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
[1]  
Chen Y. P., 2003, International Journal of Foundations of Computer Science, V14, P305, DOI 10.1142/S0129054103001741
[2]  
Courcoubetis C., 2003, PRICING COMMUNICATIO
[3]   Decomposition method for zonal resource allocation problems in telecommunication networks [J].
Konnov, I. V. ;
Kashuba, A. Yu .
11TH INTERNATIONAL CONFERENCE ON MESH METHODS FOR BOUNDRY-VALUE PROBLEMS AND APPLICATIONS, 2016, 158
[4]   Application of the Conditional Gradient Method to Resource Allocation in Wireless Networks [J].
Konnov, I. V. ;
Kashuba, A. Yu. ;
Laitinen, E. .
LOBACHEVSKII JOURNAL OF MATHEMATICS, 2016, 37 (05) :626-635
[5]  
Konnov I. V., 2012, INT J DIGIT INF WIRE, V2, P150
[6]  
Konnov I. V, 2007, 7 DMSIA U STUD BERG
[7]  
Konnov I.V, 2015, REC ADV MATH P INT C, P19
[8]  
Konnov I. V., 2015, ADV MODEL OPTIM, V17, P245, DOI 10.2139/ssrn.2665719
[9]   Optimisation problems for control of distributed resources [J].
Konnov, Igor V. ;
Kashina, Olga A. ;
Laitinen, Erkki .
INTERNATIONAL JOURNAL OF MODELLING IDENTIFICATION AND CONTROL, 2011, 14 (1-2) :65-72
[10]  
Konnov IV., 2013, Nonlinear Optimization and Variational Inequalities