On the Design of the Next Generation Access Networks

被引:0
|
作者
Gualandi, Stefano [1 ]
Malucelli, Federico [1 ]
Sozzi, Domenico L. [1 ]
机构
[1] Politecn Milan, Dipartimento Elettron & Informaz, Milan, Italy
关键词
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D O I
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中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
We present a class of problems that arise in the design of the Next Generation Access Networks. The main features of these networks are: to be based on fiber links of relatively long length with respect to traditional copper based networks, users may be reached directly by fibers, and the presence of few central offices managing a large number of users. We present an Integer Programming model that captures the technological constraints and the deployment costs. The model serves as a basis for a decision support tool in the design of the Next Generation Access Networks. Pure Integer Programming cannot handle real-life problem instances, giving rise to new challenges and opportunities for hybrid Constraint Programming-Mathematical Programming methods. In this paper, we compare a LP-based randomized rounding algorithm with a Constraint-based Local Search formulation. The use of an LP relaxation is twofold: it gives lower bounds to the optimal solution, and it is easily embedded into a randomized rounding algorithm. The Constraint-based Local Search algorithm is then exploited to explore the set of feasible solutions. With these algorithms we are able to solve real-life instances for one of the problems presented in this paper.
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页码:162 / 175
页数:14
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