A Survey of Recent Progress in the Asymptotic Analysis of Inventory Systems

被引:22
作者
Goldberg, David A. [1 ]
Reiman, Martin, I [2 ]
Wang, Qiong [3 ]
机构
[1] Cornell Univ, Dept Operat Res & Informat Engn, Room 230 Rhodes Hall,136 Hoy Rd, Ithaca, NY 14853 USA
[2] Columbia Univ, Dept Ind Engn & Operat Res, 500 West 120th St, New York, NY 10027 USA
[3] Univ Illinois, Dept Ind & Syst Engn, 117 Transportat Bldg,104 South Mathews Ave, Urbana, IL 61801 USA
基金
美国国家科学基金会;
关键词
asymptotic analysis; inventory management; lost sales; dual‐ sourcing; high‐ dimensional; Assemble‐ to‐ Order;
D O I
10.1111/poms.13339
中图分类号
T [工业技术];
学科分类号
08 ;
摘要
It has long been recognized that many inventory models most relevant to practice are inherently high-dimensional, and hence generally believed to become computationally intractable as certain problem parameters grow large (suffering from the "curse of dimensionality"). In the last decade, asymptotic analysis has shown that in many interesting settings such problems can actually be well-approximated by much simpler optimization problems, leading to new algorithms and insights. In this survey, we review the state-of-the-art as regards applying asymptotic analysis to such challenging inventory problems. In addition to surveying the literature, we present a detailed introduction to the relevant tools and methodologies through three in-depth case studies in which asymptotic analysis has recently led to major progress: lost-sales models, dual-sourcing models, and Assemble-to-Order systems in the presence of large lead times.
引用
收藏
页码:1718 / 1750
页数:33
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