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]
卷期号:63: 344-353 被引量:26
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
唠叨的觅海完成签到,获得积分10
1秒前
蓝天发布了新的文献求助10
2秒前
wubinbin发布了新的文献求助10
2秒前
修骨匠人完成签到,获得积分10
3秒前
zhoumaoyuan发布了新的文献求助10
3秒前
脑洞疼应助echo采纳,获得10
3秒前
4秒前
领导范儿应助包容柜子采纳,获得10
5秒前
繁星完成签到 ,获得积分10
7秒前
9秒前
10秒前
似乎一场梦完成签到 ,获得积分10
10秒前
dio小面包完成签到 ,获得积分10
11秒前
12秒前
skylee完成签到,获得积分10
12秒前
13秒前
幸福小丸子完成签到,获得积分10
13秒前
困困包发布了新的文献求助10
15秒前
Xjx6519发布了新的文献求助10
16秒前
桐桐应助专注的水壶采纳,获得10
19秒前
斯文败类应助ZeZeZe采纳,获得10
19秒前
20秒前
情怀应助FUn采纳,获得10
21秒前
wanci应助Xjx6519采纳,获得10
22秒前
peng完成签到,获得积分10
23秒前
23秒前
25秒前
25秒前
张玮完成签到,获得积分20
32秒前
科研通AI6应助zhoumaoyuan采纳,获得10
33秒前
科研通AI6应助zhoumaoyuan采纳,获得10
33秒前
刻苦的元风完成签到,获得积分10
35秒前
36秒前
幽默滑板完成签到 ,获得积分10
39秒前
kei完成签到,获得积分10
41秒前
John_sdu完成签到,获得积分10
41秒前
42秒前
43秒前
寻道图强应助kingwill采纳,获得50
44秒前
ding应助张玮采纳,获得10
45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
List of 1,091 Public Pension Profiles by Region 1601
Lloyd's Register of Shipping's Approach to the Control of Incidents of Brittle Fracture in Ship Structures 800
Biology of the Reptilia. Volume 21. Morphology I. The Skull and Appendicular Locomotor Apparatus of Lepidosauria 620
A Guide to Genetic Counseling, 3rd Edition 500
Laryngeal Mask Anesthesia: Principles and Practice. 2nd ed 500
The Composition and Relative Chronology of Dynasties 16 and 17 in Egypt 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 5557785
求助须知:如何正确求助?哪些是违规求助? 4642836
关于积分的说明 14669258
捐赠科研通 4584253
什么是DOI,文献DOI怎么找? 2514716
邀请新用户注册赠送积分活动 1488897
关于科研通互助平台的介绍 1459566