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Logistics Sector Turnover: Forecasting for Turkey, EU27 and EA19 under Effects of COVID-19 物流行业营业额:2019冠状病毒病影响下土耳其、欧盟27国和EA19的预测
IF 3.8 Q1 Business, Management and Accounting Pub Date : 2023-04-07 DOI: 10.3390/logistics7020023
Dursun Balkan, G. Akyuz
Background: The logistics sector is the backbone of today’s global trade, and is vital for the continuity of goods and services. The sector is gaining increased importance as logistics operate under the extreme conditions the world is passing through (COVID-19, earthquakes, wars). Methods: A comparative study is offered for Turkey and the EU27 and EA19 countries utilizing Eurostat database time series data for logistics turnover, based on regression analysis with and without COVID-19-affected data. General trends are identified regarding the logistics turnover and average turnover by different transportation modes in Turkey. Linear, exponential, logarithmic and polynomial regressions are fitted to the dataset to find the best fit. Afterwards, forecasting is performed based on the polynomial equation, which is identified as the best fit. A similar approach is repeated for the EU27 and EA19 countries to put forward the trends and forecasts as well as a detailed comparative discussion among countries. Results: Our study reveals the dramatic effect of COVID-19 on the turnover of different logistics modes and the radical shift that Turkey experienced from land transportation towards air transportation. Conclusions: Our study provides forecasting and a comparative picture for the logistics sector, shows the growth trends with respect to different transportation modes and reveals the effects of the pandemic on the logistics sector for Turkey and the EU27 and EA19 countries.
背景:物流业是当今全球贸易的支柱,对货物和服务的连续性至关重要。随着物流在全球正在经历的极端条件(COVID-19、地震、战争)下运作,该行业的重要性日益增加。方法:利用欧盟统计局数据库时间序列数据对土耳其与欧盟27国和EA19国的物流周转率进行比较研究,并对有无受新冠肺炎影响的数据进行回归分析。一般趋势是确定关于物流周转和平均周转由不同的运输方式在土耳其。将线性、指数、对数和多项式回归拟合到数据集以找到最佳拟合。然后,根据多项式方程进行预测,确定最佳拟合。欧盟27国和东亚19国也重复了类似的方法,提出趋势和预测,并进行了详细的国家间比较讨论。结果:我们的研究揭示了2019冠状病毒病对不同物流模式营业额的巨大影响,以及土耳其从陆路运输向航空运输的彻底转变。结论:我们的研究为物流业提供了预测和比较图景,显示了不同运输方式的增长趋势,揭示了疫情对土耳其、欧盟27国和东亚19国物流业的影响。
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引用次数: 0
Evolution of Military Logistics 军事后勤的演变
IF 3.8 Q1 Business, Management and Accounting Pub Date : 2023-04-05 DOI: 10.3390/logistics7020022
Aldemar Serrano, Dusko Kalenatic, Cesar López, J. Montoya-Torres
Background: Military logistics has been present from the moment a soldier was created, and its evolution has been influenced by the technology used. Indeed, it has been observed over time that every military revolution was intrinsically caused by a military logistics revolution, directly promoted by the technology applied to the manner of making war. Few papers have been written about military logistics in relation to the development of war itself. Its application was conceptualized in two dimensions: as an art and as a science, interdependent on decision-making. With the evolution of human beings, the way of making war also evolved and therefore a transformation was generated. This makes it necessary to deepen the application of mathematical modeling, statistics, and new technologies in military logistics, promoting the application of concepts based on technology to improve the effectiveness of armies. The aim of this paper is to review the evolution of military logistics. Methods: A systematic approach to the literature review is followed. The backgrounds of the military logistics thought, key authors, trends and a new definition of military logistics is presented, among others. Results: The findings allow us to identify a set of 21 definitions of military logistics since 1792.
