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A graph-based approach for distributed parameter coordination in wireless communication networks

机译:一种基于图的无线通信网络中分布式参数协调方法

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This paper addresses distributed parameters coordination methods for wireless communication systems founded on message-passing algorithms on graphs. This work provides evaluations on the potential of such an approach in a wireless communication network, and compares its performance and convergence properties with those of a baseline selfish/greedy approach. Simulation results for an example application, i.e. frequency reuse planning, is presented and discussed. The results show that graph-based techniques generally have higher probability of reaching (near) optimal solution than the greedy approach, though its rate of convergence tends to be slower and the message size is typically larger. Methods of improving the rate of convergence of graph-based distributed coordination techniques and reducing the associated message size are therefore important topics for future studies.
机译:本文涉及在图形上的消息传递算法上创建的无线通信系统的分布式参数协调方法。 这项工作提供了对无线通信网络中这种方法的潜力的评估,并将其性能和收敛性与基线自私/贪婪方法进行比较。 提出和讨论了示例应用的仿真结果,即频率重用计划。 结果表明,基于图形的技术通常具有更高的概率(近)最佳解决方案,而不是贪婪的方法,尽管其收敛速度趋于较慢并且消息尺寸通常更大。 因此,提高了基于图形的分布式协调技术的收敛速率以及降低相关信息大小的方法是未来研究的重要主题。

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