An effective artificial fish swarm optimization algorithm for two-sided assembly line balancing problems

被引:23
作者
Zhong, Yuguang [1 ]
Deng, Zexiao [1 ]
Xu, Ke [1 ]
机构
[1] Harbin Engn Univ, Coll Mech & Elect Engn, Harbin 150001, Heilongjiang, Peoples R China
基金
中国国家自然科学基金;
关键词
Fish swarm algorithm; Two-sided assembly line; Assembly line balancing; Optimization computing; MATHEMATICAL-MODEL; GENETIC ALGORITHM;
D O I
10.1016/j.cie.2019.106121
中图分类号
TP39 [计算机的应用];
学科分类号
081203 ; 0835 ;
摘要
Two-sided assembly lines are often used in assembly of large-sized products, such as automobiles, buses and trucks. Compared to the traditional one-sided assembly line, two-sided assembly line has advantages of shorter line and higher utilization of fixture. However, normal balancing method is not applicable to solve the two-sided assembly line balancing problem since the constraint conditions become more complicated. On the other hand, artificial fish swarm algorithm is a relatively new member of swarm intelligence based on swarm behaviors that were inspired from social behaviors of fish swarm in nature. As a typical application of behaviorism in artificial intelligence, artificial fish swarm algorithm can search for the global optimum. So it is a good candidate for developing new search algorithm for solving optimization problems in operational research. In this research, an effective discrete artificial fish swarm algorithm is developed to solve the cost-oriented assembly line balancing problems which aims to minimize the construction cost and at the same time minimize the number of matestation. Through extensive computational experiments, the performance of the proposed artificial fish swarm algorithm is examined. The experimental results validate the effectiveness and efficiency of the proposed method.
引用
收藏
页数:12
相关论文
共 20 条
[1]   Cost-oriented assembly line balancing: Model formulations, solution difficulty, upper and lower bounds [J].
Amen, M .
EUROPEAN JOURNAL OF OPERATIONAL RESEARCH, 2006, 168 (03) :747-770
[2]   An exact method for cost-oriented assembly line balancing [J].
Amen, M .
INTERNATIONAL JOURNAL OF PRODUCTION ECONOMICS, 2000, 64 (1-3) :187-195
[3]   BALANCING 2-SIDED ASSEMBLY LINES - A CASE-STUDY [J].
BARTHOLDI, JJ .
INTERNATIONAL JOURNAL OF PRODUCTION RESEARCH, 1993, 31 (10) :2447-2461
[4]   Two-sided assembly line balancing considering the relationships between tasks [J].
Khorasanian, Danial ;
Hejazi, Seyyed Reza ;
Moslehi, Ghasem .
COMPUTERS & INDUSTRIAL ENGINEERING, 2013, 66 (04) :1096-1105
[5]   A mathematical model and a genetic algorithm for two-sided assembly line balancing [J].
Kim, Yeo Keun ;
Song, Won Seop ;
Kim, Jun Hyuk .
COMPUTERS & OPERATIONS RESEARCH, 2009, 36 (03) :853-865
[6]   Two-sided assembly line balancing: a genetic algorithm approach [J].
Kim, YK ;
Kim, YH ;
Kim, YJ .
PRODUCTION PLANNING & CONTROL, 2000, 11 (01) :44-53
[7]   Balancing of mixed-model two-sided assembly lines with underground workstations: A mathematical model and ant colony optimization algorithm [J].
Kucukkoc, Ibrahim ;
Li, Zixiang ;
Karaoglan, Aslan D. ;
Zhang, David Z. .
INTERNATIONAL JOURNAL OF PRODUCTION ECONOMICS, 2018, 205 :228-243
[8]   Two-sided assembly line balancing to maximize work relatedness and slackness [J].
Lee, TO ;
Kim, Y ;
Kim, YK .
COMPUTERS & INDUSTRIAL ENGINEERING, 2001, 40 (03) :273-292
[9]   Comprehensive review and evaluation of heuristics and meta-heuristics for two-sided assembly line balancing problem [J].
Li, Zixiang ;
Kucukkoc, Ibrahim ;
Nilakantan, J. Mukund .
COMPUTERS & OPERATIONS RESEARCH, 2017, 84 :146-161
[10]   Multiple-criteria decision-making in two-sided assembly line balancing: A goal programming and a fuzzy goal programming models [J].
Ozcan, Ugur ;
Toklu, Bilal .
COMPUTERS & OPERATIONS RESEARCH, 2009, 36 (06) :1955-1965