Retrospective on optimization

被引:427
作者
Biegler, LT [1 ]
Grossmann, IE [1 ]
机构
[1] Carnegie Mellon Univ, Dept Chem Engn, Pittsburgh, PA 15213 USA
关键词
process optimization; nonlinear programming; mixed integer nonlinear programming; linear programming; dynamic optimization; stochastic optimization;
D O I
10.1016/j.compchemeng.2003.11.003
中图分类号
TP39 [计算机的应用];
学科分类号
081203 ; 0835 ;
摘要
In this paper, we provide a general classification of mathematical optimization problems, followed by a matrix of applications that shows the areas in which these problems have been typically applied in process systems engineering. We then provide a review of solution methods of the major types of optimization problems for continuous and discrete variable optimization, particularly nonlinear and mixed-integer nonlinear programming (MINLP). We also review their extensions to dynamic optimization and optimization under uncertainty. While these areas are still subject to significant research efforts, the emphasis in this paper is on major developments that have taken place over the last 25 years. (C) 2003 Elsevier Ltd. All rights reserved.
引用
收藏
页码:1169 / 1192
页数:24
相关论文
共 138 条
[31]   USE OF RANDOM ADMISSIBLE VALUES FOR CONTROL IN ITERATIVE DYNAMIC-PROGRAMMING [J].
BOJKOV, B ;
LUUS, R .
INDUSTRIAL & ENGINEERING CHEMISTRY RESEARCH, 1992, 31 (05) :1308-1314
[32]   AN IMPROVED BRANCH-AND-BOUND ALGORITHM FOR MIXED-INTEGER NONLINEAR PROGRAMS [J].
BORCHERS, B ;
MITCHELL, JE .
COMPUTERS & OPERATIONS RESEARCH, 1994, 21 (04) :359-367
[33]  
Brooke A., 1998, GAMS USERS GUIDE
[34]  
Bryson A. E., 1969, Applied Optimal Control: Optimization, Estimation, and Control
[35]  
Byrd R. H., 1997, INTERIOR POINT ALGOR
[36]   Large-scale DAE optimization using a simultaneous NLP formulation [J].
Cervantes, A ;
Biegler, LT .
AICHE JOURNAL, 1998, 44 (05) :1038-1050
[37]   Large-scale dynamic optimization for grade transitions in a low density polyethylene plant [J].
Cervantes, AM ;
Tonelli, S ;
Brandolin, A ;
Bandoni, JA ;
Biegler, LT .
COMPUTERS & CHEMICAL ENGINEERING, 2002, 26 (02) :227-237
[38]  
Conn A., 2000, SOC IND APPL MATH, DOI [10.1137/1.9780898719857, DOI 10.1137/1.9780898719857]
[39]   Recent progress in unconstrained nonlinear optimization without derivatives [J].
Conn, AR ;
Scheinberg, K ;
Toint, PL .
MATHEMATICAL PROGRAMMING, 1997, 79 (1-3) :397-414
[40]   SIMULTANEOUS-OPTIMIZATION AND SOLUTION METHODS FOR BATCH REACTOR CONTROL PROFILES [J].
CUTHRELL, JE ;
BIEGLER, LT .
COMPUTERS & CHEMICAL ENGINEERING, 1989, 13 (1-2) :49-62