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Dual index production and subcontracting policies for assemble-to-order systems 装配订单系统的双指标生产和分包政策
Pub Date : 2016-03-23 DOI: 10.1080/0740817X.2015.1110652
A. Sinha, A. Krishnamurthy
ABSTRACT We analyze tradeoffs related to production and subcontracting decisions in an assemble-to-order system with capacity constraints and stochastic lead times. We assume that component replenishment is carried out by orders to a subcontractor and component stock levels at the manufacturer are determined by dual index-based policies. Furthermore, customer demands for the final product are immediately satisfied if all of the required components are in stock; otherwise, they are back-ordered. In order to maintain high service levels, the manufacturer reserves the option to produce components internally. Using queuing models, we analyze the tradeoffs related to internal manufacturing versus subcontracting under different types of dual index policies. We use Matrix-Geometric methods to conduct an exact analysis for an assemble-to-order system with two components and develop a decomposition-based algorithm to analyze the performance of systems with more than two products. Numerical studies provide useful insights on the performance of the various dual index policies under study.
摘要:本文分析了在产能约束和随机交货期的装配订单系统中与生产和分包决策相关的权衡。我们假设组件补充是由分包商的订单执行的,制造商的组件库存水平由基于双指数的策略决定。此外,如果所有所需的部件都有库存,则客户对最终产品的需求立即得到满足;否则,它们就会缺货。为了保持较高的服务水平,制造商保留内部生产组件的选择。利用排队模型,我们分析了在不同类型的双指标政策下内部制造与分包的权衡。我们使用矩阵几何方法对具有两个组件的装配顺序系统进行精确分析,并开发了基于分解的算法来分析具有两个以上产品的系统的性能。数值研究对所研究的各种双指数政策的性能提供了有用的见解。
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引用次数: 4
Optimal pinging frequencies in the search for an immobile beacon 搜索固定信标时的最佳ping频率
Pub Date : 2016-03-22 DOI: 10.1080/0740817X.2015.1110270
David J. Eckman, L. Maillart, A. Schaefer
ABSTRACT We consider a search for an immobile object that can only be detected if the searcher is within a given range of the object during one of a finite number of instantaneous detection opportunities; i.e., “pings.” More specifically, motivated by naval searches for battery-powered flight data recorders of missing aircraft, we consider the trade-off between the frequency of pings for an underwater locator beacon and the duration of the search. First, assuming that the search speed is known, we formulate a mathematical model to determine the pinging period that maximizes the probability that the searcher detects the beacon before it stops pinging. Next, we consider generalizations to discrete search speed distributions under a uniform beacon location distribution. Lastly, we present a case study based on the search for Malaysia Airlines Flight 370 that suggests that the industry-standard beacon pinging period—roughly 1 second between pings—is too short.
我们考虑搜索一个固定的物体,只有当搜索者在有限数量的瞬时检测机会之一的给定范围内才能被检测到;也就是说,“ping”。更具体地说,在海军搜寻失踪飞机的电池供电飞行数据记录仪的推动下,我们考虑了水下定位信标ping信号频率与搜寻时间之间的权衡。首先,假设搜索速度已知,我们制定了一个数学模型来确定ping周期,该周期使搜索器在停止ping之前检测到信标的概率最大化。接下来,我们考虑在均匀信标位置分布下的离散搜索速度分布的推广。最后,我们提出了一个基于马来西亚航空公司370航班搜索的案例研究,该案例表明,行业标准的信标ping周期(ping之间大约1秒)太短了。
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引用次数: 6
Imbalanced classification by learning hidden data structure 通过学习隐藏数据结构实现不平衡分类
Pub Date : 2016-03-22 DOI: 10.1080/0740817X.2015.1110269
Yang Zhao, A. Shrivastava, K. Tsui
ABSTRACT Approaches to solve the imbalanced classification problem usually focus on rebalancing the class sizes, neglecting the effect of the hidden structure within the majority class. The purpose of this article is to first highlight the effect of sub-clusters within the majority class on the detection of the minority instances and then handle the imbalanced classification problem by learning the structure in the data. We propose a decomposition-based approach to a two-class imbalanced classification problem. This approach works by first learning the hidden structure of the majority class using an unsupervised learning algorithm and thus transforming the classification problem into several classification sub-problems. The base classifier is constructed on each sub-problem. The ensemble is tuned to increase its sensitivity toward the minority class. We also provide a metric for selecting the clustering algorithm by comparing estimates of the stability of the decomposition, which appears necessary for good classifier performance. We demonstrate the performance of the proposed approach through various real data sets.
