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NUM-Based Rate Allocation for Streaming Traffic via Sequential Convex Programming

机译:基于序列凸的流媒体流量的基于NUm的速率分配   程序设计

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摘要

In recent years, there has been an increasing demand for ubiquitous streaminglike applications in data networks. In this paper, we concentrate on NUM-basedrate allocation for streaming applications with the so-called S-curve utilityfunctions. Due to non-concavity of such utility functions, the underlying NUMproblem would be non-convex for which dual methods might become quite useless.To tackle the non-convex problem, using elementary techniques we make theutility of the network concave, however this results in reverse-convexconstraints which make the problem non-convex. To deal with such a transformedNUM, we leverage Sequential Convex Programming (SCP) approach to approximatethe non-convex problem by a series of convex ones. Based on this approach, wepropose a distributed rate allocation algorithm and demonstrate that under mildconditions, it converges to a locally optimal solution of the original NUM.Numerical results validate the effectiveness, in terms of tractable convergenceof the proposed rate allocation algorithm.
机译:近年来,对数据网络中无处不在的类似流的应用的需求不断增长。在本文中,我们将重点放在具有所谓S曲线效用函数的流应用程序的基于NUM的速率分配上。由于此类实用程序函数不具凹性,因此潜在的NUM问题将是非凸性的,因此双重方法可能变得非常无用。为解决非凸性问题,使用基本技术使网络的实用性变为凹形,但这导致反向凸约束,使问题不凸。为了处理这种变换的NUM,我们利用顺序凸规划(SCP)方法通过一系列凸问题来近似非凸问题。在此方法的基础上,提出了一种分布式速率分配算法,并证明了在温和条件下它可以收敛到原始NUM的局部最优解。数值结果证明了该速率分配算法的易收敛性。

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