背景:军事后勤从一名士兵诞生的那一刻起就已经存在,其演变受到所用技术的影响。事实上,随着时间的推移,人们已经观察到,每一场军事革命本质上都是由军事后勤革命引起的,而这场革命是由应用于战争方式的技术直接推动的。很少有关于军事后勤与战争本身发展关系的论文。它的应用被概念化为两个维度:作为一门艺术和一门科学,与决策相互依存。随着人类的进化,战争的方式也在进化,因此产生了一种转变。这就需要深化数学建模、统计学和新技术在军事后勤中的应用,促进基于技术的概念的应用,以提高军队的效能。本文的目的是回顾军事后勤的演变。方法:采用系统的方法进行文献综述。介绍了军事后勤思想产生的背景、主要作者、发展趋势以及军事后勤的新定义。结果:这些发现使我们能够确定自1792年以来军事后勤的21个定义。
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引用次数: 0
A Comparative Review of Air Drones (UAVs) and Delivery Bots (SUGVs) for Automated Last Mile Home Delivery 无人机(uav)和送货机器人(sugv)在最后一英里自动送货中的比较研究
IF 3.8 Q1 Business, Management and Accounting Pub Date : 2023-04-03 DOI: 10.3390/logistics7020021
Fang Li, O. Kunze
Background: UAVs (Unmanned Aerial Vehicles) and SUGVs (Sidewalk Unmanned Ground Vehicles) are two prominent options to revolutionize last mile home delivery. However, there is no literature yet addressing a comprehensive assessment of them. To bridge this research gap, this paper aimed to compare UAVs to SUGVs in the context of urban parcel delivery from a practical, conceptual, technological, commercial, and environmental perspective. Methodology: Based on structured literature and web research, this paper provided a comparative status quo review of these two delivery concepts. We introduced a parameter-based cost calculus model to estimate the costs per shipment for each technology. To detect the key cost drivers, we applied a one-way sensitivity analysis, as well as a “full factorial design of experiment” approach. Results: These key cost drivers for both operations are the “number of vehicles per operator” and the “average beeline service radius”. From today’s commercial point of view, our model indicated better profitability of SUGVs. However, technical and regulatory developments may render different results in the future. As SUGVs emit significantly less noise than UAVs, we assume that SUGVs have an additional advantage for usage in autonomous urban last mile delivery from a resident’s perspective. Conclusions: Both key cost drivers will significantly influence the commercial viability of unmanned home delivery services. Safety and security aspects will determine regulatory rules on “number of vehicles per operator”. To increase the “average beeline service radius”, UAVs could profit from mothership delivery concepts while SUGV delivery may co-use existing public transport infrastructure.
背景:无人机(UAV)和无人地面车(SUGV)是彻底改变最后一英里送货上门的两个突出选择。然而,目前还没有关于对它们进行全面评估的文献。为了弥补这一研究差距,本文旨在从实践、概念、技术、商业和环境的角度,在城市包裹递送的背景下,将无人机与SUGV进行比较。方法论:基于结构化文献和网络研究,本文对这两个交付概念进行了比较现状回顾。我们引入了一个基于参数的成本计算模型来估计每种技术的每次装运成本。为了检测关键的成本驱动因素,我们采用了单向灵敏度分析和“全因子实验设计”方法。结果:这两项业务的关键成本驱动因素是“每个运营商的车辆数量”和“平均直线服务半径”。从今天的商业角度来看,我们的模型表明SUGV有更好的盈利能力。然而,技术和监管的发展可能会在未来带来不同的结果。由于SUGV比无人机排放的噪音要小得多,我们认为从居民的角度来看,SUGV在自动城市最后一英里配送中具有额外的优势。结论:这两个关键成本驱动因素都将显著影响无人送货上门服务的商业可行性。安全和安保方面将决定“每个运营商的车辆数量”的监管规则。为了增加“平均直线服务半径”,无人机可以从母舰交付概念中获利,而SUGV交付可以共同使用现有的公共交通基础设施。
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引用次数: 0
Management Food Waste in Municipality Schools: An Analysis from a Circular Economy Perspective 城市学校食物浪费管理:基于循环经济视角的分析
IF 3.8 Q1 Business, Management and Accounting Pub Date : 2023-03-31 DOI: 10.3390/logistics7020020
Simone Sehnem, Lucia Godoi, F. Simioni, Cristina Martins, Sandro Vieira Soares, J. B. S. O. de Andrade Guerra, Tais Provensi
Background: Food waste is a situation that triggers certain controversy, considering that there is still a significant number of people who do not have access to healthy and nutritious food every day. The management of food leftovers from school lunches depends on the creation of measurement mechanisms. Thus, current characteristics of schools should be identified in order to mitigate and better manage these leftovers. This study addresses this gap, that is, it seeks to understand how food waste management is carried out in schools from a circular economy perspective. Methods: Focusing on the management of school lunches in municipal schools, this study aims to build an inductive interpretive theory in order to understand how schools promote food waste management. Results: Loss estimates and their monetization were identified and explained, and alternatives for waste recovery using the ReSOLVE framework were proposed. Conclusions: Therefore, it was assumed that the perspective of circularity is a possible and viable way to manage food waste in school lunches. Stakeholder engagement and awareness raising become necessary premises for success in the food circularity journey.
