Online Make-to-Order Joint Replenishment Model: Primal-Dual Competitive Algorithms

被引:21
|
作者
Buchbinder, Niv [1 ]
Kimbrel, Tracy [2 ]
Levi, Retsef [3 ]
Makarychev, Konstantin [4 ]
Sviridenko, Maxim [5 ]
机构
[1] Tel Aviv Univ, Stat & Operat Res Dept, IL-6997801 Ramat Aviv, Israel
[2] Natl Sci Fdn, Arlington, VA 22230 USA
[3] MIT, Sloan Sch Management, Cambridge, MA 02139 USA
[4] Microsoft Res, Redmond, WA 98052 USA
[5] Univ Warwick, Dept Comp Sci, Coventry CV4 7AL, W Midlands, England
基金
英国工程与自然科学研究理事会; 以色列科学基金会; 美国国家科学基金会;
关键词
D O I
10.1287/opre.2013.1188
中图分类号
C93 [管理学];
学科分类号
12 ; 1201 ; 1202 ; 120202 ;
摘要
In this paper, we study an online make-to-order variant of the classical joint replenishment problem (JRP) that has been studied extensively over the years and plays a fundamental role in broader planning issues, such as the management of supply chains. In contrast to the traditional approaches of the stochastic inventory theory, we study the problem using competitive analysis against a worst-case adversary. Our main result is a 3-competitive deterministic algorithm for the online version of the JRP. We also prove a lower bound of approximately 2.64 on the competitiveness of any deterministic online algorithm for the problem. Our algorithm is based on a novel primal-dual approach using a new linear programming relaxation of the offline JRP model. The primal-dual approach that we propose departs from previous primal-dual and online algorithms in rather significant ways. We believe that this approach can extend the range of problems to which online and primal-dual algorithms can be applied and analyzed.
引用
收藏
页码:1014 / 1029
页数:16
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