An efficient critical path based method for permutation flow shop scheduling problem

关键路径法 数学优化 模拟退火 流水车间调度 计算机科学 路径(计算) 算法 作业车间调度 数学 工程类 地铁列车时刻表 操作系统 程序设计语言 系统工程
作者
Yang Li,Xinyu Li,Liang Gao,Ling Fu,Cuiyu Wang
出处
期刊:Journal of Manufacturing Systems [Elsevier BV]
卷期号:63: 344-353 被引量:16
标识
DOI:10.1016/j.jmsy.2022.04.005
摘要

The permutation flow shop scheduling problem (PFSP) is one of the most important and typical scheduling types in the mass customization production and is also a well-known NP-hard problem. However, most of the reported algorithms lack the theoretical guidance to achieve the good accuracy and efficiency. To solve this problem, this paper proposes an efficient search method based on critical path with three theorems for the PFSP. Firstly, the concept of critical path and key points are defined according to the characteristics of the PFSP. On this basis, three theorems with the corresponding proofs are presented. Then, combined with above three theorems, a new neighborhood search method for the PFSP is developed. In each neighborhood search, only the first and last jobs in the processing sequence and the first job of each machine on the critical path need to be computed. No matter how large the scale of the problem is, this method only needs to search at most (2 m+2) times to find the optimal neighborhood solution (m is the number of machines). Finally, the new neighborhood search method is combined with an improved simulated annealing algorithm to solve the PFSP. To verify the performance of the proposed algorithm, this paper implement a set of comparative experiments with the-state-of-art methods on the part of the TA benchmark. By the proposed method, some significant improvements are obtained according to the experimental results. Meanwhile, under the same algorithm framework, the proposed method can reduce the 35.2% average computation time. Especially, the best-known upper bound of TA116 is updated from 26477 to 26469 by the proposed 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
是小雨呀完成签到,获得积分10
刚刚
Anyemzl完成签到,获得积分10
刚刚
1秒前
hhh完成签到,获得积分10
1秒前
灰太狼大王完成签到 ,获得积分10
2秒前
ufofly730完成签到 ,获得积分10
2秒前
CCC完成签到,获得积分10
3秒前
胖头鱼完成签到,获得积分10
3秒前
CipherSage应助震动的千萍采纳,获得10
3秒前
杨怂怂完成签到 ,获得积分10
4秒前
亭子完成签到,获得积分10
4秒前
ranqi完成签到,获得积分10
6秒前
雪白砖家完成签到 ,获得积分10
6秒前
pipi发布了新的文献求助10
7秒前
稳重完成签到 ,获得积分10
7秒前
灵梦柠檬酸完成签到,获得积分10
7秒前
老高完成签到,获得积分10
8秒前
冷傲的如柏完成签到,获得积分10
8秒前
Anqi完成签到 ,获得积分10
8秒前
10秒前
xiaosongmufaeins完成签到 ,获得积分10
10秒前
若冰完成签到,获得积分10
10秒前
大力云朵完成签到,获得积分10
10秒前
科研通AI2S应助asdfqwer采纳,获得10
10秒前
fanlin完成签到,获得积分0
11秒前
11秒前
白色花海完成签到,获得积分10
12秒前
温婉完成签到,获得积分10
12秒前
科研通AI2S应助ranqi采纳,获得10
12秒前
12秒前
东方诩完成签到,获得积分10
13秒前
高高的冷之完成签到,获得积分10
13秒前
13秒前
13秒前
13秒前
柔弱的兔子完成签到,获得积分10
14秒前
ywindm完成签到,获得积分10
14秒前
牧愚发布了新的文献求助10
16秒前
danporzhu完成签到,获得积分10
16秒前
谦让水蓝完成签到 ,获得积分10
17秒前
高分求助中
The Mother of All Tableaux Order, Equivalence, and Geometry in the Large-scale Structure of Optimality Theory 2400
Ophthalmic Equipment Market by Devices(surgical: vitreorentinal,IOLs,OVDs,contact lens,RGP lens,backflush,diagnostic&monitoring:OCT,actorefractor,keratometer,tonometer,ophthalmoscpe,OVD), End User,Buying Criteria-Global Forecast to2029 2000
Optimal Transport: A Comprehensive Introduction to Modeling, Analysis, Simulation, Applications 800
Official Methods of Analysis of AOAC INTERNATIONAL 600
ACSM’s Guidelines for Exercise Testing and Prescription, 12th edition 588
A new approach to the extrapolation of accelerated life test data 500
T/CIET 1202-2025 可吸收再生氧化纤维素止血材料 500
热门求助领域 (近24小时)
化学 材料科学 医学 生物 工程类 有机化学 生物化学 物理 内科学 纳米技术 计算机科学 化学工程 复合材料 遗传学 基因 物理化学 催化作用 冶金 细胞生物学 免疫学
热门帖子
关注 科研通微信公众号,转发送积分 3953552
求助须知:如何正确求助?哪些是违规求助? 3499089
关于积分的说明 11093922
捐赠科研通 3229669
什么是DOI,文献DOI怎么找? 1785711
邀请新用户注册赠送积分活动 869476
科研通“疑难数据库(出版商)”最低求助积分说明 801478