Iterative learning control applied to batch processes: An overview

被引:252
作者
Lee, Jay H.
Lee, Kwang S.
机构
[1] Georgia Inst Technol, Sch Chem Engn, Atlanta, GA 30332 USA
[2] Sogang Univ, Dept Chem & Biomol Engn, Seoul, South Korea
关键词
tracking control; iterative learning control; model-based control; batch process control;
D O I
10.1016/j.conengprac.2006.11.013
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
With the recent emphasis on batch processing by emerging industries like the microelectronics and biotechnology, the interest in batch process control has been renewed. This paper gives an overview of the iterative learning control (ILC) technique, which can be used to improve tracking control performance in batch processes. The fundamental concepts and review of the various ILC algorithms are presented, with a particular focus on a model-based algorithm called Q-ILC and an application involving a rapid thermal processing (RTP) system. The study indicates that one can solve a seemingly very difficult multivariable nonlinear tracking problem with relative case by intelligently combining the ILC technique with basic process insights and standard system identification techniques. Some related techniques in the literature are brought forth with the hope of unifying them. We aslo suggest some remaining challenges. (c) 2007 Elsevier Ltd. All rights reserved.
引用
收藏
页码:1306 / 1318
页数:13
相关论文
共 49 条
[1]   Iterative learning control for discrete-time systems with exponential rate of convergence [J].
Amann, N ;
Owens, DH ;
Rogers, E .
IEE PROCEEDINGS-CONTROL THEORY AND APPLICATIONS, 1996, 143 (02) :217-224
[2]  
[Anonymous], 1994, AUTOMATICA
[3]   BETTERING OPERATION OF ROBOTS BY LEARNING [J].
ARIMOTO, S ;
KAWAMURA, S ;
MIYAZAKI, F .
JOURNAL OF ROBOTIC SYSTEMS, 1984, 1 (02) :123-140
[4]  
Berber R, 1996, CHEM ENG RES DES, V74, P3
[5]   HIGHER-ORDER ITERATIVE LEARNING CONTROL ALGORITHM [J].
BIEN, Z .
IEE PROCEEDINGS-D CONTROL THEORY AND APPLICATIONS, 1989, 136 (03) :105-112
[6]   ON THE ITERATIVE LEARNING CONTROL-THEORY FOR ROBOTIC MANIPULATORS [J].
BONDI, P ;
CASALINO, G ;
GAMBARDELLA, L .
IEEE JOURNAL OF ROBOTICS AND AUTOMATION, 1988, 4 (01) :14-22
[7]  
BONVIN D, 2002, P 6 INT C CHEM PROC, V98, P255
[8]  
BREEDIJK T, 1993, PROCEEDINGS OF THE 1993 AMERICAN CONTROL CONFERENCE, VOLS 1-3, P2980
[9]  
Chin I, 2004, AUTOMATICA, V40, P1913, DOI [10.1016/j.automatica.2004.05.011, 10.1016/j.automatica.2004.05.012]
[10]   A technique for integrated quality control, profile control, and constraint handling for batch processes [J].
Chin, IS ;
Lee, KS ;
Lee, JH .
INDUSTRIAL & ENGINEERING CHEMISTRY RESEARCH, 2000, 39 (03) :693-705