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Mixed integer linear programming formulation for K-means clustering problem k -均值聚类问题的混合整数线性规划公式
4区 管理学 Q3 OPERATIONS RESEARCH & MANAGEMENT SCIENCE Pub Date : 2023-10-27 DOI: 10.1007/s10100-023-00881-1
Kolos Cs. Ágoston, Marianna E.-Nagy
Abstract The minimum sum-of-squares clusering is the most widely used clustering method. The minimum sum-of-squares clustering is usually solved by the heuristic KMEANS algorithm, which converges to a local optimum. A lot of effort has been made to solve such kind of problems, but a mixed integer linear programming formulation (MILP) is still missing. In this paper, we formulate MILP models. The advantage of MILP formulation is that users can extend the original problem with arbitrary linear constraints. We also present numerical results, we solve these models up to sample size of 150.
最小平方和聚类是应用最广泛的聚类方法。最小平方和聚类通常采用启发式KMEANS算法求解,该算法收敛于局部最优。为了解决这类问题已经做了大量的工作,但是仍然缺少一个混合整数线性规划公式(MILP)。在本文中,我们建立了MILP模型。MILP公式的优点是用户可以将原问题扩展为任意线性约束。我们也给出了数值结果,我们解决了这些模型,直到样本量为150。
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引用次数: 0
A fast staffing algorithm for multistage call centers with impatient customers and time-dependent overflow 多阶段呼叫中心的快速人员配置算法,具有不耐烦的客户和时间依赖溢出
4区 管理学 Q3 OPERATIONS RESEARCH & MANAGEMENT SCIENCE Pub Date : 2023-10-13 DOI: 10.1007/s10100-023-00883-z
Michael Manitz, Marc-Philip Piehl
Abstract Ensuring customer satisfaction is one of the main objectives of a call center. We focus on the question of how many agents are necessary and how they should be allocated to maintain a service level threshold and reduce the expected waiting time of the customers. In this paper, we consider a multistage call center that consists of a front and a back office, impatient customers, and an overflow mechanism. Based on the performance evaluation of such a system using a continuous-time Markov chain, a configuration of agents is determined using a binary search algorithm. We focus on structural insights, e.g., convexity conditions, to obtain a quick solution for the staffing problem. Since monotonicity does not always hold, the approach is heuristic. The numerical results show the performance of the algorithm. The influence of the fraction requiring second-level service in the back office and the impatience rate for the minimum number of agents is shown.
保证客户满意度是呼叫中心的主要目标之一。我们关注的问题是需要多少座席以及应该如何分配座席以维持服务水平阈值并减少客户的预期等待时间。在本文中,我们考虑了一个多级呼叫中心,它由前台和后台办公室、不耐烦的客户和溢出机制组成。在利用连续时间马尔可夫链对系统进行性能评价的基础上,采用二叉搜索算法确定智能体的配置。我们专注于结构性的洞察,例如,凸性条件,以获得人员配置问题的快速解决方案。由于单调性并不总是成立,所以这种方法是启发式的。数值结果表明了该算法的有效性。显示了在后台办公室中需要二级服务的比例和对最小代理数量的不耐烦率的影响。
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引用次数: 0
Recycling of multi-source waste in an aggregate circular economy 综合循环经济中多源废物的回收利用
4区 管理学 Q3 OPERATIONS RESEARCH & MANAGEMENT SCIENCE Pub Date : 2023-10-12 DOI: 10.1007/s10100-023-00886-w
Raouf Boucekkine, Fouad El Ouardighi, Konstantin Kogan
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引用次数: 0
Solving the minimum-cost double Roman domination problem 求解最小代价双罗马统治问题
4区 管理学 Q3 OPERATIONS RESEARCH & MANAGEMENT SCIENCE Pub Date : 2023-09-30 DOI: 10.1007/s10100-023-00884-y
Ana Klobučar Barišić, Robert Manger
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引用次数: 0
Multi-day fair collaboration in demand-responsive transportation 多日公平合作的需求响应运输
4区 管理学 Q3 OPERATIONS RESEARCH & MANAGEMENT SCIENCE Pub Date : 2023-09-28 DOI: 10.1007/s10100-023-00882-0
E. Angelelli, V. Morandi, M. G. Speranza
Abstract In this paper, we consider the case of companies that offer a demand-responsive transportation service, such as a shared-taxi service, and are engaged in a horizontal collaboration initiative. The goal of the coalition is to optimize the transportation operations in such a way that no company is penalized, in terms of customers served and/or working time. We present an optimization model for a multi-day planning horizon that includes constraints aimed at guaranteeing a level of fairness to all companies that can be controlled over the planning horizon and day-by-day, if beneficial. An adaptive large neighborhood search heuristic is then presented for its solution. The computational experiments show that, although the model constraints the optimization space, it still guarantees substantial savings. Moreover, they show that the model is flexible and can guarantee the sustainability in the long term of the collaboration initiative.