背景:考虑到每天仍有相当数量的人无法获得健康和营养的食物,食物浪费是一种引发一定争议的情况。学校午餐剩饭的管理取决于衡量机制的建立。因此,应该确定学校目前的特点,以减轻和更好地管理这些遗留问题。本研究解决了这一差距,也就是说,它试图从循环经济的角度了解学校如何进行食物垃圾管理。方法:以市立学校午餐管理为研究对象,构建归纳解释理论,了解学校如何推动食物垃圾管理。结果:确定并解释了损失估计及其货币化,并提出了使用ReSOLVE框架进行废物回收的替代方案。结论:因此,假设循环的观点是一种可能和可行的方式来管理学校午餐食物浪费。利益相关者的参与和意识的提高成为食品循环之旅成功的必要前提。
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引用次数: 0
Toward Greening City Logistics: A Systematic Review on Corporate Governance and Social Responsibility in Managing Urban Distribution Centers 走向绿色城市物流:城市配送中心企业治理与社会责任的系统考察
IF 3.8 Q1 Business, Management and Accounting Pub Date : 2023-03-21 DOI: 10.3390/logistics7010019
Bahareh Mansouri, Subhasmita Sahu, M. Ülkü
Background: The ramifications of climate change are rampant: All stakeholders must act effectively and swiftly. Unsustainable and increased urbanization adds additional strain on combatting environmental degradation. Since the last decade, urban distribution centers (UDCs) have emerged in response to the steep rise in urban freight transportation and its negative impact on city congestion and air quality. Methods: In this paper, we conduct a comprehensive review of the performance of UDCs and investigate its alignment with the corporate governance (CG) and corporate social responsibility (CSR) initiatives, including the shareholders’ governance strategies and policies, as well as environmental, social, and economic measures. Our systematic literature review consists of multiple phases: In the first one, we utilize bibliometric tools to implement a quantitative analysis of the extant literature. Next, a cluster-based network analysis complements this analysis to describe the evolution of research in this area. Results: Our descriptive analysis categorizes existing research on UDCs based on CG- and CSR-compliant themes. We classify pertinent peer-reviewed articles into topical clusters and offer research opportunities related to improving the performance of UDCs. Conclusions: This study aims to stimulate further scholarly inquiry into sustainable city logistics and provides a knowledge-based guide for academicians and practitioners, logistics service providers, policymakers, and customers.
背景:气候变化的后果十分严重:所有利益攸关方必须迅速有效地采取行动。不可持续和日益加剧的城市化给防治环境退化增加了额外压力。自过去十年以来,城市配送中心(UDCs)的出现是为了应对城市货运的急剧增长及其对城市拥堵和空气质量的负面影响。方法:在本文中,我们对udc的绩效进行了全面审查,并调查了其与公司治理(CG)和企业社会责任(CSR)举措的一致性,包括股东的治理战略和政策,以及环境,社会和经济措施。我们的系统文献综述包括多个阶段:在第一个阶段,我们利用文献计量学工具对现有文献进行定量分析。接下来,基于集群的网络分析补充了这一分析,以描述该领域研究的演变。结果:我们的描述性分析对现有的基于CG和csr兼容主题的udc研究进行了分类。我们将相关的同行评审文章分类为主题类,并提供与提高udc性能相关的研究机会。结论:本研究旨在促进对可持续城市物流的进一步学术探索,并为学者和从业者、物流服务提供商、政策制定者和客户提供基于知识的指导。
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引用次数: 4
A Sustainable Two-Echelon Logistics Model with Shipment Consolidation 具有货物集运的可持续两梯队物流模型
IF 3.8 Q1 Business, Management and Accounting Pub Date : 2023-03-19 DOI: 10.3390/logistics7010018
Noha A. Mostafa, Omar Eldebaiky
Shipment consolidation is a concept in logistics management in which two or more shipments are transported by using the same vehicle with the aim of using less resources. The objective of this manuscript is to study shipment consolidation and assess its impact on cost environment, to achieve this, a mathematical model was developed to optimise shipment consolidation while reducing the emissions and minimising the costs. A case study from major dairy products manufacturers in Egypt was used to validate the model and evaluate the outcomes. A comparison was made between two transportation models, with and without consolidation. Results show that shipment consolidation reduced the total costs by 40% in addition to consuming less fuel, and consequently producing less emissions. These findings emphasise on the importance of shipment consolidation and how it can be used to achieve more sustainability in logistics management.
