Simulation based scheduling of crew routing with learning and forgetting effects in repetitive projects.

IF 3.9 2区 综合性期刊 Q1 MULTIDISCIPLINARY SCIENCES Scientific Reports Pub Date : 2025-02-28 DOI:10.1038/s41598-024-82389-5
Tayseir Hegazy, Khaled Hamdy, Hatem El-Behairy, Yasmeen A S Essawy
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Abstract

The Line of Balance (LOB) technique is essential for scheduling repetitive projects, offering benefits over the Critical Path Method (CPM) by ensuring consistent workflow and reducing project duration through the learning rate effect. This effect shortens activity durations when the same crew repeats tasks. Consistent crew assignments for each activity are key to maximizing this benefit, as routing crews between activities can disrupt the learning rate momentum. However, crew routing can be cost-effective by lowering indirect costs. This study explores the balance between maintaining distinct crews for each activity and allowing crew routing. Results indicate that while specific crew assignments optimize duration, they require more crews. In contrast, routing reduces the number of crews but extends project duration. The study proposes a simulation approach to optimize crew numbers and movements. However, the study has limitations, as the simulation model must be customized for each specific project, and crew assignments must comply with the model's requirements.

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基于仿真的重复性项目中具有学习和遗忘效应的机组人员路线调度。
平衡线(LOB)技术对于重复性项目的进度安排至关重要,与关键路径法(CPM)相比,它能确保工作流程的一致性,并通过学习率效应缩短项目工期。当同一组人员重复执行任务时,这种效应会缩短活动持续时间。为每项活动分配一致的工作人员是最大化这一优势的关键,因为在活动之间安排工作人员可能会破坏学习率的势头。然而,通过降低间接成本,机组人员的路由安排可以实现成本效益。本研究探讨了为每项活动保持不同的机组人员与允许机组人员路由之间的平衡。结果表明,虽然特定的机组分配可以优化持续时间,但却需要更多的机组人员。与此相反,路由分配减少了人员数量,但延长了项目工期。该研究提出了一种优化施工人员数量和流动的模拟方法。不过,这项研究也有局限性,因为模拟模型必须针对每个具体项目进行定制,而且施工人员的分配必须符合模型的要求。
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来源期刊
Scientific Reports
Scientific Reports Natural Science Disciplines-
CiteScore
7.50
自引率
4.30%
发文量
19567
审稿时长
3.9 months
期刊介绍: We publish original research from all areas of the natural sciences, psychology, medicine and engineering. You can learn more about what we publish by browsing our specific scientific subject areas below or explore Scientific Reports by browsing all articles and collections. Scientific Reports has a 2-year impact factor: 4.380 (2021), and is the 6th most-cited journal in the world, with more than 540,000 citations in 2020 (Clarivate Analytics, 2021). •Engineering Engineering covers all aspects of engineering, technology, and applied science. It plays a crucial role in the development of technologies to address some of the world''s biggest challenges, helping to save lives and improve the way we live. •Physical sciences Physical sciences are those academic disciplines that aim to uncover the underlying laws of nature — often written in the language of mathematics. It is a collective term for areas of study including astronomy, chemistry, materials science and physics. •Earth and environmental sciences Earth and environmental sciences cover all aspects of Earth and planetary science and broadly encompass solid Earth processes, surface and atmospheric dynamics, Earth system history, climate and climate change, marine and freshwater systems, and ecology. It also considers the interactions between humans and these systems. •Biological sciences Biological sciences encompass all the divisions of natural sciences examining various aspects of vital processes. The concept includes anatomy, physiology, cell biology, biochemistry and biophysics, and covers all organisms from microorganisms, animals to plants. •Health sciences The health sciences study health, disease and healthcare. This field of study aims to develop knowledge, interventions and technology for use in healthcare to improve the treatment of patients.
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