肾交换项目分层优化的新算法

IF 0.7 4区 管理学 Q3 Engineering
Maxence Delorme, Sergio García, J. Gondzio, J. Kalcsics, D. Manlove, William Pettersson
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引用次数: 6

摘要

分级目标肾交换计划的精确新方法提高活体供体肾移植率。虽然文献中已经提出了旨在最大化移植总数的有效整数规划模型,但这些模型并不总是能够扩展到处理目标层次结构,而这通常是实践中的要求。Delorme, García, gonzio, Kalcsics, Manlove和Pettersson在“肾脏交换计划中的分层优化新算法”中介绍了一个新的整数规划框架来解决肾脏交换计划的大规模实例。作者使用了一种特别的预处理和一种低成本的变量固定算法来显著减少模型的大小,并且他们设计了一种潜水算法,利用问题的层次结构来显著减少需要解决的整数程序的数量。它们还表明,当在层次结构中遍历不同的层时,可以在模型之间进行转换,从而允许使用最有效的模型来求解每一层。在三个不同的欧洲肾脏交换项目上的实验表明,运行时间可以减少三个数量级。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
New Algorithms for Hierarchical Optimization in Kidney Exchange Programs
New Exact Approaches Tailored for Kidney Exchange Programs with Hierarchical Objectives Kidney exchange programs increase the rate of living donor kidney transplantation. Whereas effective integer programming models aimed at maximizing the total number of transplants have been proposed in the literature, these cannot always be extended to handle a hierarchy of objectives, which is often a requirement in practice. In “New Algorithms for Hierarchical Optimization in Kidney Exchange Programs,” Delorme, García, Gondzio, Kalcsics, Manlove, and Pettersson introduce a new integer programming framework to solve large-size instances of kidney exchange programs. The authors use an ad hoc preprocessing and a reduced-cost variable fixing algorithm to dramatically decrease the size of the models, and they devise a diving algorithm that exploits the hierarchical structure of the problem to significantly reduce the number of integer programs that need to be solved. They also show that it is possible to transition between models as different layers are traversed in the hierarchy, allowing each layer to be solved with the most effective model. Experiments on three different European kidney exchange programs show that running times can be reduced by up to three orders of magnitude.
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来源期刊
Military Operations Research
Military Operations Research 管理科学-运筹学与管理科学
CiteScore
1.00
自引率
0.00%
发文量
0
审稿时长
>12 weeks
期刊介绍: Military Operations Research is a peer-reviewed journal of high academic quality. The Journal publishes articles that describe operations research (OR) methodologies and theories used in key military and national security applications. Of particular interest are papers that present: Case studies showing innovative OR applications Apply OR to major policy issues Introduce interesting new problems areas Highlight education issues Document the history of military and national security OR.
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