货物整合是物流管理中的一个概念,其中两个或多个货物通过使用同一辆车运输,目的是使用更少的资源。本文的目的是研究装运合并并评估其对成本环境的影响。为了实现这一点,开发了一个数学模型来优化装运合并,同时减少排放并将成本降至最低。埃及主要乳制品制造商的案例研究用于验证该模型并评估结果。对有合并和无合并的两种运输模式进行了比较。结果表明,货物整合不仅减少了燃料消耗,还减少了40%的总成本,从而减少了排放。这些发现强调了货运整合的重要性,以及如何利用货运整合实现物流管理的可持续性。
{"title":"A Sustainable Two-Echelon Logistics Model with Shipment Consolidation","authors":"Noha A. Mostafa, Omar Eldebaiky","doi":"10.3390/logistics7010018","DOIUrl":"https://doi.org/10.3390/logistics7010018","url":null,"abstract":"Shipment consolidation is a concept in logistics management in which two or more shipments are transported by using the same vehicle with the aim of using less resources. The objective of this manuscript is to study shipment consolidation and assess its impact on cost environment, to achieve this, a mathematical model was developed to optimise shipment consolidation while reducing the emissions and minimising the costs. A case study from major dairy products manufacturers in Egypt was used to validate the model and evaluate the outcomes. A comparison was made between two transportation models, with and without consolidation. Results show that shipment consolidation reduced the total costs by 40% in addition to consuming less fuel, and consequently producing less emissions. These findings emphasise on the importance of shipment consolidation and how it can be used to achieve more sustainability in logistics management.","PeriodicalId":56264,"journal":{"name":"Logistics-Basel","volume":null,"pages":null},"PeriodicalIF":3.8,"publicationDate":"2023-03-19","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"45999113","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 1
Industry 4.0 and Industrial Robots: A Study from the Perspective of Manufacturing Company Employees 工业4.0与工业机器人:基于制造业企业员工视角的研究
IF 3.8 Q1 Business, Management and Accounting Pub Date : 2023-03-15 DOI: 10.3390/logistics7010017
Şemsettin Çiğdem, I. Meidutė-Kavaliauskienė, B. Yıldız
Background: Human–robot collaboration is essential for efficient manufacturing and logistics as robots are increasingly used. Using industrial robots as part of an automation system results in many competitive benefits, including improved quality, efficiency, productivity, and reduced waste and errors. When robots are used in production, human coworkers’ psychological factors can disrupt operations. This study aims to examine the effect of employees’ negative attitudes toward robots on their acceptance of robot technology in manufacturing workplaces. Methods: A survey was conducted with employees in manufacturing companies to collect data on their attitudes towards robots and their willingness to work with them. Data was collected from 499 factory workers in Istanbul using a convenience sampling method, which allowed for the measurement of variables and the analysis of their effects on each other. To analyze the data, structural equation modeling was used. Results: The results indicate that negative attitudes towards robots have a significant negative effect on the acceptance of robot technology in manufacturing workplaces. However, trust in robots was found to be a positive predictor of acceptance. Conclusions: These findings have important implications for manufacturing companies seeking to integrate robot technology into their operations. Addressing employees’ negative attitudes towards robots and building trust in robot technology can increase the acceptance of robots in manufacturing workplaces, leading to improved efficiency and productivity.
