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Prioritization of barriers in industrial symbiosis implementation in automotive industry - Using ISM and MICMAC Analysis 汽车工业中工业共生实施障碍的优先排序——使用ISM和MICMAC分析
Pub Date : 2021-12-01 DOI: 10.46254/j.ieom.20210204
K. Vimal, A. Kulatunga, Lakshmanakumar Veeraragavan, M. Ravichandran, Jayakrishna Kandasamy
The continuous increase in production, lack of flexibility of organizations, and lack of knowledge on sustainability have led to the depletion of raw materials and increased waste generation. Industrial symbiosis now has become a very effective solution and an essential strategy for responsible consumption and waste utilization. This strategy helps different organizations to blend their resources, share information, logistics, and waste materials to solve their problems by forming a network to increase profits. This study was directed towards identifying the barriers towards applying Industrial Symbiosis in an organization with probable solutions to them. ISM modeling and MICMAC analysis were used to visualize the impact of different barriers for implementing Industrial symbiosis in an organization and improve efficiency in terms of eco-innovation. The results of this study give experiences and rules to practicing managers in medium and small-scale industries to effectively execute Industrial Symbiosis. The study also adds to the improvement of a basic model for examining the barriers affecting IS with regards to eco-innovation and sustainable frameworks and contributes to ongoing researches on this eco-friendly idea of Industrial Symbiosis.
生产的不断增加、组织灵活性的缺乏以及对可持续性知识的缺乏导致了原材料的枯竭和废物产生的增加。工业共生已成为负责任消费和废物利用的一种非常有效的解决方案和必要的策略。这种策略帮助不同的组织混合他们的资源,共享信息,物流和废料,通过形成一个网络来解决他们的问题,以增加利润。本研究旨在确定在组织中应用工业共生的障碍,并提出可能的解决方案。利用ISM模型和MICMAC分析可视化不同障碍对在组织中实施工业共生的影响,并在生态创新方面提高效率。本文的研究结果为中小企业管理者有效实施产业共生提供了经验和规律。该研究还改进了一个基本模型,用于检查影响生态创新和可持续框架的IS障碍,并有助于对工业共生这一生态友好理念的持续研究。
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引用次数: 0
Predicting Patient Waiting Time in the Queue System Using Deep Learning Algorithms in the Emergency Room 基于深度学习算法的急诊室排队系统患者等待时间预测
Pub Date : 2021-10-01 DOI: 10.46254/j.ieom.20210103
Hassan Hijry, Richard Olawoyin
Many hospitals consider the length of time waiting in queue to be a measure of emergency room (ER) overcrowding. Long waiting times plague many ER departments, hindering the ability to effectively provide medical attention to those in need and increasing overall costs. Advanced techniques such as machine learning and deep learning (DL) have played a central role in queuing system applications. This study aims to apply DL algorithms for historical queueing variables to predict patient waiting time in a system alongside, or in place of, queueing theory (QT). We applied four optimization algorithms, including SGD, Adam, RMSprop, and AdaGrad. The algorithms were compared to find the best model with the lowest mean absolute error (MAE). A traditional mathematical simulation was used for additional comparisons. The results showed that the DL model is applicable using the SGD algorithm by activating a lowest MAE of 10.80 minutes (24% error reduction) to predict patients' waiting times. This work presents a theoretical contribution of predicting patients’ waiting time with alternative techniques by achieving the highest performing model to better prioritize patients waiting in the queue. Also, this study offers a practical contribution by using real-life data from ERs. Furthermore, we proposed models to predict patients' waiting time with more accurate results than a traditional mathematical method. Our approach can be easily implemented for the queue system in the healthcare sector using electronic health records (EHR) data.
