A multi-objective genetic algorithm for solving assembly line balancing problem

被引:118
作者
Ponnambalam, SG [1 ]
Aravindan, P
Naidu, GM
机构
[1] Reg Engn Coll, Dept Prod Engn, Tiruchirappalli 620015, India
[2] PSG Coll Technol, Dept Mech Engn, Coimbatore 641004, Tamil Nadu, India
关键词
assembly line balancing; heuristic rules; multiobjective genetic algorithm;
D O I
10.1007/s001700050166
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 multi-objective genetic algorithm to solve assembly line balancing problems is proposed. The performance criteria considered are the number of workstations, the line efficiency, the smoothness index before trade and transfer, and the smoothness index after trade and transfer. The developed genetic algorithm is compared with six popular heuristic algorithms, namely, ranked positional weight, Kilbridge and West, Moodie and Young, Hoffmann precedence matrix, immediate update first fit, and rank and assign heuristic methods. For comparative evaluation, 20 networks are collected from open literature, and are used with five different cycle times. All the six heuristics and the genetic algorithm are coded in C++ language. It is found that the proposed genetic algorithm performs better in all the performance measures than the heuristics. However, the execution time for the GA is longer, because the GA searches for global optimal solutions with more iterations.
引用
收藏
页码:341 / 352
页数:12
相关论文
共 20 条
[1]  
[Anonymous], 150 U WAT
[2]  
ARCUS A, 1963, THESIS U CALIFORNIA
[3]  
Askin R G., 1993, Modelling and Analysis of Manufacturing Systems
[4]   A SURVEY OF EXACT ALGORITHMS FOR THE SIMPLE ASSEMBLY LINE BALANCING PROBLEM [J].
BAYBARS, I .
MANAGEMENT SCIENCE, 1986, 32 (08) :909-932
[5]  
Boucher T. O., 1994, PRENTICE HALL INT SE
[6]  
BRIAN TF, 1986, MANAGE SCI, V32, P430
[7]  
BRIAN TF, 1984, MANAGE SCI, V30, P85
[8]   A COMPREHENSIVE LITERATURE-REVIEW AND ANALYSIS OF THE DESIGN, BALANCING AND SCHEDULING OF ASSEMBLY SYSTEMS [J].
GHOSH, S ;
GAGNON, RJ .
INTERNATIONAL JOURNAL OF PRODUCTION RESEARCH, 1989, 27 (04) :637-670
[9]  
GROOVER MP, 1996, AUTOMATION PRODUCTIO
[10]   AN ALGORITHM FOR THE LINE BALANCING PROBLEM [J].
GUTJAHR, AL ;
NEMHAUSER, GL .
MANAGEMENT SCIENCE, 1964, 11 (02) :308-315