在本文中,我们考虑了提供需求响应运输服务的公司的案例,例如共享出租车服务,并从事横向协作计划。该联盟的目标是优化运输运营,使任何公司都不会在服务客户和/或工作时间方面受到惩罚。我们提出了一个多天规划范围的优化模型,其中包括旨在保证所有公司在规划范围内每天都能控制的公平程度的约束,如果有益的话。提出了一种自适应大邻域搜索启发式算法。计算实验表明,该模型虽然限制了优化空间,但仍然保证了大量的节省。此外,它们表明该模式是灵活的,可以保证长期合作倡议的可持续性。
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引用次数: 0
Comparison of MILP and CP models for balancing partially automated assembly lines 部分自动化装配线平衡的MILP和CP模型比较
4区 管理学 Q3 OPERATIONS RESEARCH & MANAGEMENT SCIENCE Pub Date : 2023-09-26 DOI: 10.1007/s10100-023-00885-x
Imre Dimény, Tamás Koltai
Abstract The objective of Assembly Line Balancing (ALB) is to find the proper assignment of tasks to workstations, taking into consideration various types of constraints and defined management goals. Early research in the field focused on solving the Simple Assembly Line Balancing problem, a basic simplified version of the general problem. As the production environment became more complex, several new ALB problem types appeared, and almost all ALB problems are NP-hard, meaning that finding a solution requires a lot of time, resources, and computational power. Methods with custom-made algorithms and generic approaches have been developed for solving these problems. While custom-made algorithms are generally more efficient, generic approaches can be more easily extended to cover other variations of the problem. Over the past few decades, automation has played an increasingly important role in various operations, although complete automation is often not possible. As a result, there is a growing need for partially automated assembly line balancing models. In these circumstances, the flexibility of a generic approach is essential. This paper compares two generic approaches: mixed integer linear programming (MILP) and constraint programming (CP), for two types of partially automated assembly line balancing problems. While CP is relatively slower in solving the simpler allocation problems, it is more efficient than MILP when an increased number of constraints is applied to the ALB and an allocation and scheduling problem needs to be solved.
装配线平衡(ALB)的目标是在考虑各种约束和已定义的管理目标的情况下,为工作站找到适当的任务分配。该领域的早期研究主要集中在解决简单装配线平衡问题,这是一般问题的基本简化版本。随着生产环境变得越来越复杂,出现了几种新的ALB问题类型,并且几乎所有ALB问题都是np困难的,这意味着找到解决方案需要大量的时间、资源和计算能力。使用定制算法和通用方法来解决这些问题的方法已经发展起来。虽然定制的算法通常更有效,但通用方法可以更容易地扩展以涵盖问题的其他变体。在过去的几十年里,自动化在各种操作中发挥着越来越重要的作用,尽管完全自动化往往是不可能的。因此,对部分自动化装配线平衡模型的需求日益增长。在这些情况下,通用方法的灵活性是必不可少的。本文比较了混合整数线性规划(MILP)和约束规划(CP)这两种一般方法对两类部分自动化装配线平衡问题的求解。虽然CP在解决较简单的分配问题时相对较慢,但当对ALB应用更多约束并且需要解决分配和调度问题时,它比MILP更有效。
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引用次数: 0
Testing re-optimisation strategies in international kidney exchange programmes by the ENCKEP simulator 通过ENCKEP模拟器测试国际肾脏交换计划的再优化策略
4区 管理学 Q3 OPERATIONS RESEARCH & MANAGEMENT SCIENCE Pub Date : 2023-09-17 DOI: 10.1007/s10100-023-00880-2
Lilla Matyasi, Péter Biró
