An ant colony algorithm for solving budget constrained and unconstrained dynamic facility layout problems

被引:98
作者
Baykasoglu, A [1 ]
Dereli, T [1 ]
Sabuncu, I [1 ]
机构
[1] Univ Gaziantep, Dept Ind Engn, TR-27310 Gaziantep, Turkey
来源
OMEGA-INTERNATIONAL JOURNAL OF MANAGEMENT SCIENCE | 2006年 / 34卷 / 04期
关键词
dynamic facility layout; ant colony optimization; heuristics;
D O I
10.1016/j.omega.2004.12.001
中图分类号
C93 [管理学];
学科分类号
12 ; 1201 ; 1202 ; 120202 ;
摘要
The main characteristic of today's manufacturing environments is volatility. Under a volatile environment, demand is not stable. It changes from one production period to another. To operate efficiently under such environments, the facilities must be adaptive to changing production requirements. From a layout point of view, this situation requires the solution of the dynamic layout problem (DLP). DLP is a computationally complex combinatorial optimization problem for which optimal solutions can only be found for small size problems. It is known that classical optimization procedures are not adequate for this problem. Therefore, several heuristics including taboo search, simulated annealing and genetic algorithm are applied to this problem to find a good solution. This work makes use of the ant colony optimization (ACO) algorithm to solve the DLP by considering the budget constraints. The paper makes the first attempt to show how the ACO can be applied to DLP with the budget constraints. In the paper, example applications are presented and computational experiments are performed to present suitability of the ACO to solve the DLP problems. Promising results are obtained from the solution of several test problems. (c) 2005 Elsevier Ltd. All rights reserved.
引用
收藏
页码:385 / 396
页数:12
相关论文
共 28 条
[1]   DYNAMIC LAYOUT STRATEGIES FOR FLEXIBLE MANUFACTURING SYSTEMS [J].
AFENTAKIS, P ;
MILLEN, RA ;
SOLOMON, MM .
INTERNATIONAL JOURNAL OF PRODUCTION RESEARCH, 1990, 28 (02) :311-323
[2]   Dynamic layout algorithms: a state-of-the-art survey [J].
Balakrishnan, J ;
Cheng, CH .
OMEGA-INTERNATIONAL JOURNAL OF MANAGEMENT SCIENCE, 1998, 26 (04) :507-521
[3]   SOLUTIONS FOR THE CONSTRAINED DYNAMIC FACILITY LAYOUT PROBLEM [J].
BALAKRISHNAN, J ;
JACOBS, FR ;
VENKATARAMANAN, MA .
EUROPEAN JOURNAL OF OPERATIONAL RESEARCH, 1992, 57 (02) :280-286
[4]   Genetic search and the dynamic layout problem [J].
Balakrishnan, J ;
Cheng, CH .
COMPUTERS & OPERATIONS RESEARCH, 2000, 27 (06) :587-593
[5]   A simulated annealing algorithm for dynamic layout problem [J].
Baykasoglu, A ;
Gindy, NNZ .
COMPUTERS & OPERATIONS RESEARCH, 2001, 28 (14) :1403-1426
[6]  
Bullmore ET, 1999, HUM BRAIN MAPP, V7, P38, DOI 10.1002/(SICI)1097-0193(1999)7:1<38::AID-HBM4>3.3.CO
[7]  
2-H
[8]  
Colorni A., 1994, JORBEL BELGIAN J OPE, V34, P39
[9]   GENETIC SEARCH AND THE DYNAMIC FACILITY LAYOUT PROBLEM [J].
CONWAY, DG ;
VENKATARAMANAN, MA .
COMPUTERS & OPERATIONS RESEARCH, 1994, 21 (08) :955-960
[10]   Ants can colour graphs [J].
Costa, D ;
Hertz, A .
JOURNAL OF THE OPERATIONAL RESEARCH SOCIETY, 1997, 48 (03) :295-305