电信网络非线性资源分配问题的对偶分解方法

I. Konnov, A. Kashuba, E. Laitinen
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引用次数: 0

摘要

研究了多用户区域网中资源优化配置问题。在最简单的表述中,网络管理器的目标是在一个区域内的用户之间分配一些同质资源(比如带宽)。我们假设严格凸收费函数和凸二次收费函数,并给出了组合对偶型解的方法。接下来,我们考虑一个具有常见容量约束的多区域无线通信网络的更一般问题。得到了一个包含两类约束的凸优化问题。通过对容量约束的对偶拉格朗日方法,我们建议将初始问题简化为一维优化问题,但成本函数值的计算导致分区问题的独立解,这与之前的单区域问题相吻合。一些计算实验结果证实了新方法的适用性。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
Dual Decomposition Methods for Nonlinear Resource Allocation Problems in Telecommunication Networks
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.
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