解决不平衡分类问题的方法通常侧重于重新平衡类的大小,而忽略了大多数类中隐藏结构的影响。本文的目的是首先突出多数类中的子聚类对少数实例检测的影响,然后通过学习数据中的结构来处理不平衡分类问题。提出了一种基于分解的两类不平衡分类方法。该方法首先使用无监督学习算法学习多数类的隐藏结构,从而将分类问题转化为几个分类子问题。在每个子问题上构造基分类器。乐团调整以增加对少数族裔的敏感度。我们还提供了一个度量,通过比较分解稳定性的估计来选择聚类算法,这似乎是良好分类器性能所必需的。我们通过各种真实数据集证明了所提出方法的性能。
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引用次数: 9
Designing supply contracts: buy-now, reserve, and wait-and-see 设计供应合同:现在购买、储备和观望
Pub Date : 2016-03-16 DOI: 10.1080/0740817X.2015.1110649
Jen-Yi Chen, M. Dada, Qiaohai Hu
ABSTRACT We consider three types of purchase contracts a manufacturer could offer in order to maximize its profit when supplying a retailer that uses responsive pricing to sell in an uncertain market: buy-now before the selling season starts, reserve stock for possible future purchase, and wait-and-see the market before making purchases. The existing literature has shown that adding a recourse purchase—i.e., the wait-and-see alternative—is always beneficial for the retailer who faces an uncertain demand. We find that this is not necessarily the case for the manufacturer who supplies the retailer, as its optimal contract mix depends on the market uncertainty as well as its production characteristics. The manufacturer should offer only the buy-now alternative if its recourse production is much more costly than advance production. As the recourse production cost decreases, the manufacturer should add a second contract to the portfolio: initially the reserve contract and then the wait-and-see contract. However, when the recourse production is cheaper than advance production, the manufacturer should drop the buy-now contract from the mix. As such, it is only in a small region, which shrinks with decreasing uncertainty in demand, that the manufacturer finds it optimal to offer all three purchasing alternatives.
在一个不确定的市场中,当一个零售商使用响应式定价进行销售时,为了使制造商的利润最大化,我们考虑了三种类型的采购合同:在销售季节开始之前立即购买,为可能的未来购买储备库存,以及在购买之前观望市场。现有文献表明,增加追索权购买-即。对于面临不确定需求的零售商来说,观望总是有利的。我们发现,对于向零售商供货的制造商来说,情况并非如此,因为其最优合同组合取决于市场不确定性及其生产特性。如果追索权生产比预先生产成本高得多,制造商应该只提供立即购买的选择。随着追索权生产成本的降低,制造商应该在投资组合中增加第二个合同:最初是储备合同,然后是观望合同。然而,当追索权生产比预先生产更便宜时,制造商应从组合中放弃立即购买合同。因此,只有在一个随着需求不确定性的减少而缩小的小区域,制造商才会发现提供所有三种购买选择是最优的。
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引用次数: 5
Designing supply networks under maximum customer order lead times 在最大客户订单交货期下设计供应网络
Pub Date : 2016-03-16 DOI: 10.1080/0740817X.2015.1110267
F. Meisel, W. Rei, M. Gendreau, C. Bierwirth
ABSTRACT We consider the problem of designing supply networks for producing and distributing goods under restricted customer order lead times. Companies apply various instruments for fulfilling orders within preset lead times, such as locating facilities close to markets, producing products to stock, choosing fast modes of transportation, or delivering products directly from plants to customers without the use of distribution centers. We provide two alternative models that consider these options to a different extent, when designing multi-layer, multi-product facility networks that guarantee meeting restricted lead times. A computational evaluation compares both models with respect to solvability and the quality of the obtained networks. We find that formulating the problem as a time–space network flow model considerably helps to design high-quality networks. Furthermore, the lead times quoted to customers affect the design of all layers in the supply network. In turn, this shows that when service requirements are applied, the strategic planning of the network should be adapted accordingly. Concerning the instruments considered for meeting quoted lead times, the choice between make-to-order and make-to-stock production is found to be of utmost importance, whereas transportation decisions have a minor impact.
