Title :
Sequential algorithms for exact and approximate max-min fair bandwidth allocation
Author :
Ogryczak, Wlodzimierz ; Sliwinski, T.
Author_Institution :
Inst. of Control & Comput. Eng., Warsaw Univ. of Technol., Warsaw, Poland
Abstract :
Allocating bandwidth to maximize service flows with fair treatment of all the services is a key issue in network dimensioning. In such applications, the so-called Max-Min Fairness (MMF) solution concept is widely used. It is based on the worst service performance maximization with additional regularization by the lexicographic maximization of the second worst performance, the third one etc. The basic sequential procedure is applicable only for convex models, thus it allows to deal with basic design problems but fails if practical discrete restrictions commonly arriving in telecommunications network design are to be taken into account. We analyze alternative sequential approaches allowing to solve non-convex MMF network dimensioning problems. The directly defined sequential criteria can be introduced into the original model with some auxiliary variables and linear inequalities. The approaches guarantee the exact MMF solution for a complete set of criteria. However, they can be simplified by reducing the number of criteria thus generating effectively approximated MMF solutions.
Keywords :
approximation theory; bandwidth allocation; concave programming; convex programming; minimax techniques; sequential estimation; approximation theory; auxiliary variable; bandwidth allocation; convex model; lexicographic maximization; linear inequality; maxmin fairness; nonconvex MMF network dimensioning problem; sequential algorithm; telecommunications network design; worst service performance maximization; Approximation methods; Bandwidth; Computational modeling; Optimization; Standards; Throughput; Vectors; LP/ILP models; Network design; fairness; lexicographic max-min; lexicographic optimization; network dimensioning; resource allocation;
Conference_Titel :
Telecommunications Network Strategy and Planning Symposium (NETWORKS), 2012 XVth International
Conference_Location :
Rome
Print_ISBN :
978-1-4673-1390-2
DOI :
10.1109/NETWKS.2012.6381707