akihito
Author_Institution :
Energy & Mech. Res. Labs., Toshiba Corp., Japan
fYear :
1993
fDate :
15-19 Nov 1993
Firstpage :
457
Abstract :
Recently model predictive control (MPC) has attracted attention as a practical process control technique. In this paper, we outline the features of MPC and propose a new MPC method derived from the modification of generalized predictive control (GPC). Firstly, a Kalman filter based predictor is introduced in order to improve the robustness of the predictor against noises. Secondly, a time-dependent weighting factor is introduced into the MPC´s quadratic type cost function, in order to improve the transient response characteristics. Furthermore, the cost function is extended by adding a new term related to the reference tracking error of the manipulation variables. Thirdly, a parameter tuning method is proposed that adjusts the weighting factors in the cost function considering robust stability of the control system. Finally, the proposed MPC method with and without constraint conditions that are the upper/lower limits and rate limits for both manipulation variables and process control variables, is formulated. An application study of the MPC method to an ethylene plant´s dynamic simulator is described
Keywords :
Kalman filters; chemical industry; frequency-domain analysis; predictive control; process control; stability; transient response; Kalman filter; ethylene plant; frequency domain tuning; generalized predictive control; input/output constrained model predictive control; manipulation variables; parameter tuning; process control; quadratic type cost function; reference tracking error; robustness; stability; time-dependent weighting factor; transient response; Automatic control; Control systems; Cost function; Distributed control; Frequency domain analysis; Optimized production technology; Predictive control; Predictive models; Process control; Tuning;
fLanguage :
English
Publisher :
ieee
Conference_Titel :
Industrial Electronics, Control, and Instrumentation, 1993. Proceedings of the IECON '93., International Conference on
Conference_Location :
Maui, HI
Print_ISBN :
0-7803-0891-3
Type :
conf
DOI :
10.1109/IECON.1993.339034
Filename :
339034
Link To Document :
بازگشت