背景:随着机器人的使用越来越多,人机协作对高效制造和物流至关重要。使用工业机器人作为自动化系统的一部分会带来许多竞争优势,包括提高质量,效率,生产力,减少浪费和错误。当机器人用于生产时,人类同事的心理因素可能会破坏操作。本研究旨在探讨制造业工作场所员工对机器人的负面态度对他们接受机器人技术的影响。方法:对制造企业的员工进行调查,收集他们对机器人的态度以及与机器人合作的意愿。数据是从伊斯坦布尔的499名工厂工人中收集的,采用了方便的抽样方法,可以测量变量并分析它们之间的相互影响。采用结构方程模型对数据进行分析。结果:研究结果表明,对机器人的负面态度对制造业工作场所对机器人技术的接受程度有显著的负面影响。然而,对机器人的信任被发现是一个积极的预测因素。结论:这些发现对于寻求将机器人技术整合到其运营中的制造公司具有重要意义。解决员工对机器人的负面态度,建立对机器人技术的信任,可以增加制造业工作场所对机器人的接受度,从而提高效率和生产力。
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引用次数: 1
Production Inventory Optimization Considering Direct and Indirect Carbon Emissions under a Cap-and-Trade Regulation 限额与交易下考虑直接和间接碳排放的生产库存优化
IF 3.8 Q1 Business, Management and Accounting Pub Date : 2023-03-14 DOI: 10.3390/logistics7010016
Y. Daryanto, Djoko Setyanto
Background: The latest global agreement on net-zero emissions encourages new studies on production inventory optimization that promote carbon emissions reduction without harming a company’s profit performance, particularly because certain carbon-pricing regulations bind manufacturing companies. Methods: This study aims to develop a production inventory model that considers direct and indirect emissions in three emission scopes. It incorporates emissions from production, material handling, transportation, and waste disposal for further treatment under a carbon cap-and-trade regulation. With the help of Maple software, a convex total cost function was solved. Results: The results show that the optimum production quantity depends on the values of demand, setup cost, holding cost, fixed cost per delivery, fixed cost for waste disposal, and other parameters related to carbon prices. This study also found that the total cost was highly dependent on the values of the carbon cap, carbon price, and delivery distance. Meanwhile, changes in the delivery distance and fuel emissions standard significantly impacted total emissions. Conclusions: The proposed model can guide manufacturing companies in setting the optimum production quantity per cycle. Moreover, they must carefully manage the delivery and setting of the carbon cap and carbon price from the government.
背景:最新的全球净零排放协议鼓励对生产库存优化进行新的研究,在不损害公司利润表现的情况下促进碳减排,特别是因为某些碳定价法规约束了制造公司。方法:本研究旨在建立一个生产清单模型,在三个排放范围内考虑直接和间接排放。它将生产、材料处理、运输和废物处理的排放纳入碳排放总量管制和交易条例的进一步处理。在Maple软件的帮助下,求解了一个凸的总成本函数。结果:结果表明,最佳生产量取决于需求值、设置成本、持有成本、每次交付的固定成本、废物处理的固定成本以及其他与碳价格相关的参数。这项研究还发现,总成本在很大程度上取决于碳上限、碳价格和交付距离的值。同时,运输距离和燃料排放标准的变化对总排放量产生了重大影响。结论:所提出的模型可以指导制造企业设定每个周期的最佳生产量。此外,他们必须谨慎管理政府对碳上限和碳价格的交付和设定。
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引用次数: 0
Retraction: Mouafo Nebot, G.V.; Wang, H. Port Terminal Performance Evaluation and Modeling. Logistics 2022, 6, 10 收放:Mouafo Nebot, G.V.;王辉。港口码头性能评价与建模。物流,2014,6,10
IF 3.8 Q1 Business, Management and Accounting Pub Date : 2023-03-03 DOI: 10.3390/logistics7010015
Giscard Valonne Mouafo Nebot, Haiyan Wang
The journal Logistics retracts the article “Port Terminal Performance Evaluation and Modeling” [...]
