Auto-tune system using single-run relay feedback test and model-based controller design

被引:48
作者
Huang, HP [1 ]
Jeng, JC [1 ]
Luo, KY [1 ]
机构
[1] Natl Taiwan Univ, Dept Chem Engn, Taipei 10617, Taiwan
关键词
auto-tune; relay feedback; artificial neural network; apparent deadtime;
D O I
10.1016/j.jprocont.2004.11.004
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
In this paper, a systematic approach for auto-tune of PI/PID controller is proposed. A single run of the relay feedback experiment is carried out to characterize the dynamics including the type of damping behavior, the ultimate gain, and ultimate frequency. Then, according to the estimated damping behavior, the process is classified into two groups. For each group of processes, model-based rules for controller tuning are derived in terms of ultimate gains and ultimate frequencies. To classify the processes, the estimation of an apparent deadtime is required. Two artificial neural networks (ANNs) that characterize this apparent deadtime using the ATV data are thus included to facilitate this estimation of this apparent deadtime. The model-based design for this auto-tuning makes uses of parametric models of FOPDT (i.e. first-order-plus-dead-time) and of SOPDT (i.e. second-order-plus-dead-time) dynamics. The results from simulations show that the controllers thus tuned have satisfactory results compared with those from other methods. (c) 2004 Elsevier Ltd. All rights reserved.
引用
收藏
页码:713 / 727
页数:15
相关论文
共 16 条
[1]  
ASTROM KJ, 1984, AUTOMATICA, V20, P645, DOI 10.1016/0005-1098(84)90014-1
[2]   DERIVATION OF TRANSFER-FUNCTION FROM RELAY FEEDBACK-SYSTEMS [J].
CHANG, RC ;
SHEN, SH ;
YU, CC .
INDUSTRIAL & ENGINEERING CHEMISTRY RESEARCH, 1992, 31 (03) :855-860
[3]  
CHIEN IL, 1990, CHEM ENG PROG, V86, P33
[4]   Identification for monitoring and autotuning of PID controllers [J].
Huang, HP ;
Jeng, JC .
JOURNAL OF CHEMICAL ENGINEERING OF JAPAN, 2003, 36 (03) :284-296
[5]   Monitoring and assessment of control performance for single loop systems [J].
Huang, HP ;
Jeng, JC .
INDUSTRIAL & ENGINEERING CHEMISTRY RESEARCH, 2002, 41 (05) :1297-1309
[6]   Identification of transfer function models from the relay feedback test [J].
Huang, HP ;
Lee, MW ;
Chien, IL .
CHEMICAL ENGINEERING COMMUNICATIONS, 2000, 180 :231-253
[7]   Parameter estimation from relay autotuning with asymmetric limit cycle data [J].
Kaya, I ;
Atherton, DP .
JOURNAL OF PROCESS CONTROL, 2001, 11 (04) :429-439
[8]   COMPARISON OF 2 IDENTIFICATION METHODS FOR PID CONTROLLER TUNING [J].
LEE, J ;
SUNG, SW .
AICHE JOURNAL, 1993, 39 (04) :695-697
[9]   AN IMPROVED AUTOTUNE IDENTIFICATION METHOD [J].
LI, W ;
ESKINAT, E ;
LUYBEN, WL .
INDUSTRIAL & ENGINEERING CHEMISTRY RESEARCH, 1991, 30 (07) :1530-1541