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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。
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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
A multi-period optimization model for medicine supply chains using modified interactive multi-objective fuzzy programming 基于改进交互式多目标模糊规划的药品供应链多周期优化模型
Pub Date : 2023-11-02 DOI: 10.1016/j.sca.2023.100048
C. Sugapriya , D. Nagarajan , V.M. Gobinath , V. Kuppulakshmi

The research on multi-period optimization using modified interactive multi-objective fuzzy programming for product complaints in pharmaceutical supply chains is new and evolving. This study proposes and develops an integrated multi-period, multi-objective medicine supply chain model in healthcare. The study considers an unknown number of drug manufacturer complaints. The business triad is a term used to describe the combination of the three objectives: time, quality, and cost. The process starts with developing a mathematical model for the business triad. A modified interactive multi-objective fuzzy programming is then proposed for the optimization of the business triad, has been proposed. The proposed method blends expert opinion and experience using fuzzy linguistic variables and a triangle membership function. A numerical example demonstrates the practical application of the proposed model. This study considers a model for fuzzy inventory pharmaceutical products with a two-tier supply chain. This supply chain model aids healthcare decision-makers in acquiring medications that meet the necessary time, quality, and cost standards.

基于改进交互式多目标模糊规划的药品供应链产品投诉多周期优化研究是一个新兴的研究方向。本研究提出并发展医疗保健领域多周期、多目标的一体化药品供应链模型。该研究考虑了数量不详的药品制造商投诉。业务三元组是一个术语,用于描述三个目标的组合:时间、质量和成本。这个过程始于为业务三元组开发一个数学模型。在此基础上,提出了一种改进的交互式多目标模糊规划方法,用于业务三元组的优化。该方法利用模糊语言变量和三角隶属函数将专家意见和经验相结合。数值算例说明了该模型的实际应用。本文研究了具有两层供应链的药品模糊库存模型。该供应链模型帮助医疗保健决策者获取符合必要时间、质量和成本标准的药物。
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引用次数: 0
A Comprehensive Strategic-Tactical Multi-Objective Sustainable Supply Chain Model with Human Resources Considerations 考虑人力资源的综合战略战术多目标可持续供应链模型
Pub Date : 2023-10-21 DOI: 10.1016/j.sca.2023.100044
Hamed Nozari , Javid Ghahremani-Nahr

This study proposes a multi-objective Sustainable Supply Chain Network (SSCN) model considering human resources limitations with different levels of expertise. The proposed model includes multiple suppliers, factories, and customers, where the construction of factories is a strategic decision, and determining the amount of production and allocating human resources with different levels of expertise is taken as a tactical decision. Also, the capital recovery factor has been used in the mathematical model to prevent the influence of strategic decisions on tactical decisions. The results from the mathematical models of epsilon limit, Non-dominated Sorting Genetic Algorithm II (NSGA II), and Multi-Objective Particle Swarm Optimization (MOPSO) show that by reducing the amount of shortage, the amount of production has increased, and as a result, the costs of production, supply and distribution and transportation have increased. Also, with the increase in the production and transportation of products, greenhouse gas emissions have also increased. Examining the impact of the uncertainty rate on the Robust Fuzzy Optimization (RFO) model also shows that with the increase of this coefficient, due to the increase in the demand in the network, the total costs of production, distribution, purchase of raw materials, and transportation have increased. Examining different comparison indices between solution methods also shows that heuristic methods have higher efficiency than exact methods. MOPSO is more efficient than NSGA II for the designed mathematical model in these investigations.

本研究提出了一个考虑不同专业水平人力资源限制的多目标可持续供应链网络(SSCN)模型。所提出的模型包括多个供应商、工厂和客户,其中工厂的建设是一个战略决策,而确定生产量和分配具有不同专业水平的人力资源是一个战术决策。此外,在数学模型中使用了资本回收因子,以防止战略决策对战术决策的影响。ε极限、非支配排序遗传算法II(NSGA II)和多目标粒子群优化(MOPSO)的数学模型的结果表明,通过减少短缺量,生产量增加了,因此生产、供应、分销和运输成本增加了。此外,随着产品生产和运输的增加,温室气体排放也有所增加。考察不确定性率对鲁棒模糊优化(RFO)模型的影响还表明,随着该系数的增加,由于网络中需求的增加,生产、分销、原材料采购和运输的总成本都有所增加。考察求解方法之间不同的比较指标也表明,启发式方法比精确方法具有更高的效率。在这些研究中,对于所设计的数学模型,MOPSO比NSGAII更有效。
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引用次数: 0
A Bayes Estimate Density Fuzzy Modular function for improving supply chain sustainability through blockchain entropy prediction 基于区块链熵预测的贝叶斯估计密度模糊模函数改善供应链可持续性
Pub Date : 2023-10-20 DOI: 10.1016/j.sca.2023.100046
Brandon Foley , James A. Rodger

