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Game-theoretic modeling and analysis of relay selection in cooperative wireless networks

机译:协作无线网络中中继选择的博弈建模与分析

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摘要

In this paper, distributed single relay selection in cooperative wireless networks is modeled as a Chinese restaurant game (CRG). Specifically, the CRG is used to model strategic relay selection decisions of source nodes, taking into account negative network externality due to the potential sharing of relay nodes among source nodes. Two cases are studied as follows: (i) perfect relay transmit power (RTP) knowledge and (ii) imperfect RTP knowledge. Under the first case, a distributed relay selection algorithm is proposed and shown to converge to a Nash equilibrium grouping. Under the second case, a reinforcement learning algorithm is proposed and combined with the distributed relay selection algorithm to allow network nodes to select rate-maximizing relays. Simulation results verify the efficiency of the proposed distributed relay selection algorithm when compared with other relay selection schemes and demonstrate that it yields a network sum-rate that is comparable with that of centralized relay selection. Copyright (c) 2014 John Wiley & Sons, Ltd.
机译:本文将协作无线网络中的分布式单中继选择建模为中餐厅游戏(CRG)。具体而言,CRG用于对源节点的战略性中继选择决策建模,同时考虑到由于源节点之间潜在共享中继节点而导致的负面网络外部性。研究了以下两种情况:(i)完善的中继发射功率(RTP)知识和(ii)不完善的RTP知识。在第一种情况下,提出了一种分布式中继选择算法,并证明该算法收敛于Nash均衡分组。在第二种情况下,提出了一种强化学习算法,并将其与分布式中继选择算法结合使用,以允许网络节点选择速率最大的中继。与其他中继选择方案相比,仿真结果验证了所提出的分布式中继选择算法的效率,并证明了该算法可产生与集中式中继选择相当的网络总速率。版权所有(c)2014 John Wiley&Sons,Ltd.

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