Resource allocation using Shapley value in LTE networks

Mauricio Iturralde, T. Ali-Yahiya, A. Wei, A. Beylot
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引用次数: 37

Abstract

The LTE specification provides QoS of multimedia services with fast connectivity, high mobility and security. However, 3GPP specifications have not defined scheduling algorithms to support real time and non-real time application services. In this paper we propose a two level scheduling scheme composed by cooperative game concept and EXP-RULE scheduling algorithm. By using cooperative game theory such as bankruptcy game and Shapley value, the proposed mechanism works by forming coalition between flow classes to distribute the bandwidth fairly. To make a performance judgment, the proposed downlink scheduling scheme has been compared to other well known schedulers such as M-LWDF and PF. Simulation results show that the proposed scheme can improve the performance on the used metrics among services. The performance evaluation is conducted in terms of system throughput, packet loss ratio (PLR), cell spectral efficiency and fairness Index.
LTE网络中基于Shapley值的资源分配
LTE规范提供了具有快速连接、高移动性和安全性的多媒体业务QoS。然而,3GPP规范没有定义支持实时和非实时应用服务的调度算法。本文提出了一种由合作博弈概念和EXP-RULE调度算法组成的两级调度方案。该机制利用破产博弈和Shapley值等合作博弈理论,通过在流类之间形成联盟来公平分配带宽。将本文提出的下行调度方案与M-LWDF、PF等调度方案进行了性能比较,仿真结果表明,本文提出的下行调度方案能够提高各业务间使用指标的性能。从系统吞吐量、丢包率(PLR)、小区频谱效率和公平性指数等方面进行了性能评估。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
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