许多医院认为排队等候的时间长度是衡量急诊室(ER)拥挤程度的一个指标。漫长的等待时间困扰着许多急诊室,阻碍了有效地为有需要的人提供医疗服务的能力,并增加了总体成本。机器学习和深度学习(DL)等先进技术在排队系统应用中发挥了核心作用。本研究旨在将深度学习算法应用于历史排队变量,以预测系统中患者的等待时间,或者代替排队理论(QT)。我们采用了SGD、Adam、RMSprop和AdaGrad四种优化算法。通过对算法的比较,找出具有最低平均绝对误差(MAE)的最佳模型。使用传统的数学模拟进行额外的比较。结果表明,DL模型适用于SGD算法,激活最低MAE为10.80分钟(误差降低24%)来预测患者的等待时间。这项工作提出了预测患者的等待时间与替代技术的理论贡献,通过实现最高性能的模型,以更好地优先考虑患者排队等待。此外,本研究通过使用急诊室的真实数据提供了实际贡献。此外,我们提出了预测患者等待时间的模型,其结果比传统的数学方法更准确。我们的方法可以很容易地在医疗保健部门使用电子健康记录(EHR)数据的队列系统中实现。
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引用次数: 3
Assessment of Critical Failure Factors for Implementing Lean Six Sigma in Manufacturing Industry: A case study 制造业实施精益六西格玛的关键失效因素评估:个案研究
Pub Date : 2021-10-01 DOI: 10.46254/j.ieom.20210102
Swarnakar Vikas
In the present scenario manufacturing industries have been facing problem-related to cost, quality, and customer satisfaction. To overcome such problems, the organizations are ready to adopt continuous improvement (CI) approaches such as Lean Six Sigma (LSS) which keeps them stable when the demand for products or services fluctuates. LSS is a breakthrough improvement approach that helps to improve the bottom-line result of the company by utilizing its tools and techniques. The successful adaptation of the LSS approach provides a significant improvement in key metrics but deficiency of proper implementation shows a negative effect. To prevent such a situation, need to know about their failure factors. The objective of the present study is to assess the critical failure factors (CFFs) for LSS framework implementation in manufacturing organizations. The leading CFFs for LSS have been identified and selected through a structured literature review and expert opinion. The CFFs based model for LSS implementation has been developed using the Interpretative Structural Modelling and Matrice d’ Impacts Croises Multiplication Appliquee a un Classement (ISM-MICMAC) approach. Previous studies related to such concerns have not developed a structural hierarchical model that is necessary to tackle CFFs towards the LSS implementation process. Such an interrelation helps decision-makers, planners to systematically guide about the barriers that affect the implementation process and help for further implementation success. The developed structured model will also help LSS practitioners, consultants, researchers to anticipate the potential CFFs to implement the LSS framework in their industry for continuous improvement and achieve a leading position in a competitive market.
在目前的情况下,制造业一直面临着与成本、质量和客户满意度相关的问题。为了克服这些问题,组织准备采用持续改进(CI)方法,如精益六西格玛(LSS),当对产品或服务的需求波动时保持稳定。LSS是一种突破性的改进方法,通过利用其工具和技术来帮助提高公司的底线结果。LSS方法的成功适应提供了关键指标的显著改进,但缺乏适当的实施显示出负面影响。为了防止这种情况的发生,需要了解自己的失效因素。本研究的目的是评估制造组织实施LSS框架的关键失效因素(cff)。通过结构化的文献综述和专家意见,确定并选择了LSS的主要cff。基于CFFs的LSS实现模型已使用解释性结构建模和矩阵影响交叉乘法应用分类(ISM-MICMAC)方法开发。以前与这些问题有关的研究并没有发展出一种结构层次模型,而这种模型是解决面向社会保障制度实施过程的cff所必需的。这种相互关系有助于决策者、规划者系统地指导影响实施过程的障碍,并有助于进一步的实施成功。开发的结构化模型还将帮助LSS从业者、顾问和研究人员预测潜在的cff,以便在其行业中实施LSS框架,以实现持续改进,并在竞争激烈的市场中取得领先地位。
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引用次数: 2
The Effect of Information sharing and Inventory Management in the Supply Chain Practices on Firms’ Performance: Empirical Evidence from Some Selected Companies of Ethiopia 供应链实践中的信息共享和库存管理对企业绩效的影响:来自埃塞俄比亚一些选定公司的经验证据
Pub Date : 2021-10-01 DOI: 10.46254/j.ieom.20210101
D. Gebisa, Tika Ram
The objective of this paper is to investigate empirically the effect of informationsharing and inventory management practice on firms’ performance. To achieve thestated objective the study targeted supply chain practices of some companies operatingin Ethiopia. Data were collected from 170 respondents including employees,suppliers, and distributors of the companies under investigation. Before the analysisof data, the accuracy of data entry, the existence of missing values, normality of datadistribution and outliers checked and proved the nonexistence of serious issues. Thespecified objective and proposed hypotheses in this study tested by structural equationmodelling (SEM). The result shows information sharing and inventory managementpractices have a direct and significant effect on the firm’s performance. Similarly, thehigher share of information leads to better inventory management practice, which inturn leads to a greater performance of firms. The study concludes that informationsharing has both direct and indirect effects on a firm's performance in the supply chainpractices; whereas inventory management practices have a direct effect on the firm'sperformance. Generally, the results of the study have major theoretical and practicalimplications. Theoretically, it offers concrete evidence on the significant effects ofinformation sharing and inventory management in the supply chain practices on firm’sperformance in developing countries; and hence contributes to the scarce body ofliterature and reduces the gaps of knowledge in the developing countries on thespecified area of study. Besides the theoretical implication, practically the studyallows the companies and industries under the considerations to recognize thesignificant effects of information sharing and inventory management practices onfirm’s performance and to use this information to develop and enhance culture ofinformation sharing and usage of sound inventory management techniques in thesupply chain practices for the enhancement of organizational performance.
