A decomposition approach for the scheduling of a steel plant production

被引:152
作者
Harjunkoski, I [1 ]
Grossmann, IE [1 ]
机构
[1] Carnegie Mellon Univ, Dept Chem Engn, Pittsburgh, PA 15213 USA
基金
美国安德鲁·梅隆基金会;
关键词
mixed integer programming; steel making; scheduling; heuristics; disaggregation;
D O I
10.1016/S0098-1354(01)00729-3
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 present a decomposition strategy for solving large scheduling problems using mathematical programming methods. Instead of formulating one huge and unsolvable MILP problem, we propose a decomposition scheme that generates smaller programs that can often be solved to global optimality. The original problem is split into subproblems in a natural way using the special features of steel making and avoiding the need for expressing the highly complex rules as explicit constraints. We present a small illustrative example problem, and several real-world problems to demonstrate the capabilities of the proposed strategy, and the fact that the solutions typically lie within 1-3% of the global optimum. (C) 2001 Published by Elsevier Science Ltd.
引用
收藏
页码:1647 / 1660
页数:14
相关论文
共 23 条
[1]  
Banks J., 2000, GETTING STARTED AUTO
[2]   INCORPORATING SCHEDULING IN THE OPTIMAL-DESIGN OF MULTIPRODUCT BATCH PLANTS [J].
BIREWAR, DB ;
GROSSMANN, IE .
COMPUTERS & CHEMICAL ENGINEERING, 1989, 13 (1-2) :141-161
[3]   Expert systems in the steel industry - Introduction [J].
Dorn, J .
IEEE EXPERT-INTELLIGENT SYSTEMS & THEIR APPLICATIONS, 1996, 11 (01) :18-21
[4]   Scheduling high-grade steelmaking [J].
Dorn, J ;
Shams, R .
IEEE EXPERT-INTELLIGENT SYSTEMS & THEIR APPLICATIONS, 1996, 11 (01) :28-35
[5]   A decomposition heuristic for scheduling the general batch chemical plant [J].
Elkamel, A ;
Zentner, M ;
Pekny, JF ;
Reklaitis, GV .
ENGINEERING OPTIMIZATION, 1997, 28 (04) :299-330
[6]   Effective continuous-time formulation for short-term scheduling. 1. Multipurpose batch processes [J].
Ierapetritou, MG ;
Floudas, CA .
INDUSTRIAL & ENGINEERING CHEMISTRY RESEARCH, 1998, 37 (11) :4341-4359
[7]  
JAIN V, 2001, IN PRESS INFORMS J C
[8]   A GENERAL ALGORITHM FOR SHORT-TERM SCHEDULING OF BATCH-OPERATIONS .1. MILP FORMULATION [J].
KONDILI, E ;
PANTELIDES, CC ;
SARGENT, RWH .
COMPUTERS & CHEMICAL ENGINEERING, 1993, 17 (02) :211-227
[9]  
LALLY B, 1987, IRON STEELMAKER, V10, P53
[10]   Primary production scheduling at steelmaking industries [J].
Lee, HS ;
Murthy, SS ;
Haider, SW ;
Morse, DV .
IBM JOURNAL OF RESEARCH AND DEVELOPMENT, 1996, 40 (02) :231-252