IF 4.1 2区 工程技术 Q2 COMPUTER SCIENCE, INTERDISCIPLINARY APPLICATIONS Computers & Operations Research Pub Date : 2024-09-13 DOI:10.1016/j.cor.2024.106850
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引用次数: 0

摘要

本文研究了具有序列相关设置时间(DAPFSP-SDST)的分布式装配排列流水车间调度问题。优化目标是最大完成时间(makespan)最小化,结果表明,装配产品总设置时间(TSTAP)和装配机器总闲置时间(TITAM)之和最小化等同于最大完成时间最小化。此外,TSTAP 和 TITAM 的最小化可分别转化为产品排序问题和关键产品内的作业排序问题。我们还发现,产品序列本质上是在解决方案空间中探索一个区域,区域中的解决方案具有相同的 TSTAP,但由关键作业序列(CJS)决定了不同的 TITAM。基于这一新发现,我们提出了一种有效的两阶段启发式算法(TSHA),首先获取有前景的产品序列,然后利用相应区域进行 DAPFSP-SDST 计算。在 TSHA 的第一阶段,通过一种构造方法获得高质量的初始产品序列,并针对更多潜在搜索区域提出了两种产品序列邻域后裔(NDPS)算法。在第二阶段,设计了一种 CJS 邻域后裔算法(NDCJS),以找到 TITAM 越小越好的 CJS。对基准实例集的评估表明,与现有的元启发式和超启发式算法相比,TSHA 在 DAPFSP-SDST 上取得了更好的性能。TSHA 的另一个令人印象深刻的优点是计算成本低,因为它是一种带有一些邻域搜索算子的启发式算法。
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An effective two-stage heuristic for scheduling the distributed assembly flowshops with sequence dependent setup times

This paper studies the Distributed Assembly Permutation Flowshop Scheduling Problem with Sequence Dependent Setup Times (DAPFSP-SDST). The optimization objective is minimization of maximal completion time (makespan), and it is shown that minimizing the sum of Total Setup Times for Assembling Products (TSTAP) and Total Idle Times on Assembly Machine (TITAM) is equivalent to minimizing the makespan. Additionally, minimization of TSTAP and TITAM can be transformed into sequencing problems of products and jobs within critical products, respectively. We also find out that a product sequence essentially explores an area in the solution space, with solutions in the area having the same TSTAP but different TITAMs determined by Critical-Jobs-Sequences (CJSs). Based on the new findings, an effective Two-Stage Heuristic Algorithm (TSHA) is proposed to first obtain promising product sequences and then exploit the corresponding areas for the DAPFSP-SDST. At the first stage of TSHA, high-quality initial product sequences are obtained through a constructive method and two Neighborhood Descent for Product Sequence (NDPS) algorithms are presented for more potential searching areas. At the second stage, a Neighborhood Descent for CJS (NDCJS) is designed to find CJSs with TITAM as small as possible. Evaluations on a benchmark instance set show that TSHA achieves better performance compared to the existing meta-heuristic and hyper-heuristic algorithms on the DAPFSP-SDST. Another impressive advantage of the TSHA is its low computational cost, as it is a heuristic algorithm with some neighborhood search operators.

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来源期刊
Computers & Operations Research
Computers & Operations Research 工程技术-工程:工业
CiteScore
8.60
自引率
8.70%
发文量
292
审稿时长
8.5 months
期刊介绍: Operations research and computers meet in a large number of scientific fields, many of which are of vital current concern to our troubled society. These include, among others, ecology, transportation, safety, reliability, urban planning, economics, inventory control, investment strategy and logistics (including reverse logistics). Computers & Operations Research provides an international forum for the application of computers and operations research techniques to problems in these and related fields.
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