Dual Decomposition Methods for Nonlinear Resource Allocation Problems in Telecommunication Networks

被引:0
作者
Konnov, Igor [1 ]
Kashuba, Aleksey [2 ]
Laitinen, Erkki [3 ]
机构
[1] Kazan Fed Univ, Dept Syst Anal & Informat Technol, Kazan 420008, Russia
[2] LLC AST Povolzhye, Kazan 420029, Russia
[3] Univ Oulu, Dept Math Sci, Oulu 90014, Finland
来源
2017 FOURTH INTERNATIONAL CONFERENCE ON MATHEMATICS AND COMPUTERS IN SCIENCES AND IN INDUSTRY (MCSI) | 2017年
基金
芬兰科学院;
关键词
Resource allocation; wireless networks; multizonal networks; affine price functions; nonlinear charge functions; convex optimization; Lagrangian duality; decomposition;
D O I
10.1109/MCSI.2017.42
中图分类号
TP39 [计算机的应用];
学科分类号
081203 ; 0835 ;
摘要
We consider problems of optimal resource allocation in zonal telecommunication networks with many users. In the simplest formulation the network manager aims to distribute some homogeneous resource (say bandwidth) among users within one zone. We assume strictly convex charge and convex quadratic fee functions and present combined dual type solution methods. Next, we consider a more general problem for a multizonal wireless communication network with common capacity constraints. We obtain a convex optimization problem involving two kinds of constraints. By using the dual Lagrangian method with respect to the capacity constraint, we suggest to reduce the initial problem to a single-dimensional optimization problem, but calculation of the cost function value leads to independent solution of zonal problems, which coincide with the previous single region problem. Some results of computational experiments confirm the applicability of the new methods.
引用
收藏
页码:201 / 205
页数:5
相关论文
共 17 条
[11]  
Konnov IV, 2006, ISSLED INFORM, V10, P73
[12]  
Nordin Rosdiadee, 2012, WSEAS Transactions on Communications, V11, P158
[13]  
Polyak BT., 1987, INTRO OPTIMIZATION
[14]  
Rohloff K., 2006, P 12 IEEE REAL TIM E
[15]  
Stanczak S., 2006, Resource Allocation in Wireless Networks
[16]  
Wyglinski AM, 2010, COGNITIVE RADIO COMMUNICATIONS AND NETWORKS: PRINCIPLES AND PRACTICE, P1
[17]  
Xiaoyan Huang, 2014, WSEAS Transactions on Communications, V13, P394