Dynamic control of logistics queueing networks for large-scale fleet management

被引:69
作者
Powell, WB [1 ]
Carvalho, TA
机构
[1] Princeton Univ, Dept Civil Engn & Operat Res, Princeton, NJ 08544 USA
[2] IBM Corp, Thomas J Watson Res Ctr, Consulting Grp, Yorktown Heights, NY 10598 USA
关键词
D O I
10.1287/trsc.32.2.90
中图分类号
C93 [管理学]; O22 [运筹学];
学科分类号
070105 ; 12 ; 1201 ; 1202 ; 120202 ;
摘要
Dynamic fleet management problems are normally formulated as networks over dynamic networks. Additional realism usually implies the inclusion of complicating constraints, typically producing exceptionally Large integer programs. In this paper, we present for the first time the formulation of dynamic fleet management problems in an optimal control setting, using a novel formulation, called a Logistics Queueing Network (LQN). This formulation replaces a single, large optimization problem with a series of very small problems that involve little more than solving a single sort at each point in space and time. We show that this approach can produce solutions that are within, a few percent of a global optimum but provide for considerably more flexibility than standard linear programs.
引用
收藏
页码:90 / 109
页数:20
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