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A bi-objective sustainable vehicle routing optimization model for solid waste networks with internet of things 物联网固体废物网络的双目标可持续车辆路由优化模型
Pub Date : 2024-02-14 DOI: 10.1016/j.sca.2024.100059
Shabnam Rekabi , Zeinab Sazvar , Fariba Goodarzian

Waste production is growing in most communities due to population expansion. Given the stated issue, managing the Solid Waste (SW) created worldwide would be vital. Effective Waste Management (WM) is essential to preserving the environment and lowering pollution. It aids in resource preservation, greenhouse gas emission reduction, and ecosystem protection. Additionally, the promotion of public health and sanitation is significantly aided by WM procedures. This study presents an integrated procedure to enhance the operations of a WM network for recycling SW. We propose a mathematical model to find the optimal sustainable vehicle routes, allocation, and Sequence Scheduling (SS) problem in the recycling industry to reduce costs and CO2 emissions and increase job opportunities. The fundamental innovation of this work is considering waste-vehicle and waste-technology compatibility and Internet of Things (IoT) systems in the model to decrease CO2 emissions and identify compatible waste for recycling centers to produce more final products. An LP-metric and an Epsilon Constraint (EC) approach are used to solve the suggested model. By comparing the two approaches, we have found EC performs better in results and CPU time. As a result, various test problems of different sizes are offered. Accordingly, sensitivity analyses are recommended to assess the suggested model’s effectiveness. Using vehicles compatible with waste reduces CO2 emissions. Utilizing IoT technology and optimization methods makes it feasible to save costs (20%), have a less destructive impact on the environment (36%), and ultimately increase the sustainability of the WM process.

由于人口膨胀,大多数社区的废物产生量都在增加。鉴于上述问题,对全球产生的固体废物(SW)进行管理至关重要。有效的废物管理(WM)对于保护环境和减少污染至关重要。它有助于保护资源、减少温室气体排放和保护生态系统。此外,WM 程序对促进公共健康和卫生也大有裨益。本研究提出了一种综合程序,用于加强回收 SW 的 WM 网络的运行。我们提出了一个数学模型,用于寻找回收行业中最优的可持续车辆路线、分配和序列调度(SS)问题,以降低成本和二氧化碳排放,增加就业机会。这项工作的基本创新点是在模型中考虑废物-车辆和废物-技术的兼容性以及物联网(IoT)系统,以减少二氧化碳排放,并为回收中心识别兼容的废物,从而生产出更多最终产品。我们采用 LP 度量和 Epsilon 约束(EC)方法来求解所建议的模型。通过比较这两种方法,我们发现 EC 在结果和 CPU 时间方面表现更好。因此,我们提供了各种不同规模的测试问题。因此,建议进行敏感性分析,以评估建议模型的有效性。使用与废弃物兼容的车辆可减少二氧化碳排放。利用物联网技术和优化方法可以节约成本(20%),减少对环境的破坏性影响(36%),并最终提高 WM 流程的可持续性。
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引用次数: 0
A Machine Learning Framework for Predicting Weather Impact on Retail Sales 预测天气对零售额影响的机器学习框架
Pub Date : 2024-02-01 DOI: 10.1016/j.sca.2024.100058
H. Chan, M.I.M. Wahab
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引用次数: 0
An optimization model for sustainable multi-product multi-echelon supply chain networks with U-shaped assembly line balancing under uncertainty 不确定性条件下 U 型装配线平衡的可持续多产品多基地供应链网络优化模型
Pub Date : 2023-12-26 DOI: 10.1016/j.sca.2023.100057
Mehrzad Sheibani , Sadegh Niroomand

This study presents an integrated supply chain network with suppliers, manufacturers, assemblers, and customers. The proposed model considers a U-shaped assembly line with three sustainability objective functions. We consider assumptions considering different types of raw materials, multiple products, location selection of manufacturers, location selection of assemblers, and capacity of suppliers. The problem is formulated non-linear and then linearized as a multi-objective model. Some cost and demand parameters are considered uncertain and are represented by fuzzy sets and theory. The proposed uncertain model is first converted to a multi-objective crisp model by applying the modified robust possibilistic programming approach. Then, the obtained crisp multi-objective model is solved by an interactive-fuzzy optimization approach in the literature. For computational study, some test problems are generated and solved using an original deterministic formulation and the crisp form of the uncertain formulation. The obtained results are analyzed and compared according to the objective function values. Finally, an extensive sensitivity analysis is performed on the parameters of the models.