摘要考虑在客户订单交货期有限的情况下,为生产和配送商品而设计供应网络的问题。公司采用各种手段在预定的交货时间内完成订单,例如在市场附近设置设施,生产库存产品,选择快速运输方式,或者直接从工厂向客户交付产品而不使用配送中心。在设计多层、多产品设施网络以保证满足有限的交货时间时,我们提供了两种不同程度上考虑这些选项的替代模型。计算评估比较了两种模型的可解性和所得网络的质量。我们发现,将问题表述为一个时空网络流模型大大有助于设计高质量的网络。此外,报价给客户的交货时间会影响供应网络中所有层次的设计。反过来,这表明当有业务需求时,应相应地调整网络的战略规划。对于考虑满足报价交货时间的工具,在按订单生产和按库存生产之间的选择被发现是最重要的,而运输决策的影响较小。
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引用次数: 5
Online detection of steady-state operation using a multiple-change-point model and exact Bayesian inference 利用多变点模型和精确贝叶斯推理在线检测稳态运行
Pub Date : 2016-03-16 DOI: 10.1080/0740817X.2015.1110268
Jianguo Wu, Yong Chen, Shiyu Zhou
ABSTRACT The detection of steady-state operation is critical in system/process performance assessment, optimization, fault detection, and process automation and control. In this article, we propose a new robust and computationally efficient online steady-state detection method using multiple change-point models and exact Bayesian inference. An average run length approximation is derived that can provide insight and guidance in the application of the proposed algorithm. An extensive numerical analysis shows that the proposed method is much more accurate and robust than currently available methods.
稳态运行检测在系统/过程性能评估、优化、故障检测以及过程自动化和控制中至关重要。在本文中,我们提出了一种新的鲁棒且计算效率高的在线稳态检测方法,该方法使用多个变点模型和精确贝叶斯推理。推导出了一个平均运行长度近似,可以为所提出算法的应用提供见解和指导。大量的数值分析表明,该方法比现有方法具有更高的精度和鲁棒性。
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引用次数: 15
Nodal decomposition–coordination for stochastic programs with private information restrictions 具有私有信息约束的随机规划的节点分解-协调
Pub Date : 2016-03-03 DOI: 10.1080/0740817X.2015.1055390
E. Beier, Saravanan Venkatachalam, V. Leon, Lewis Ntaimo
ABSTRACT We present a nodal decomposition–coordination method for stochastic programs with private data (information) restrictions. We consider coordinated systems where a single optimal or close-to-optimal solution is desired. However, because of competitive issues, confidentiality requirements, incompatible database issues, or other complicating factors, no global view of the system is possible. In our iterative methodology, each entity in the cooperation forms its own nodal deterministic or stochastic program. We use Lagrangian relaxation and subgradient optimization techniques to facilitate negotiation between the nodal decisions in the system without any one entity gaining access to the private information from other nodes. We perform a computational study on supply chain inventory coordination problem instances. The results demonstrate that the new methodology can obtain solution values that are close to the optimal within a stipulated time without violating private information restrictions. The results also show that the stochastic solutions outperform the corresponding expected value solutions.
摘要针对具有私有数据(信息)限制的随机规划,提出了一种节点分解-协调方法。我们考虑需要单个最优或接近最优解的协调系统。但是,由于竞争问题、机密性要求、不兼容的数据库问题或其他复杂因素,不可能实现系统的全局视图。在我们的迭代方法中,合作中的每个实体形成自己的节点确定性或随机计划。我们使用拉格朗日松弛和次梯度优化技术来促进系统中节点决策之间的协商,而不需要任何一个实体访问其他节点的私有信息。本文对供应链库存协调问题实例进行了计算研究。结果表明,该方法可以在不违反私有信息限制的情况下,在规定的时间内获得接近最优的解值。结果还表明,随机解优于相应的期望值解。
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引用次数: 5
Component procurement strategies in decentralized assembly systems under supply uncertainty 供应不确定性下分散装配系统的零部件采购策略
Pub Date : 2016-03-03 DOI: 10.1080/0740817X.2015.1063793
Wenting Pan, K. C. So
Abstract In this article we analyze the interactions among the assembler and two component suppliers in their procurement decisions under a Vendor-Managed Inventory (VMI) contract. Under the VMI contract, the assembler first offers a unit price for each component and will pay component suppliers only for the amounts used to meet the actual demand. The two independent component suppliers then decide on the production quantities of their individual components before the actual demand is realized. We assume that one of the component suppliers has uncertainty in the supply process, in which the actual number of components available for assembly is equal to a random fraction of the production quantity. Under the assembly structure, both component suppliers need to take into account the underlying supply uncertainty in deciding their individual production quantities, as both components are required for the assembly of the final product. We first analyze the special case under deterministic demand and then extend our analysis to the general case under stochastic demand. We derive the optimal component prices offered by the assembler and the corresponding equilibrium production quantities of the component suppliers.