本文的目的是实证研究信息共享和库存管理对企业绩效的影响。为了达到既定的目标,该研究针对在埃塞俄比亚经营的一些公司的供应链实践。数据收集自170名受访者,包括被调查公司的员工、供应商和分销商。在对数据进行分析之前,对数据录入的准确性、缺失值的存在性、数据分布的正态性和离群值进行检验,证明不存在严重问题。通过结构方程模型(SEM)对研究的目标和假设进行了验证。结果表明,信息共享和库存管理实践对企业绩效有直接而显著的影响。同样,较高的信息共享导致更好的库存管理实践,这反过来又导致公司更好的绩效。研究发现,在供应链实践中,信息共享对企业绩效有直接和间接的影响;然而,库存管理实践对公司的业绩有直接的影响。总的来说,研究结果具有重大的理论和实践意义。在理论上,它为发展中国家供应链实践中的信息共享和库存管理对企业绩效的显著影响提供了具体证据;从而为稀缺的文献做出了贡献,并减少了发展中国家在特定研究领域的知识差距。除了理论意义之外,实际上,该研究允许考虑下的公司和行业认识到信息共享和库存管理实践确认绩效的重要影响,并利用这些信息来发展和加强信息共享文化,并在供应链实践中使用健全的库存管理技术,以提高组织绩效。
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引用次数: 1
Strategic and Sustainable Implementation of 5S in a Beef Abattoir 肉牛屠宰场5S的战略和可持续实施
Pub Date : 2021-10-01 DOI: 10.46254/j.ieom.20210104
Babedi Kufigwa, N. Gwangwava, R. Addo-Tenkorang
In recent time workplace organization and easy information retrieval help in achieving optimum productivity through maximum utilization of the resources available, significantly reducing industrial lead-time and waste thus resulting in low production cost and increase return-on-investment (ROI). This paper is a study of the effective and efficient implementation of 5S processes in a beef abattoir. Thus, the paper employs both qualitative (case study) and quantitative (statistical analysis like 5S scorecard and 5S audit performance) methods. This research identifies and outlines 5S “best practice” issues overlooked such as unneeded items lying around, torn sign displays, labels and shelves not partitioned, bins not clearly stored in demarcated areas and storage tools not clearly shown with sign panels and labels. Furthermore, budget constraints and the abattoir unreadiness to adopt the 5S system inhibits the smooth implementation of the 5S phases required. Therefore, this research managed to map out a 5S lean-system implementation framework for the case company X beef abattoirs. Finally, the research recommended effective process on how 5S can efficiently save the industry on planning to reduce waste in processes such as lead-time in effective information retrieval system, safety issues to mitigate non-value adding activities and space utilization, for improved productivity.