本研究提出了一个包含供应商、制造商、装配商和客户的集成供应链网络。提出的模型考虑了 U 型装配线和三个可持续性目标函数。我们考虑了不同类型原材料、多种产品、制造商位置选择、装配商位置选择和供应商能力等假设。该问题是非线性的,然后线性化为多目标模型。一些成本和需求参数被认为是不确定的,并用模糊集和理论来表示。首先通过应用改进的鲁棒可能性编程方法,将所提出的不确定模型转换为多目标简明模型。然后,用文献中的交互式模糊优化方法求解得到的多目标清晰模型。为了进行计算研究,生成了一些测试问题,并使用原始的确定性公式和不确定性公式的简明形式进行求解。根据目标函数值对得到的结果进行分析和比较。最后,对模型参数进行了广泛的敏感性分析。
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引用次数: 0
An exploration of quantitative models and algorithms for vehicle routing optimization and traveling salesman problems 车辆路线优化和旅行推销员问题的定量模型和算法探索
Pub Date : 2023-12-21 DOI: 10.1016/j.sca.2023.100056
Oskari Lähdeaho , Olli-Pekka Hilmola

This study presents optimization models for large vehicle routing problems using a spreadsheet solver and Python programming language with extended graphic card boosting computing power. Near optimality is feasible and attainable with spreadsheet tools and models for solving real-life problems. However, increasing the availability of additional computing power through graphics processing and visualization is now a viable option for decision-makers and problem-solvers. This study shows that decision-makers can solve vehicle routing optimization problems with limited access to high-end optimization tools. This study shows managers and decision-makers can use vehicle routing optimization even with limited access to sophisticated optimization tools.

本研究介绍了使用电子表格求解器和 Python 编程语言的大型车辆路由问题优化模型,Python 编程语言可通过扩展显卡提高计算能力。利用电子表格工具和模型解决实际问题,接近最优是可行的,也是可以实现的。然而,通过图形处理和可视化提高额外计算能力的可用性,现已成为决策者和问题解决者的可行选择。本研究表明,决策者可以利用有限的高端优化工具解决车辆路线优化问题。本研究表明,即使只能使用有限的高端优化工具,管理者和决策者也可以使用车辆路线优化技术。
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引用次数: 0
A systematic review of collaboration in supply chain 4.0 with meta-synthesis method 基于元综合方法的供应链4.0协作系统综述
Pub Date : 2023-12-01 DOI: 10.1016/j.sca.2023.100052
Aminmasoud Bakhshi Movahed, Alireza Aliahmadi, Mohammadreza Parsanejad, Hamed Nozari

A systematic literature review is conducted to analyze and synthesize studies on supply chain collaboration in Industry 4.0 between 2010 and 2023. 152 documents were selected from various databases. The meta-synthesis method categorizes 8 Initiators, 8 Barriers, 7 dimensions, and 4 Outcomes of collaboration. The findings show that collaboration in supply chain 4.0, with the activation of drivers and enablers such as Industry 4.0 technologies, Information and communication technology infrastructure, and with the control of barriers such as Personal benefits and Operational and structural issues can utilize information and communication technologies to highlight sustainable performance and trust throughout the supply chain. The study develops the existing literature and persuades businesses and the scientific community to investigate the power of collaboration in supply chain partner activities. The analytical model in this study focusing on four main sections, can serve as a basis for conducting new research in the development of collaboration.

通过系统的文献综述,对2010 - 2023年工业4.0时代供应链协同的研究进行了分析和综合。从不同的数据库中选择了152个文档。综合方法将协作的8个发起者、8个障碍、7个维度和4个结果进行了分类。研究结果表明,通过激活工业4.0技术、信息和通信技术基础设施等驱动因素和使能因素,并控制个人利益、运营和结构问题等障碍,供应链4.0中的协作可以利用信息和通信技术来突出整个供应链的可持续绩效和信任。本研究发展了现有文献,并说服企业和科学界调查供应链合作伙伴活动中合作的力量。本研究的分析模型集中在四个主要部分,可以作为开展合作发展新研究的基础。
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引用次数: 0
A hybrid fuzzy decision-making trial and evaluation laboratory and multi-criteria decision-making approach for successful implementation of supply chain collaboration strategies 供应链协同战略成功实施的混合模糊决策试验与评价实验室和多准则决策方法
Pub Date : 2023-11-30 DOI: 10.1016/j.sca.2023.100053
Rakesh Kumar Malviya , Ravi Kant , Praveen Kumar , Swapnil Lahane , Akshay A. Pujara

This study proposes an integrated framework for successfully implementing collaboration strategies in supply chain (SC) management using a fuzzy decision-making trial and evaluation laboratory (DEMATEL) and multi-criteria decision-making (MCDM) approach. The study analyses and measures the successful possibility of SC collaboration implementation in small and medium enterprises (SMEs). The fuzzy DEMATEL is used to evaluate the weight of each criterion, and fuzzy MCDM is used to assess the possible success rates of the collaboration strategies. The result shows that top management support and commitment, SC strategic planning, information sharing, goal congruence, organizational compatibility, and decision synchronization are major factors responsible for SC collaboration success in SMEs. This study helps predict the effectiveness of collaboration strategies and indicates remedial activities in the existing collaborative environment by undertaking corrective actions and measures to increase implementation success.