《物流》杂志撤回了文章《港口码头绩效评价与建模》[…]
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引用次数: 0
A Mixed-Integer Linear Formulation for a Dynamic Modified Stochastic p-Median Problem in a Competitive Supply Chain Network Design 竞争供应链网络设计中动态修正随机p中值问题的混合整数线性公式
Q1 Business, Management and Accounting Pub Date : 2023-03-02 DOI: 10.3390/logistics7010014
Amir Hossein Sadeghi, Ziyuan Sun, Amirreza Sahebi-Fakhrabad, Hamid Arzani, Robert Handfield
Background: The Dynamic Modified Stochastic p-Median Problem (DMS-p-MP) is an important problem in supply chain network design, as it deals with the optimal location of facilities and the allocation of demand in a dynamic and uncertain environment. Methods: In this research paper, we propose a mixed-integer linear formulation for the DMS-p-MP, which captures the key features of the problem and allows for efficient solution methods. The DMS-p-MP adds two key features to the classical problem: (1) it considers the dynamic nature of the problem, where the demand is uncertain and changes over time, and (2) it allows for the modification of the facility locations over time, subject to a fixed number of modifications. The proposed model uses robust optimization in order to address the uncertainty of demand by allowing for the optimization of solutions that are not overly sensitive to small changes in the data or parameters. To manage the computational challenges presented by large-scale DMS-p-MP networks, a Lagrangian relaxation (LR) algorithm is employed. Results: Our computational study in a real-life case study demonstrates the effectiveness of the proposed formulation in solving the DMS p-Median Problem. The results show that the number of opened and closed buildings remains unchanged as the time horizon increases due to the periodic nature of our demand. Conclusions: This formulation can be applied to real-world problems, providing decision-makers with an effective tool to optimize their supply chain network design in a dynamic and uncertain environment.
背景:动态修正随机p中值问题(DMS-p-MP)是供应链网络设计中的一个重要问题,它涉及在动态和不确定环境下设施的最优位置和需求的分配。在这篇研究论文中,我们提出了一个DMS-p-MP的混合整数线性公式,它抓住了问题的关键特征,并允许有效的解决方法。DMS-p-MP为经典问题增加了两个关键特征:(1)它考虑了问题的动态性,其中需求是不确定的,并且随着时间的推移而变化;(2)它允许随着时间的推移修改设施位置,但要进行固定数量的修改。提出的模型使用鲁棒优化,通过允许对数据或参数的微小变化不过于敏感的解决方案的优化来解决需求的不确定性。为了解决大规模DMS-p-MP网络带来的计算挑战,采用了拉格朗日松弛(LR)算法。结果:我们在现实案例研究中的计算研究证明了所提出的公式在解决DMS p-Median问题方面的有效性。结果表明,由于我们需求的周期性,随着时间范围的增加,开放和关闭的建筑物数量保持不变。结论:该公式可应用于现实问题,为决策者在动态和不确定环境中优化供应链网络设计提供有效工具。
{"title":"A Mixed-Integer Linear Formulation for a Dynamic Modified Stochastic p-Median Problem in a Competitive Supply Chain Network Design","authors":"Amir Hossein Sadeghi, Ziyuan Sun, Amirreza Sahebi-Fakhrabad, Hamid Arzani, Robert Handfield","doi":"10.3390/logistics7010014","DOIUrl":"https://doi.org/10.3390/logistics7010014","url":null,"abstract":"Background: The Dynamic Modified Stochastic p-Median Problem (DMS-p-MP) is an important problem in supply chain network design, as it deals with the optimal location of facilities and the allocation of demand in a dynamic and uncertain environment. Methods: In this research paper, we propose a mixed-integer linear formulation for the DMS-p-MP, which captures the key features of the problem and allows for efficient solution methods. The DMS-p-MP adds two key features to the classical problem: (1) it considers the dynamic nature of the problem, where the demand is uncertain and changes over time, and (2) it allows for the modification of the facility locations over time, subject to a fixed number of modifications. The proposed model uses robust optimization in order to address the uncertainty of demand by allowing for the optimization of solutions that are not overly sensitive to small changes in the data or parameters. To manage the computational challenges presented by large-scale DMS-p-MP networks, a Lagrangian relaxation (LR) algorithm is employed. Results: Our computational study in a real-life case study demonstrates the effectiveness of the proposed formulation in solving the DMS p-Median Problem. The results show that the number of opened and closed buildings remains unchanged as the time horizon increases due to the periodic nature of our demand. Conclusions: This formulation can be applied to real-world problems, providing decision-makers with an effective tool to optimize their supply chain network design in a dynamic and uncertain environment.","PeriodicalId":56264,"journal":{"name":"Logistics-Basel","volume":null,"pages":null},"PeriodicalIF":0.0,"publicationDate":"2023-03-02","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"135339940","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 5
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Logistics-Basel
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