肾交换问题的决策图改进的分支-价格算法

IF 4.8 3区 管理学 Q1 MANAGEMENT
Lizeth Carolina Riascos-Álvarez, Merve Bodur, Dionne M. Aleman
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引用次数: 6

摘要

问题定义:肾脏配对捐赠计划允许与不相容的供者注册的患者从另一个供者那里接受合适的肾脏,只要后者的共同注册患者(如果有的话)也从另一个供者那里接受肾脏。肾脏交换问题(KEP)旨在寻找以循环和链的形式进行肾脏交换的最佳集合。方法/结果:我们开发了第一个分解方法,能够考虑长周期和长链的预测大型现实实例。特别地,我们提出了一个分支和价格框架,其中定价问题通过多值决策图解决(首次在有向图中的包装问题中)。我们给出了KEP最优值的一个新的上界,这是由我们的主问题得到的。计算实验表明,我们的方法通过最优地解决PrefLib库中几乎所有的多循环和链长度的实例,优于目前的技术水平。管理意义:我们的算法还允许溶液组成的优先级,例如,链优于循环或反之亦然,我们得出结论,与之前的发现相似,链有利于整体匹配效率和高度敏感的患者。本工作由NSERC发现基金(RGPIN-2021-02609)支持。补充材料:电子伴侣可在https://doi.org/10.1287/msom.2022.0192上获得。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
A Branch-and-Price Algorithm Enhanced by Decision Diagrams for the Kidney Exchange Problem
Problem definition: Kidney paired donation programs allow patients registered with an incompatible donor to receive a suitable kidney from another donor, as long as the latter’s co-registered patient, if any, also receives a kidney from a different donor. The kidney exchange problem (KEP) aims to find an optimal collection of kidney exchanges taking the form of cycles and chains. Methodology/results: We develop the first decomposition method that is able to consider long cycles and long chains for projected large realistic instances. Particularly, we propose a branch-and-price framework in which the pricing problems are solved (for the first time in packing problems in a digraph) through multivalued decision diagrams. We present a new upper bound on the optimal value of the KEP, obtained via our master problem. Computational experiments show superior performance of our method over the state of the art by optimally solving almost all instances in the PrefLib library for multiple cycle and chain lengths. Managerial implications: Our algorithm also allows the prioritization of the solution composition, for example, chains over cycles or vice versa, and we conclude, similar to previous findings, that chains benefit the overall matching efficiency and highly sensitized patients. Funding: This work was supported by NSERC Discovery Grant (RGPIN-2021-02609). Supplemental Material: The e-companion is available at https://doi.org/10.1287/msom.2022.0192 .
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来源期刊
M&som-Manufacturing & Service Operations Management
M&som-Manufacturing & Service Operations Management 管理科学-运筹学与管理科学
CiteScore
9.30
自引率
12.70%
发文量
184
审稿时长
12 months
期刊介绍: M&SOM is the INFORMS journal for operations management. The purpose of the journal is to publish high-impact manuscripts that report relevant research on important problems in operations management (OM). The field of OM is the study of the innovative or traditional processes for the design, procurement, production, delivery, and recovery of goods and services. OM research entails the control, planning, design, and improvement of these processes. This research can be prescriptive, descriptive, or predictive; however, the intent of the research is ultimately to develop some form of enduring knowledge that can lead to more efficient or effective processes for the creation and delivery of goods and services. M&SOM encourages a variety of methodological approaches to OM research; papers may be theoretical or empirical, analytical or computational, and may be based on a range of established research disciplines. M&SOM encourages contributions in OM across the full spectrum of decision making: strategic, tactical, and operational. Furthermore, the journal supports research that examines pertinent issues at the interfaces between OM and other functional areas.
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