本研究采用模糊决策试验与评估实验室(DEMATEL)和多准则决策(MCDM)方法,提出了一个成功实施供应链(SC)管理协作战略的集成框架。本研究分析并衡量了中小企业实施供应链协作的成功可能性。采用模糊DEMATEL评价各指标的权重,采用模糊MCDM评价协同策略的可能成功率。结果表明,高层管理者的支持与承诺、供应链战略规划、信息共享、目标一致性、组织兼容性和决策同步是中小企业供应链协作成功的主要影响因素。本研究有助于预测协作策略的有效性,并通过采取纠正行动和措施来指出现有协作环境中的补救活动,以增加实施的成功。
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引用次数: 0
Exploitation of material consolidation trade-offs in multi-tier complex supply networks 多层复杂供应网络中材料整合权衡的开发
Pub Date : 2023-11-19 DOI: 10.1016/j.sca.2023.100050
Vinod Kumar Chauhan , Muhannad Alomari , James Arney , Ajith Kumar Parlikad , Alexandra Brintrup

While consolidation strategies form the backbone of many supply chain optimisation problems, exploitation of multi-tier material relationships through consolidation remains an understudied area, despite being a prominent feature of industries that produce complex made-to-order products. In this paper, we propose an optimisation framework for exploiting multi-to-multi relationship between tiers of a supply chain. The resulting formulation is flexible such that quantity discounts, inventory holding, and transport costs can be included. The framework introduces a new trade-off between tiers, leading to cost reductions in one tier but increased costs in the other, which helps to reduce the overall procurement cost in the supply chain. A mixed integer linear programming model is developed and tested with a range of small to large-scale test problems from aerospace manufacturing. Our comparison to benchmark results shows that there is indeed a cost trade-off between two tiers, and that its reduction can be achieved using a holistic approach to reconfiguration. Costs are decreased when second tier fixed ordering costs and the number of machining options increase. Consolidation results in reduced inventory holding costs in all scenarios. Several secondary effects such as simplified supplier selection may also be observed.

虽然整合策略构成了许多供应链优化问题的支柱,但通过整合利用多层材料关系仍然是一个研究不足的领域,尽管这是生产复杂定制产品的行业的一个突出特征。在本文中,我们提出了一个优化框架,用于利用供应链各层之间的多对多关系。由此产生的公式是灵活的,可以包括数量折扣、库存持有和运输成本。该框架在各层之间引入了一种新的权衡,导致一层的成本降低,但另一层的成本增加,这有助于降低供应链中的总体采购成本。建立了一个混合整数线性规划模型,并对航空航天制造中的一系列小到大的测试问题进行了测试。我们与基准测试结果的比较表明,两层之间确实存在成本权衡,并且可以使用整体方法来重新配置来实现其降低。当第二层固定订购成本和加工选项数量增加时,成本降低。在所有情况下,合并都会降低库存持有成本。还可以观察到一些次要影响,如简化供应商选择。
{"title":"Exploitation of material consolidation trade-offs in multi-tier complex supply networks","authors":"Vinod Kumar Chauhan ,&nbsp;Muhannad Alomari ,&nbsp;James Arney ,&nbsp;Ajith Kumar Parlikad ,&nbsp;Alexandra Brintrup","doi":"10.1016/j.sca.2023.100050","DOIUrl":"https://doi.org/10.1016/j.sca.2023.100050","url":null,"abstract":"<div><p>While consolidation strategies form the backbone of many supply chain optimisation problems, exploitation of multi-tier material relationships through consolidation remains an understudied area, despite being a prominent feature of industries that produce complex made-to-order products. In this paper, we propose an optimisation framework for exploiting multi-to-multi relationship between tiers of a supply chain. The resulting formulation is flexible such that quantity discounts, inventory holding, and transport costs can be included. The framework introduces a new trade-off between tiers, leading to cost reductions in one tier but increased costs in the other, which helps to reduce the overall procurement cost in the supply chain. A mixed integer linear programming model is developed and tested with a range of small to large-scale test problems from aerospace manufacturing. Our comparison to benchmark results shows that there is indeed a cost trade-off between two tiers, and that its reduction can be achieved using a holistic approach to reconfiguration. Costs are decreased when second tier fixed ordering costs and the number of machining options increase. Consolidation results in reduced inventory holding costs in all scenarios. Several secondary effects such as simplified supplier selection may also be observed.</p></div>","PeriodicalId":101186,"journal":{"name":"Supply Chain Analytics","volume":null,"pages":null},"PeriodicalIF":0.0,"publicationDate":"2023-11-19","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.sciencedirect.com/science/article/pii/S2949863523000493/pdfft?md5=aba4c0088aa577c9e215afa41012c42c&pid=1-s2.0-S2949863523000493-main.pdf","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"138436355","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 1
An integrated integer programming and forecasting model with geographic information systems for spray operations of West Nile disease insecticides 基于地理信息系统的西尼罗病杀虫剂喷洒作业集成整数规划与预测模型
Pub Date : 2023-11-08 DOI: 10.1016/j.sca.2023.100049
Hokey Min , Emanuel Melachrinoudis

