Open Access
December 2010 Load optimization in a planar network
Charles Bordenave, Giovanni Luca Torrisi
Ann. Appl. Probab. 20(6): 2040-2085 (December 2010). DOI: 10.1214/09-AAP676

Abstract

We analyze the asymptotic properties of a Euclidean optimization problem on the plane. Specifically, we consider a network with three bins and n objects spatially uniformly distributed, each object being allocated to a bin at a cost depending on its position. Two allocations are considered: the allocation minimizing the bin loads and the allocation allocating each object to its less costly bin. We analyze the asymptotic properties of these allocations as the number of objects grows to infinity. Using the symmetries of the problem, we derive a law of large numbers, a central limit theorem and a large deviation principle for both loads with explicit expressions. In particular, we prove that the two allocations satisfy the same law of large numbers, but they do not have the same asymptotic fluctuations and rate functions.

Citation

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Charles Bordenave. Giovanni Luca Torrisi. "Load optimization in a planar network." Ann. Appl. Probab. 20 (6) 2040 - 2085, December 2010. https://doi.org/10.1214/09-AAP676

Information

Published: December 2010
First available in Project Euclid: 19 October 2010

zbMATH: 1205.60042
MathSciNet: MR2759728
Digital Object Identifier: 10.1214/09-AAP676

Subjects:
Primary: 60F05 , 60F10
Secondary: 90B18 , 90C27

Keywords: calculus of variations , central limit theorem , Euclidean optimization , large deviations , Law of Large Numbers , wireless networks

Rights: Copyright © 2010 Institute of Mathematical Statistics

Vol.20 • No. 6 • December 2010
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