Integrating LP-guided variable fixing with MIP heuristics in the robust design of hybrid wired-wireless FTTx access networks

被引:20
作者
D'Andreagiovanni, Fabio [1 ,2 ]
Mett, Fabian [3 ]
Nardin, Antonella [5 ]
Pulaj, Jonad [3 ,4 ]
机构
[1] CNRS, Natl Ctr Sci Res, Paris, France
[2] Univ Technol Compiegne, Sorbonne Univ, CNRS, Heudiasyc UMR 7253,CS 60319, F-60203 Compiegne, France
[3] ZIB, Dept Math Optimizat, Takustr 7, D-14195 Berlin, Germany
[4] Einstein Ctr Math, Str 17 Juni 135, D-10623 Berlin, Germany
[5] Univ Roma Tre, Via Ostiense 169, I-00154 Rome, Italy
关键词
Telecommunications access networks; FTTx; Connected facility location; Mixed integer linear programming; Robust optimization; MIP heuristics; CONNECTED FACILITY LOCATION; OPTIMIZATION; COLONY; DEPLOYMENT;
D O I
10.1016/j.asoc.2017.07.018
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
This study investigates how to model and solve the problem of optimally designing FTTx telecommunications access networks integrating wired and wireless technologies, while taking into account the uncertainty of wireless signal propagation. We propose an original robust optimization model for the related robust 3-architecture Connected Facility Location problem, which includes additional variables and constraints to model wireless signal coverage represented through signal-to-interference ratios. Since the resulting robust problem can prove very challenging even for a modern state-of-the art optimization solver, we propose to solve it by an original primal heuristic that combines a probabilistic variable fixing procedure, guided by peculiar Linear Programming relaxations, with a Mixed Integer Programming heuristic, based on an exact very large neighborhood search. A numerical study carried out on a set of realistic instances show that our heuristic can find solutions of much higher quality than a state-of-the-art solver. (C) 2017 Published by Elsevier B.V.
引用
收藏
页码:1074 / 1087
页数:14
相关论文
共 62 条
[1]  
Ahuja RK, 1993, Network flows
[2]  
Al Romaithi K, 2015, RES DEV INTELLIGENT, P245
[3]  
Angilella V, 2016, I C DES RELIABL COMM, P87
[4]  
[Anonymous], 2013, ELECT NOTES DISCRET, DOI DOI 10.1016/J.ENDM.2013.05.092
[5]  
[Anonymous], ELECT NOTES DISCRET
[6]  
[Anonymous], 2016, Cisco global cloud index: forecast and methodology, 2015-2020, P2015
[7]  
[Anonymous], 2001, Wireless Communications: Principles and Practice
[8]  
[Anonymous], 2016, MEASUREMENT SCI TECH
[9]  
[Anonymous], 1998, Network optimization: Continuous and discrete models
[10]  
[Anonymous], 2008, L N INST COMP SCI SO