Public health agencies and medical organizations have increased their relentless efforts to control the outbreaks of mosquitoes causing West Nile disease epidemics with the re-emergence of deadly disease in the United States. Such measures include a large-scale spray operation of insecticides that can counter the population growth of mosquitoes. This study proposes a business analytics tool that helps determine the optimal number and location of airfields housing insecticide-spraying aircraft, the type (mode) and the number of insecticide-spraying airplanes, and their flight patterns. This study also identifies factors that can enhance and hinder the efficiency of insecticide spray operations by combining a bi-objective integer programming model with a geographic information system and forecasting models within a business analytics framework for the first time.

随着致命疾病西尼罗河病在美国重新出现,公共卫生机构和医疗组织加大了控制蚊子爆发的不懈努力。这些措施包括大规模喷洒杀虫剂,以抑制蚊子数量的增长。本研究提出了一种商业分析工具,可以帮助确定喷洒杀虫剂飞机的最佳机场数量和位置,喷洒杀虫剂飞机的类型(模式)和数量,以及它们的飞行模式。本研究还首次将双目标整数规划模型与地理信息系统和商业分析框架内的预测模型相结合,确定了可以提高和阻碍杀虫剂喷洒操作效率的因素。
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引用次数: 0
A coordination model for closed-loop supply chain systems with a single manufacturer and retailer 具有单一制造商和零售商的闭环供应链系统的协调模型
Pub Date : 2023-11-08 DOI: 10.1016/j.sca.2023.100051
Wakhid Ahmad Jauhari, Nadya Syafa Kamila, Pringgo Widyo Laksono

This paper develops a coordination model for a closed-loop supply chain (CLSC) system consisting of a single manufacturer and retailer where market demand depends on the green technology level, retailer’s selling price, and promotional efforts. The manufacturer manufactures products from raw materials to finished products and adapts them for sale to meet key market demands. Used products from consumers will be returned to the retailer to be processed by remanufacturing under a technology license, and the rest will be returned to the manufacturer for remanufacturing, refurbishing, recycling, or waste disposal. The models are formulated mathematically and constructed under three scenarios – centralized, decentralized, and a Stackelberg game led by the manufacturer. Numerical examples are given to illustrate the results of the developed model. The result suggests that both types of investment can assist the closed-loop supply chain in enhancing its financial and environmental performance. It also suggests that lowering emissions levels through green technology might increase product selling prices, hence increasing sales volume.

本文建立了由单一制造商和零售商组成的闭环供应链(CLSC)系统的协调模型,其中市场需求取决于绿色技术水平、零售商的销售价格和促销力度。制造商生产从原材料到成品的产品,并对其进行调整以满足关键的市场需求。消费者使用过的产品将返回给零售商,根据技术许可进行再制造处理,其余产品将返回给制造商进行再制造、翻新、回收或废物处理。这些模型是在三种情况下建立的,即集中式、分散式和由制造商主导的Stackelberg博弈。数值算例说明了所建立模型的结果。结果表明,这两种类型的投资都可以帮助闭环供应链提高其财务和环境绩效。它还表明,通过绿色技术降低排放水平可能会提高产品销售价格,从而增加销量。
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引用次数: 0
Reinventing the future supply chains with disruptive technologies 用颠覆性技术重塑未来的供应链
Pub Date : 2023-11-03 DOI: 10.1016/j.sca.2023.100047
Madjid Tavana (Prof. Dr.)
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引用次数: 0
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Supply Chain Analytics
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