Chance-Constrained Optimization of Reliable Fixed Broadband Wireless Networks

被引:4
作者
Classen, Grit [1 ]
Koster, Arie M. C. A. [1 ]
Coudert, David [2 ,3 ]
Nepomuceno, Napoleao [4 ]
机构
[1] Rhein Westfal TH Aachen, Lehrstuhl Math 2, D-52062 Aachen, Germany
[2] Inria, Project Team Mascotte, F-06103 Sophia Antipolis, France
[3] Univ Nice Sophia Antipolis, F-06103 Sophia Antipolis, France
[4] Univ Fortaleza, Programa Posgrad Informat Aplicada, BR-60811905 Fortaleza, Ceara, Brazil
关键词
fixed wireless networks; capacitated network design; network reliability; chance-constrained programming; integer programming; RELIABILITY; INEQUALITIES; COMPLEXITY;
D O I
10.1287/ijoc.2014.0605
中图分类号
TP39 [计算机的应用];
学科分类号
081203 ; 0835 ;
摘要
In this paper, we extend our former investigation on conceiving reliable fixed point-to-point wireless networks under outage probability constraints. We consider the problem of determining the minimum cost bandwidth assignment of a network, while guaranteeing a reliability level of the solution. If the optimal bandwidth assignment and routing of traffic demands are accomplished, the reliability criterion requires that network flows remain feasible with high probability, regarding that the performance of microwave links is prone to variations due to external factors, e.g., weather. We introduce a chance-constrained programming approach to tackle this problem and we present reformulations to standard integer linear programming models, including a budget-constrained formulation. To improve the solving performance, we propose new valid inequalities and a primal heuristic. Computational results present a performance analysis of the valid inequalities and the heuristic. Further, the outperformance of the novel model compared to more traditional approaches is documented.
引用
收藏
页码:893 / 909
页数:17
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