在最近的时间里,工作场所的组织和方便的信息检索有助于通过最大限度地利用可用资源来实现最佳生产率,显著减少工业交货时间和浪费,从而降低生产成本并提高投资回报率(ROI)。本文研究的是在肉牛屠宰场有效和高效地实施5S流程。因此,本文采用定性(案例研究)和定量(5S计分卡、5S审计绩效等统计分析)相结合的方法。本研究确定并概述了被忽视的5S“最佳实践”问题,如不需要的物品到处乱放、标识显示破损、标签和货架未分区、箱子未明确地存放在划定的区域以及存储工具未清晰地显示标识面板和标签。此外,预算限制和屠宰场不准备采用5S系统阻碍了所需5S阶段的顺利实施。因此,本研究设法为案例X公司的牛肉屠宰场制定了一个5S精益体系实施框架。最后,该研究推荐了5S如何有效地节省行业计划,减少过程中的浪费,如有效信息检索系统的交货时间,安全问题,以减少非增值活动和空间利用率,以提高生产力。
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引用次数: 0
The Window Fill Rate in a Multiple Location Inventory System with Periodic Review and Order Crossover 具有周期性评审和订单交叉的多地点库存系统的窗口填充率
Pub Date : 2020-10-01 DOI: 10.46254/j.ieom.20200102
Yahel Giat
Deliveries in global supply chains are often made through lengthy shipping routes that are subject to many delays such as border crossings, inspections and so forth. Consequently, orders frequently crossover, that is, their order of arrival is not the same as the order that they were issued. In this paper we model a multiple location inventory system with Poisson demand and periodic review in which orders may crossover. The system’s performance measure is the window fill rate, i.e., the probability that a customer arriving to the system is served within her tolerable wait. We show that when spares are scarce the system’s overall performance decreases if spares are allotted equitably. Additionally, we show that there is a linear tradeoff between the tolerable wait and the number of spares needed to maintain a given performance level. The observations have practical implications to inventory mangers. First, that when resources are scarce it is optimal to cluster spares to only few locations. In contrast, when resources are abundant, then a more equitable solution is optimal. Second, that it is possible to design simple contracts that reward customers for their patience, or alternatively, that charge customers a premium for expedited service.
在全球供应链中,交货通常是通过漫长的运输路线进行的,这些路线会受到许多延误的影响,比如边境过境、检查等等。因此,订单经常交叉,也就是说,它们到达的顺序与发出的顺序不同。本文建立了一个具有泊松需求和周期评审的多地点库存系统的模型,其中订单可能交叉。系统的性能度量是窗口填充率,也就是说,顾客到达系统后在可容忍的等待时间内得到服务的概率。我们证明了当备件稀缺时,如果公平分配备件,系统的整体性能会下降。此外,我们还展示了在可容忍的等待时间和维持给定性能水平所需的备件数量之间存在线性权衡。这些观察结果对库存管理人员具有实际意义。首先,当资源稀缺时,将备用资源集中到少数位置是最优的。相反,当资源丰富时,更公平的解决方案是最优的。其次,可以设计简单的合同,奖励客户的耐心,或者向客户收取加急服务的额外费用。
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引用次数: 0
Carbon Emissions and Energy Balance in the Design of a Sustainable Food Waste Network 可持续食物垃圾网络设计中的碳排放和能量平衡
Pub Date : 2020-10-01 DOI: 10.46254/j.ieom.20200105
In this paper, the food waste valorization alternatives are evaluated from a sustainability point of view. Using food waste characteristics as input data, we estimate the sustainable benefits such as energy utilization and GHG emission reduction for each potential food waste processing technique. Additionally, the sustainable benefits of reverse logistics of food waste are quantified based upon geographic distance and valorization characteristics. We formulate the food waste network framework as a strategic linear programming (LP) model that aims to minimize total food waste management costs while satisfying emissions and energy use constraints. Given the recent regulations of the commercial food material disposal ban, we test the efficiency of the proposed framework by designing a sustainable food waste treatment network for the state of Massachusetts. Results show that with a marginal increase in the treatment cost of food waste, the model has achieved zero net emissions, zero net energy use, and a competitive overall sustainability impact. Thus, by utilizing the food waste network model, policymakers can achieve the best sustainable strategies for food waste management. The paper contributes theoretically to the assessment of the food waste recovery alternatives by expanding the system boundary and presenting additional key performance measures of sustainability. Practically, this study provides case studies based on real-life data and generates multiple scenarios to better analyze the results and select the best recovery options from a sustainability perspective.
