A Distributed Method for Optimal Capacity Reservation

被引:0
|
作者
Nicholas Moehle
Xinyue Shen
Zhi-Quan Luo
Stephen Boyd
机构
[1] Stanford University,Mechanical Engineering Department
[2] Tsinghua University,Electronic Engineering Department
[3] University of Minnesota,Electrical and Computer Engineering
[4] Stanford University,Electrical Engineering Department
关键词
Convex optimization; Network flow; ADMM; Robust optimization;
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学科分类号
摘要
We consider the problem of reserving link capacity in a network in such a way that any of a given set of flow scenarios can be supported. In the optimal capacity reservation problem, we choose the reserved link capacities to minimize the reservation cost. This problem reduces to a large linear program, with the number of variables and constraints on the order of the number of links times the number of scenarios. We develop a scalable, distributed algorithm for the problem that alternates between solving (in parallel) one-flow problem per scenario, and coordination steps, which connect the individual flows and the reservation capacities.
引用
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页码:1130 / 1149
页数:19
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