Multi-skill resource-constrained project scheduling problem considering overlapping: fuzzy multi-objective programming approach to a case study

IF 3.4 Q2 CONSTRUCTION & BUILDING TECHNOLOGY International Journal of Construction Management Pub Date : 2023-10-05 DOI:10.1080/15623599.2023.2260696
Fateme Zarei, Mehrdad Arashpour, Seyed-Ali Mirnezami, Reza Shahabi-Shahamiri, Mohammad Ghasemi
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Abstract

AbstractResource-constrained project scheduling problem (RCPSP) is a broadly researched issue in the literature. The purpose of the classic form of the problem is scheduling a set of activities considering resource and precedence constraints for minimizing the project completion time. Companies mostly deal with the issue of properly assigning multi-skilled workforces and maintaining the needed skill levels while implementing projects. In this study, a novel MILP model with three objectives is presented to tackle multi-skill RCPSP (MS-RCPSP). This study concentrates on minimizing project makespan, minimizing resource costs as well as tardiness costs, and maximizing quality under uncertainty. However, the standard MS-RCPSP is not able to consider several practical engineering requirements owing to its narrow assumptions. Therefore, key assumptions including overlap between activities, tardiness penalties of activities and the rework duration concept for activities in this model are considered. Due to the complexity of the real world, interval valued fuzzy numbers are taken into account for some of the problem’s parameters. The efficiency of the proposed mathematical framework is represented using both a real case study to construct a railway bridge with 34 activities and large-size problem instances from MMLIB (MM50 and MM100). Since this model is multi-objective, a new extended IVF-ABS approach is presented in this study. Finally, the proposed approach is compared with two methods, namely SO and ABS, from the literature.Keywords: Multi-objectivemulti-skillproject schedulingoverlappingmixed integer linear programming AcknowledgmentsThe authors thank the Editor-in-Chief, Associate Editor and anonymous reviewers for their valuable comments on this presentation for remarkable improvement. The authors would also like to express their gratitude to Mr. Farzad Azimi and Ms. Fateme Nazeri for collaboration in provision of data.Ethics approvalThe authors certify that they have no affiliation with or involvement with human participants or animals performed by any of the authors in any organization or entity with any financial or non-financial interest in the subject matter or materials discussed in this paper.Authors’ contributionsAll authors contributed to all parts of this research including Conceptualization; Formal analysis; Resources; Methodology; Supervision; Data collection and investigation; Software; Validation; and Writing – review & editing.Disclosure statementNo potential conflict of interest was reported by the authors.Availability of data and materialAll data generated or analyzed during this research are included in this published article.
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考虑重叠的多技能资源约束项目调度问题:模糊多目标规划方法的案例研究
摘要资源约束项目调度问题(RCPSP)是一个被广泛研究的问题。该问题的经典形式的目的是考虑资源和优先级约束来安排一组活动,以最小化项目完成时间。在实施项目时,公司主要处理适当分配多技能劳动力和保持所需技能水平的问题。在本研究中,提出了一个具有三个目标的新型MILP模型来解决多技能RCPSP (MS-RCPSP)问题。本文主要研究不确定条件下项目最大完工时间最小化、资源成本最小化和延迟成本最小化以及质量最大化的问题。然而,标准的MS-RCPSP由于其狭窄的假设而无法考虑到一些实际的工程需求。因此,该模型考虑了活动之间的重叠、活动的延迟惩罚和活动的返工时间概念等关键假设。由于现实世界的复杂性,区间值模糊数被考虑到问题的一些参数。通过实际的34个活动的铁路桥建设案例研究和MMLIB (MM50和MM100)中的大型问题实例,证明了所提出数学框架的有效性。由于该模型是多目标的,本研究提出了一种新的扩展的IVF-ABS方法。最后,将本文提出的方法与文献中的SO和ABS两种方法进行了比较。关键词:多目标多技能项目调度治理混合整数线性规划致谢作者感谢主编、副主编和匿名审稿人对本文的宝贵意见,使本文有了显著的改进。作者还要感谢Farzad Azimi先生和Fateme Nazeri女士在提供数据方面的合作。作者证明他们与任何作者在任何组织或实体中与本文所讨论的主题或材料有任何经济或非经济利益的人类参与者或动物没有关联或参与。作者的贡献所有作者对本研究的所有部分都做出了贡献,包括概念化;正式的分析;资源;方法;监督;数据收集和调查;软件;验证;写作——审阅和编辑。披露声明作者未报告潜在的利益冲突。数据和材料的可用性本研究过程中产生或分析的所有数据都包含在这篇发表的文章中。
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来源期刊
CiteScore
8.60
自引率
17.90%
发文量
112
期刊介绍: The International Journal of Construction Management publishes quality papers aiming to advance the knowledge of construction management. The Journal is devoted to the publication of original research including, but not limited to the following: Sustainable Construction (Green building; Carbon emission; Waste management; Energy saving) Construction life cycle management Construction informatics (Building information modelling; Information communication technology; Virtual design and construction) Smart construction (Robotics; Artificial intelligence; 3D printing) Big data for construction Legal issues in construction Public policies for construction Building and Infrastructures Health, safety and well-being in construction Risk management in construction Disaster management and resilience Construction procurement Construction management education
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