This study triangulates three interrelated and interdependent goals. First, we provide a framework to establish the supply chain (SC) theory within the linchpins of the nine waves of sustainability theory. Second, we provide a real-world example of how blockchain operates to support the premise that hacking a blockchain requires very large capacities of computing power. We also demonstrate a method of detecting the possibility of hacking individual nodes that supply information to the blockchain. Third, we utilize the blockchain and gather thousands of data points and prove statistically that the tokenization of the oil and gas industry will increase market liquidity, market volume, profitability, and sustainability while reducing transaction time. The robotic blockchain is investigated as a mechanism for improving the efficiency of natural gas SC resource use through fuzzy modular function hashing and salting algorithms and entropy density.

这项研究对三个相互关联和相互依存的目标进行了三角分析。首先,我们提供了一个框架,在可持续性理论的九个浪潮的关键范围内建立供应链理论。其次,我们提供了一个区块链如何运作的真实世界例子,以支持黑客攻击区块链需要非常大的计算能力这一前提。我们还展示了一种检测黑客攻击为区块链提供信息的单个节点的可能性的方法。第三,我们利用区块链收集了数千个数据点,并从统计上证明,石油和天然气行业的代币化将增加市场流动性、市场容量、盈利能力和可持续性,同时减少交易时间。通过模糊模块函数哈希和盐析算法以及熵密度,研究了机器人区块链作为提高天然气SC资源使用效率的机制。
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引用次数: 0
An order fulfilment location planning model for perishable goods supply chains using population density 考虑人口密度的易腐品供应链订单履行地点规划模型
Pub Date : 2023-10-16 DOI: 10.1016/j.sca.2023.100045
Chamath Ekanayake , Yapa Mahinda Bandara , Maxwell Chipulu , Prem Chhetri

The increased frequency of purchases and growing distances between the final distribution points of the perishable products and consumers are contributing to multiple handling, high intermediation, and a greater concentration of outlets selling perishables goods. These in turn have increased logistics costs, and inefficiencies in the supply chain. This study presents a modelling framework for locating perishable goods order fulfilment centers (OFC) near the consumer by using population density as a proxy for demand. The centrality and Borda count measures are used to identify optimal locations in perishable goods supply chain networks. We present a case study to demonstrate the applicability and efficacy of the proposed density-based spatial methodology.

购买频率的增加以及易腐产品最终分销点与消费者之间的距离的增加,导致了易腐产品的多重处理、高度中介和销售点的更加集中。这些反过来又增加了物流成本,并导致供应链效率低下。本研究提出了一个建模框架,通过使用人口密度作为需求的代理,将易腐商品订单履行中心(OFC)定位在消费者附近。使用中心性和Borda计数测度来识别易腐商品供应链网络中的最优位置。我们提供了一个案例研究来证明所提出的基于密度的空间方法的适用性和有效性。
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引用次数: 0
An agent-based simulation and logistics optimization model for managing uncertain demand in forest supply chains 基于agent的森林供应链不确定需求管理仿真与物流优化模型
Pub Date : 2023-10-07 DOI: 10.1016/j.sca.2023.100042
Petri Helo, Javad Rouzafzoon

This paper aims to model and minimize transportation costs in collecting tree logs from several regions and delivering them to the nearest collection point. This paper presents agent-based modeling (ABM) that comprehensively encompasses the key elements of the pickup and delivery supply chain model and presents the units as autonomous agents communicating. The modeling combines components such as geographic information systems (GIS) routing, potential facility locations, random tree log pickup locations, fleet sizing, trip distance, and truck and train transportation. ABM models the entire pickup and delivery operation, and modeling outcomes are presented by time series charts such as the number of trucks in use, facilities inventory, and travel distance. In addition, various simulation scenarios are used to investigate potential facility locations and truck numbers and determine the optimal facility location and fleet size.

本文旨在对从几个地区收集原木并将其运送到最近的收集点的运输成本进行建模并将其降至最低。本文提出了基于代理的建模(ABM),该建模全面涵盖了取货和配送供应链模型的关键元素,并将单元表示为自主代理进行通信。该建模结合了地理信息系统(GIS)路线、潜在设施位置、随机树状日志提取位置、车队规模、行程距离以及卡车和火车运输等组件。ABM对整个取货和送货操作进行建模,建模结果通过时间序列图表示,如使用的卡车数量、设施库存和旅行距离。此外,还使用各种模拟场景来调查潜在的设施位置和卡车数量,并确定最佳设施位置和车队规模。
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引用次数: 0
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Supply Chain Analytics
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