本文从可持续性的角度对食物垃圾的价值化替代品进行了评价。以食物垃圾特性为输入数据,估算了每种潜在食物垃圾处理技术的能源利用和温室气体减排等可持续效益。此外,根据地理距离和价值特征,量化了食品垃圾逆向物流的可持续效益。我们将食物垃圾网络框架制定为战略线性规划(LP)模型,旨在最小化食物垃圾管理总成本,同时满足排放和能源使用约束。鉴于最近商业食品材料处理禁令的规定,我们通过为马萨诸塞州设计一个可持续的食品垃圾处理网络来测试拟议框架的效率。结果表明,在食物垃圾处理成本边际增加的情况下,该模型实现了零净排放、零净能源消耗和具有竞争力的整体可持续性影响。因此,通过利用食物垃圾网络模型,决策者可以实现食物垃圾管理的最佳可持续战略。本文通过扩展系统边界和提出额外的可持续性关键绩效指标,从理论上对食物垃圾回收替代方案的评估做出了贡献。实际上,该研究提供了基于实际数据的案例研究,并生成了多个场景,以便从可持续性的角度更好地分析结果并选择最佳的采收率方案。
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引用次数: 2
Optimization on the shop floor - A business simulation Approach 车间优化——一种商业模拟方法
Pub Date : 2020-10-01 DOI: 10.46254/j.ieom.20200103
Assembly processes can be optimized with various methods. However, it is difficultto evaluate the effectiveness and interaction of these methods. To date, shop floorimprovement methods in series production, such as the methods under investigation5S, Poka Yoke, Kanban, and Standard Work Sheet, have not been scientificallyanalyzed using a business simulation. This study is aimed at closing this research gapby conducting a business simulation and analyzing the generated data using the designof experiments. This combination represents a new form of research. For the designof experiments, full factorial design with four factors was used. Lead time is selectedas the KPI. By analyzing the lean methods that were investigated in this study, bothmain effects and interactions were found. Results show that it is useful to apply atleast one optimization method, whereby Poka Yoke has the most significant impacton the lead time. Researchers in the field of optimization methods can base theirinvestigations on this study.
装配过程可以用各种方法进行优化。然而,很难评估这些方法的有效性和相互作用。到目前为止,在批量生产中的车间改进方法,如正在调查的5s、Poka Yoke、看板和标准工作表等方法,还没有通过商业模拟进行科学的分析。本研究旨在通过进行商业模拟和使用实验设计分析生成的数据来弥补这一研究空白。这种结合代表了一种新的研究形式。试验设计采用四因素全因子设计。交货期被选为KPI。通过分析本研究研究的精益方法,发现了主要效应和相互作用。结果表明,至少应用一种优化方法是有用的,其中Poka Yoke对交货期的影响最为显著。优化方法领域的研究人员可以在此基础上进行研究。
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引用次数: 0
Developing Turnaround Maintenance (TAM) Model to Optimize TAM Performance Based on the Critical Static Equipment (CSE) of GAS Plants 基于燃气厂关键静态设备(CSE)的周转维护(TAM)模型优化TAM性能
Pub Date : 2019-05-15 DOI: 10.46254/j.ieom.20190102
A. Elwerfalli, M. K. Khan, J. E. Munive-Hernandez
Many oil and gas companies have suffered major production losses, and higher cost of maintenance due to the total shutdown of their plants to conduct TAM event during a certain period and according to scope of work. Therefore, TAM is considered the biggest maintenance activity in oil and gas plant in terms of manpower, material, time and cost. These plants usually undergo other maintenance strategies during normal operation of plants such as preventive, corrective and predictive maintenance. However, some components or units cannot be inspected or maintained during normal operation of plant unless plant facilities are a totally shut downed due to operating risks. These risks differ from a company to another due to many factors such as fluctuated temperatures and pressures, corrosion, erosion, cracks and fatigue caused by operating conditions, geographical conditions and economic aspects. The aim of this paper is to develop a TAM model to optimize the TAM scheduling associated with decreasing duration and increasing interval of the TAM of the gas plant. The methodology that this paper presents has three stages based on the critical and non-critical pieces of equipment. At the first stage, identifying and removing Non-critical Equipment pieces (NEs) from TAM activity to proactive maintenance types. During the second stage, the higher risk of each selected equipment is assessed in order to prioritize critical pieces of equipment based on Risk Based Inspection (RBI). At the third stage, failure probability and reliability function for those selected critical pieces of equipment are assessed. The results of development of the TAM model is led to the real optimization of TAM scheduling of gas plants that operated continuously around the clock in order to achieve a desired performance of reliability and availability of the gas plant, and reduce cost of TAM resulting from the production shutdown and cost of inspection and maintenance.
