Solving the flexible job shop scheduling and lot streaming problem with setup and transport resource constraints

IF 4 3区 工程技术 Q2 ENGINEERING, INDUSTRIAL International Journal of Systems Science-Operations & Logistics Pub Date : 2023-06-15 DOI:10.1080/23302674.2023.2221072
Pinar Yunusoglu, Seyda Topaloglu Yildiz
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引用次数: 1

Abstract

This article addresses the Flexible Job Shop Scheduling and Lot Streaming Problem (FJSSP-LS) under setup and transport resource constraints. While the related literature emphasises the lot streaming policy for time-based objectives, setup and transport resource constraints were not considered simultaneously with this policy, limiting the resulting schedule's applicability in practice. For this reason, we propose a novel Constraint Programming (CP) model enriched by an efficient variable and value ordering strategy specifically designed for the FJSSP-LS with resource constraints. We also present a CP-based iterative improvement method, CP-based Large Neighbourhood Search (CP-based LNS), that focuses on exploring large neighbourhoods through the CP model. Both models are initially tested for the FJSSP and have been shown to provide the best solutions to well-known benchmark instances. Next, they are used for the FJSSP-LS, and the proposed CP-based LNS improves the objective function value by 4.68 percent on average compared to the CP model for the generated test problems.
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解决了具有设置和运输资源约束的柔性作业车间调度和批量流问题
本文讨论了在设置和传输资源约束下的灵活作业车间调度和批流问题(FJSSP-LS)。虽然相关文献强调了基于时间目标的批次流策略,但该策略并未同时考虑设置和运输资源约束,从而限制了最终计划在实践中的适用性。为此,我们提出了一种新的约束规划(CP)模型,该模型由一种有效的变量和值排序策略充实,该策略是专门为具有资源约束的FJSSP-LS设计的。我们还提出了一种基于CP的迭代改进方法,基于CP的大邻域搜索(CP-based LNS),该方法侧重于通过CP模型探索大邻域。这两种模型最初都针对FJSSP进行了测试,并被证明可以为众所周知的基准测试实例提供最佳解决方案。接下来,将它们用于FJSSP-LS,对于生成的测试问题,所提出的基于CP的LNS比CP模型平均提高了4.68%的目标函数值。
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来源期刊
CiteScore
7.60
自引率
16.70%
发文量
32
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