摘要本文分析了供应商管理库存(VMI)合同下装配商和两个零部件供应商在采购决策中的相互作用。根据VMI合同,组装商首先为每个组件提供一个单价,然后只向组件供应商支付满足实际需求的数量。然后,两个独立的组件供应商在实际需求实现之前决定各自组件的生产数量。我们假设其中一个零件供应商在供应过程中存在不确定性,其中可供装配的零件的实际数量等于生产数量的一个随机分数。在装配结构下,两个零部件供应商在决定各自的生产数量时都需要考虑潜在的供应不确定性,因为这两个零部件都是组装最终产品所必需的。首先分析了确定性需求下的特殊情况,然后将分析推广到随机需求下的一般情况。我们推导出装配商提供的最优零部件价格和零部件供应商相应的均衡产量。
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引用次数: 24
Modeling for the equitable and effective distribution of donated food under capacity constraints 能力限制下捐赠粮食公平有效分配的建模
Pub Date : 2016-03-03 DOI: 10.1080/0740817X.2015.1063792
Irem Sengul Orgut, J. Ivy, R. Uzsoy, James R. Wilson
Abstract Mathematical models are presented and analyzed to facilitate a food bank's equitable and effective distribution of donated food among a population at risk for hunger. Typically exceeding the donated supply, demand is proportional to the poverty population within the food bank's service area. The food bank seeks to ensure a perfectly equitable distribution of food; i.e., each county in the service area should receive a food allocation that is exactly proportional to the county's demand such that no county is at a disadvantage compared to any other county. This objective often conflicts with the goal of maximizing effectiveness by minimizing the amount of undistributed food. Deterministic network-flow models are developed to minimize the amount of undistributed food while maintaining a user-specified upper bound on the absolute deviation of each county from a perfectly equitable distribution. An extension of this model identifies optimal policies for the allocation of additional receiving capacity to counties in the service area. A numerical study using data from a large North Carolina food bank illustrates the uses of the models. A probabilistic sensitivity analysis reveals the effect on the models' optimal solutions arising from uncertainty in the receiving capacities of the counties in the service area.
摘要提出并分析了数学模型,以促进食品银行在面临饥饿风险的人群中公平有效地分配捐赠食品。通常超过捐赠的供应,需求与食品银行服务区域内的贫困人口成正比。食物银行力求确保食物的完全公平分配;也就是说,服务区的每个县都应该得到与该县需求完全成比例的食物分配,这样就没有一个县与其他县相比处于劣势。这一目标往往与通过减少未分配食物量来实现效率最大化的目标相冲突。开发了确定性网络流模型,以最大限度地减少未分配食物的数量,同时保持用户指定的每个国家与完全公平分配的绝对偏差的上限。该模型的扩展确定了在服务区域向县分配额外接收能力的最佳政策。一项利用北卡罗莱纳州一家大型食品银行数据的数值研究说明了这些模型的用途。概率敏感性分析揭示了服务区县接收能力的不确定性对模型最优解的影响。
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引用次数: 70
Fuel-switch decisions in the electric power industry under environmental regulations 环境法规下电力行业的燃料开关决策
Pub Date : 2016-03-03 DOI: 10.1080/0740817X.2015.1056391
Rafay Ishfaq, Uzma Raja, Mark M. Clark
ABSTRACT The changing landscape of environmental regulations, discovery of new domestic sources of natural gas, and the economics of energy markets has resulted in a major shift in the choice of fuel for electric power generation. This research focuses on the relevant factors that impact a power plant's decision to switch fuel from coal to natural gas and the timing of such decisions. The factors studied in this article include capital costs of plant replacement, public policy, associated monetary penalties, availability and access to gas supply networks, and the option of plant retirement. These factors are evaluated in a case study of power plants in the Southeastern United States, using mathematical programming and logistic regression models. The results show that environmental regulations can be effective if the monetary penalties imposed by such regulations are set at an appropriate level, with respect to plant replacement costs. Although it is economic for large-size (power generation capacity > 600 MW) coal-fired power plants to switch fuel to natural gas, plant retirement is more suitable for smaller-sized plants. This article also presents a multi-logit decision model that can help identify the best time for a power plant to switch fuel and whether such a decision is useful in the context of plant replacement costs, fuel costs, electric power decommission limits, and environmental penalties.
环境法规的变化、国内天然气新资源的发现以及能源市场的经济状况导致了发电燃料选择的重大转变。本研究的重点是影响电厂将燃料从煤炭转向天然气的决策的相关因素以及此类决策的时机。本文研究的因素包括工厂更换的资本成本、公共政策、相关的罚款、天然气供应网络的可用性和可及性,以及工厂退役的选择。利用数学规划和逻辑回归模型,对美国东南部电厂的案例研究评估了这些因素。结果表明,如果环境法规所施加的货币惩罚相对于工厂重置成本设定在适当的水平,则环境法规是有效的。虽然大型(发电能力约600兆瓦)燃煤电厂改用天然气是经济的,但电厂退役更适合小型电厂。本文还提出了一个多logit决策模型,该模型可以帮助确定发电厂转换燃料的最佳时间,以及这种决策在工厂更换成本、燃料成本、电力退役限制和环境处罚的背景下是否有用。
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引用次数: 6
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IIE Transactions
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