由于在一定时期内根据工作范围全面关闭工厂进行TAM活动,许多石油和天然气公司遭受了重大的生产损失和更高的维护成本。因此,TAM在人力、物力、时间和成本方面被认为是油气工厂中最大的维护活动。这些工厂通常在工厂正常运行期间进行其他维护策略,如预防性维护,纠正性维护和预测性维护。但是,某些部件或单元在工厂正常运行期间无法进行检查或维护,除非工厂设施由于操作风险而完全关闭。由于操作条件、地理条件和经济因素造成的温度和压力波动、腐蚀、侵蚀、裂缝和疲劳等因素,不同公司的风险有所不同。本文的目的是建立一个与燃气厂TAM持续时间递减和间隔增大相关的TAM优化调度模型。本文提出的方法根据设备的关键和非关键部件分为三个阶段。在第一阶段,从TAM活动中识别并移除非关键设备部件(ne),以进行主动维护。在第二阶段,评估每个选定设备的较高风险,以便根据基于风险的检查(RBI)优先考虑设备的关键部件。第三阶段,对选定的关键部件进行故障概率和可靠性函数的评估。利用TAM模型的开发结果,对全天候连续运行的燃气装置的TAM调度进行了真正的优化,以达到燃气装置可靠性和可用性的理想性能,并降低了由于停产和检修成本而导致的TAM成本。
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引用次数: 4
A Game Theoretic Approach to Multi-Period Newsvendor Problems with Censored Markovian Demand 含删节马尔可夫需求的多时期报贩问题的博弈论方法
Pub Date : 2019-05-15 DOI: 10.46254/j.ieom.20190103
Farzaneh Mansourifard, Parisa Mansourifard, B. Krishnamachari
This paper studies the Newsvendor problem for a setting in which (i) the demand is temporally correlated, (ii) the demand is censored, (iii) the distribution of the demand is unknown. The correlation is modeled as a Markovian process. The censoring means that if the demand is larger than the action (selected inventory), only a lower bound on the demand can be revealed. The uncertainty set on the demand distribution is given by only the upper and lower bound on the amount of the change from a time to the next time. We propose a robust approach to minimize the worst-case total cost and model it as a min-max zero-sum repeated game. We prove that the worst-case distribution of the adversary at each time is a two-point distribution with non-zero probabilities at the extrema of the uncertainty set of the demand. And the optimal action of the decision-maker can have any of the following structures: (i) a randomized solution with a two-point distribution at the extrema, (ii) a deterministic solution at a convex combination of the extrema. Both above solutions balance over-utilization and under-utilization costs. Finally, we extend our results to uni-model cost functions and present numerical results to study the solution.
本文研究了一种情况下的报贩问题,其中:(1)需求是时间相关的,(2)需求是审查的,(3)需求的分布是未知的。这种相关性被建模为马尔可夫过程。审查意味着如果需求大于行动(选定的库存),则只能显示需求的下限。需求分布的不确定性仅由从一个时间点到下一个时间点的变化量的上界和下界给出。我们提出了一种鲁棒方法来最小化最坏情况下的总成本,并将其建模为最小-最大零和重复博弈。我们证明了每次对手的最坏情况分布是在需求不确定性集的极值处具有非零概率的两点分布。决策者的最优行为可以具有以下任意结构:(i)在极值处具有两点分布的随机解,(ii)在极值的凸组合处具有确定性解。上述两种解决方案都平衡了过度利用和未充分利用的成本。最后,我们将结果推广到单模型成本函数,并给出数值结果来研究解。
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引用次数: 0
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International Journal of Industrial Engineering and Operations Management
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