Abstract We tested re-optimisation strategies for international kidney exchange programmes using the simulator developed by the ENCKEP COST Action. Kidney exchange programmes (KEPs) are operating in most of the European countries to facilitate the exchange of kidney donors for the recipients with incompatible living donors. The optimal solutions for national and international KEPs are typically selected in every three months based on the compatibilities estimated on the individual immunological data. However, these estimations are not always accurate, and if a positive crossmatch is found in the laboratory crossmatch tests then the corresponding exchange cycle (or chain) must be cancelled. Depending on the matching process, the coordinators may use different re-optimisation strategies to repair the failed solutions. We examine the effects of using multiple rounds of re-optimisation with different optimisation strategies, such as fixing good cycles in the intermediate solutions or prioritising transplants with negative crossmatch tests in previous rounds. In the context of international KEPs we also consider the possibility of testing and prioritising national transplants in the solutions. We measure the performance of these policies regarding the number of transplants and the number of compatibility tests conducted in a time period. By extending our results presented in [16], we performed simulations for a large number of instances to measure the effects of various re-optimisation policies. Our main findings show a clear trade-off in the number of transplants versus the number of tests and re-optimisation rounds.
我们使用由ENCKEP COST Action开发的模拟器测试了国际肾脏交换计划的再优化策略。大多数欧洲国家正在实施肾脏交换方案,以促进与不相容的活体供体交换肾供体。国家和国际kep的最佳解决方案通常每三个月根据个人免疫学数据估计的兼容性选择一次。然而,这些估计并不总是准确的,如果在实验室交叉匹配测试中发现阳性交叉匹配,则必须取消相应的交换周期(或链)。根据匹配过程的不同,协调器可以使用不同的重新优化策略来修复失败的解决方案。我们研究了使用不同优化策略进行多轮再优化的效果,例如在中间解决方案中固定良好的周期,或者在前几轮中优先考虑具有阴性交叉匹配测试的移植。在国际kep的背景下,我们还考虑在解决方案中测试和优先考虑国家移植的可能性。我们根据移植数量和在一段时间内进行的相容性测试数量来衡量这些政策的表现。通过扩展我们在[16]中提出的结果,我们对大量实例进行了模拟,以测量各种重新优化策略的效果。我们的主要发现表明移植数量与测试和重新优化轮次数量之间存在明显的权衡关系。
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引用次数: 0
Can direct finance within a servitizing supply chain reduce the moral hazard associated with the servitized user’s care of the product? 服务化供应链中的直接融资能否减少与服务化用户对产品的护理相关的道德风险?
IF 1.7 4区 管理学 Q3 OPERATIONS RESEARCH & MANAGEMENT SCIENCE Pub Date : 2023-08-30 DOI: 10.1007/s10100-023-00863-3
Yaya Bian, M. Reimann, Weihua Zhang
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引用次数: 0
Publication and citation patterns of Austrian researchers in operations research and other sub-disciplines of business administration as indexed in Web of Science and Scopus 奥地利运筹学和其他工商管理子学科研究人员的出版和引用模式,见科学网和Scopus
IF 1.7 4区 管理学 Q3 OPERATIONS RESEARCH & MANAGEMENT SCIENCE Pub Date : 2023-08-25 DOI: 10.1007/s10100-023-00877-x
C. Schlögl, Sandra Boric, Gerhard Reichmann
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引用次数: 0
Sensitivity of TOPSIS ranks to data normalization and objective weights on the example of digital development TOPSIS排名对数据归一化和目标权重的敏感性——以数字发展为例
IF 1.7 4区 管理学 Q3 OPERATIONS RESEARCH & MANAGEMENT SCIENCE Pub Date : 2023-08-20 DOI: 10.1007/s10100-023-00876-y
Z. Bánhidi, Imre Dobos
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引用次数: 0
期刊
Central European Journal of Operations Research
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