A novel MILP model and an improved genetic algorithm for disassembly line balancing and sequence planning with partial destructive mode

序列(生物学) 遗传算法 模式(计算机接口) 数学优化 直线(几何图形) 计算机科学 算法 工程类 数学 化学 生物化学 几何学 操作系统
作者
Kaipu Wang,Jun Guo,Baigang Du,Yibing Li,Hongtao Tang,Xinyu Li,Liang Gao
出处
期刊:Computers & Industrial Engineering [Elsevier]
卷期号:186: 109704-109704 被引量:30
标识
DOI:10.1016/j.cie.2023.109704
摘要

Collaborative optimization of disassembly line balancing and disassembly sequence planning can effectively reduce ineffective operation time. Considering the uncertainty of the connection relationship between parts of end-of-life products, a partial destructive disassembly mode based on the disassembly feasibility is introduced. In this study, a mixed integer linear programming (MILP) model of disassembly line balancing and sequence planning (DLBSP) is constructed. The aim is to minimize the number of stations, smoothness index, and energy consumption, and maximize the disassembly profit simultaneously. To obtain high-quality disassembly schemes, a multi-objective improved genetic algorithm is proposed. An encoding and decoding strategy based on problem characteristics is designed to improve the quality of the initial solutions. The feasibility of crossover and mutation operations is ensured by introducing precedence constraints, and a single-point insertion neighborhood strategy is designed to improve the local search ability of the algorithm. Then, the effectiveness of the proposed model and algorithm is verified in a small-scale case, and the performance of the proposed algorithm is better than that of nine meta-heuristics through 22 test cases. Next, the proposed model and algorithm are applied to a real CRT TV disassembly case. It is shown that the new disassembly scheme can reduce two stations, improve smoothness by 99.83%, increase profits by 89.75%, and reduce energy consumption by 24.66% compared to the original scheme. Finally, a DLBSP optimization system is developed, which can reduce the application difficulty of the proposed model and algorithm.
最长约 10秒,即可获得该文献文件

科研通智能强力驱动
Strongly Powered by AbleSci AI
更新
PDF的下载单位、IP信息已删除 (2025-6-4)

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
棕榈发布了新的文献求助10
1秒前
完美世界应助S1采纳,获得10
1秒前
1秒前
2秒前
2秒前
3秒前
量子星尘发布了新的文献求助10
3秒前
sophia完成签到,获得积分10
3秒前
3秒前
Lyp888206发布了新的文献求助10
4秒前
5秒前
ll发布了新的文献求助10
6秒前
sophia发布了新的文献求助20
6秒前
复杂绝悟发布了新的文献求助10
7秒前
8秒前
爱雪的猫发布了新的文献求助10
8秒前
8秒前
王倩倩发布了新的文献求助20
10秒前
shary完成签到,获得积分10
10秒前
甜蜜骁发布了新的文献求助30
11秒前
祖老头发布了新的文献求助10
12秒前
英俊的铭应助起司猫采纳,获得10
12秒前
Double完成签到 ,获得积分10
12秒前
科研通AI6应助不安的凡桃采纳,获得10
12秒前
Owen应助棕榈采纳,获得10
14秒前
Sakurasamada发布了新的文献求助20
14秒前
14秒前
白羊完成签到,获得积分10
15秒前
15秒前
薛之谦的猫应助任性白秋采纳,获得10
15秒前
向日葵完成签到 ,获得积分10
15秒前
Lee完成签到,获得积分10
16秒前
16秒前
17秒前
18秒前
Lee发布了新的文献求助10
19秒前
19秒前
潇洒毛给潇洒毛的求助进行了留言
20秒前
颖火虫2588发布了新的文献求助10
20秒前
21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
Encyclopedia of Agriculture and Food Systems Third Edition 2000
Clinical Microbiology Procedures Handbook, Multi-Volume, 5th Edition 临床微生物学程序手册,多卷,第5版 2000
Les Mantodea de Guyane: Insecta, Polyneoptera [The Mantids of French Guiana] | NHBS Field Guides & Natural History 1500
The Victim–Offender Overlap During the Global Pandemic: A Comparative Study Across Western and Non-Western Countries 1000
King Tyrant 720
T/CIET 1631—2025《构网型柔性直流输电技术应用指南》 500
热门求助领域 (近24小时)
化学 材料科学 生物 医学 工程类 计算机科学 有机化学 物理 生物化学 纳米技术 复合材料 内科学 化学工程 人工智能 催化作用 遗传学 数学 基因 量子力学 物理化学
热门帖子
关注 科研通微信公众号,转发送积分 5594501
求助须知:如何正确求助?哪些是违规求助? 4680157
关于积分的说明 14813307
捐赠科研通 4647283
什么是DOI,文献DOI怎么找? 2534960
邀请新用户注册赠送积分活动 1503016
关于科研通互助平台的介绍 1469521