Optimization of a multi-constraint two-sided assembly line balancing problem using an improved imperialist competitive algorithm

数学优化 计算机科学 算法 遗传算法 最优化问题 装配线 帝国主义竞争算法 混合算法(约束满足) 约束(计算机辅助设计) 元启发式 趋同(经济学) 优化算法 启发式 粒子群优化
作者
Mingshun Yang,Li Ba,Erbao Xu,Yan Li,Yong Liu,Xinqin Gao
出处
期刊:Assembly Automation [Emerald Publishing Limited]
卷期号:40 (2): 273-282
标识
DOI:10.1108/aa-04-2019-0064
摘要

Assembly is the last step in manufacturing processes. The two-sided assembly line balancing problem (TALBP) is a typical research focus in the field of combinatorial optimization. This paper aims to study a multi-constraint TALBP-I (MC-TALBP-I) that involves positional constraints, zoning constraints and synchronism constraints to make TALBP more in line with real production. For enhancing quality of assembly solution, an improved imperialist competitive algorithm (ICA) is designed for solving the problem.,A mathematical model for minimizing the weighted sum of the number of mated-stations and stations is established. An improved ICA is designed based on a priority value encoding structure for solving MC-TALBP-I.,The proposed ICA was tested by several benchmarks involving positional constraints, zoning constraints and synchronism constraints. This algorithm was compared with the late acceptance hill-climbing (LAHC) algorithm in several instances. The results demonstrated that the ICA provides much better performance than the LAHC algorithm.,The best solution obtained by solving MC-TALBP-I is more feasible for determining the real assembly solution than the best solution obtained by solving based TALBP-I only.,A novel ICA based on priority value encoding is proposed in this paper. Initial countries are generated by a heuristic method. An imperialist development strategy is designed to improve the qualities of countries. The effectiveness of the ICA is indicated through a set of benchmarks.

科研通智能强力驱动
Strongly Powered by AbleSci AI
科研通是完全免费的文献互助平台,具备全网最快的应助速度,最高的求助完成率。 对每一个文献求助,科研通都将尽心尽力,给求助人一个满意的交代。
实时播报
ymm发布了新的文献求助10
刚刚
1秒前
1秒前
Savior应助龙龙哥的迷糊采纳,获得10
1秒前
橙以澄完成签到,获得积分10
1秒前
2秒前
2秒前
jq完成签到,获得积分10
3秒前
YJL发布了新的文献求助10
4秒前
武元彤发布了新的文献求助20
4秒前
JamesPei应助keyan采纳,获得10
4秒前
4秒前
研友_8Y26PL发布了新的文献求助10
5秒前
5秒前
CC关闭了CC文献求助
5秒前
5秒前
6秒前
在水一方应助Mansis采纳,获得10
6秒前
栗雨晴发布了新的文献求助10
7秒前
今后应助更远的天空采纳,获得10
7秒前
582完成签到 ,获得积分10
7秒前
YF完成签到 ,获得积分10
8秒前
micozhao完成签到,获得积分10
8秒前
科研通AI6.3应助领子采纳,获得10
9秒前
angelinazh完成签到,获得积分10
10秒前
10秒前
想去电影院完成签到,获得积分10
10秒前
maomao完成签到 ,获得积分10
11秒前
彭于晏应助跳跃的曼荷采纳,获得10
11秒前
linman发布了新的文献求助10
11秒前
12秒前
12秒前
方方发布了新的文献求助10
13秒前
15秒前
华仔应助Sesenta1采纳,获得10
16秒前
16秒前
16秒前
斯文荠完成签到,获得积分10
17秒前
liu发布了新的文献求助80
17秒前
keyan发布了新的文献求助10
17秒前
高分求助中
(应助此贴封号)【重要!!请各用户(尤其是新用户)详细阅读】【科研通的精品贴汇总】 10000
AnnualResearch andConsultation Report of Panorama survey and Investment strategy onChinaIndustry 1000
卤化钙钛矿人工突触的研究 1000
Engineering for calcareous sediments : proceedings of the International Conference on Calcareous Sediments, Perth 15-18 March 1988 / edited by R.J. Jewell, D.C. Andrews 1000
Continuing Syntax 1000
Signals, Systems, and Signal Processing 610
2026 Hospital Accreditation Standards 500
热门求助领域 (近24小时)
化学 材料科学 医学 生物 纳米技术 工程类 有机化学 化学工程 生物化学 计算机科学 物理 内科学 复合材料 催化作用 物理化学 光电子学 电极 细胞生物学 基因 无机化学
热门帖子
关注 科研通微信公众号,转发送积分 6264842
求助须知:如何正确求助?哪些是违规求助? 8086598
关于积分的说明 16900453
捐赠科研通 5335245
什么是DOI,文献DOI怎么找? 2839690
邀请新用户注册赠送积分活动 1817007
关于科研通互助平台的介绍 1670573