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Cooperative game theory as a strategy of resource optimization in PLC networks

机译:合作博弈理论作为PLC网络资源优化策略

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The communications standard for powerline HomePlug AV (HPAV) uses CSMA/CA and TDMA as media access mechanism, where CSMA/CA is designed for transmitting data packets, while TDMA is used for voice and video packets transmission, in order to provide adequate levels of QoS [1]. However, although HPAV can achieve high rates of transmission, it does not have an adequate mechanism for resources allocating, which greatly affects the performance of the network as the number of users increases because to the fact that only one node can transmit at the same time [2]. The objective of this paper is to evaluate the behavior of four techniques: Shapley Value, Nucleolus, Max-min Fairness and MmQoS; as strategy for resources allocating in a channel PLC, when considering the HAN network as a cooperative game of transferable Utility. To make an efficient comparison of the four methods of optimization, it proposes the use of two HAN network scenarios under conditions of saturation. In each scenario it will be applied the four resource optimization methods and by Dunnett's test it will identify what or what methods, or treatments yield the best results during the evaluation process. Upon completion of the analysis of the results, it is concluded that, for the proposed scenarios the value of Shapley was the technique that made a better allocation of BW, to minimize the difference between the BW requested value and BW value assigned to each node, with 95% confidence.
机译:电力线HomePlug AV(HPAV)的通信标准使用CSMA / CA和TDMA作为媒体访问机制,其中CSMA / CA设计用于传输数据分组,而TDMA用于语音和视频分组传输,以提供足够的级别。 QoS [1]。但是,尽管HPAV可以实现高传输速率,但是它没有足够的资源分配机制,这会随着用户数量的增加而极大地影响网络性能,因为事实上只有一个节点可以同时进行传输[2]。本文的目的是评估四种技术的行为:Shapley值,核仁,最大最小公平性和MmQoS。当将HAN网络视为可转移效用的合作游戏时,作为在通道PLC中分配资源的策略。为了对四种优化方法进行有效比较,建议在饱和条件下使用两种HAN网络方案。在每种情况下,将应用四种资源优化方法,并且通过Dunnett的测试,它将确定在评估过程中哪种或哪种方法或处理方法可获得最佳结果。对结果的分析完成后,可以得出结论,对于所提出的方案,Shapley的值是可以更好地分配带宽的技术,可以最大程度地减少带宽请求值和分配给每个节点的带宽值之间的差异,有95%的信心。

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