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Distributed power on-off optimisation for heterogeneous networks - A comparison of autonomous and cooperative optimisation

机译:异构网络的分布式电源开关优化-自治和协作优化的比较

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The design of distributed algorithms and techniques allowing for an efficient utilisation of infrastructure in terms of energy consumption is one of the key challenges in heterogeneous networks or HetNets. In this study the energy efficiency in the HetNet scenario is formulated as an optimisation problem and an iterative improvement algorithmic approach to power on-off of network cells is devised and evaluated. The network is divided into clusters of cells, and the algorithm, which employs simulated annealing search, is executed by the clusters in a distributed manner. Four different variations of autonomous and cooperative optimisation are devised and the obtained network configuration solutions are compared to a baseline configuration scenario where all cells are powered on. The optimization search is guided by an objective function which is defined on outage throughput and energy efficiency. Simulation results show that the distributed cooperative algorithms perform better than the baseline in nearly all cases both in terms of outage throughput and energy efficiency. Furthermore, coordination among clusters has a strong impact on the speed and the performance of the obtained solutions.
机译:分布式算法和技术的设计允许在能源消耗方面有效利用基础架构,这是异构网络或HetNets的主要挑战之一。在这项研究中,将HetNet情景中的能效公式化为一个优化问题,并设计并评估了一种迭代改进算法方法来对网络单元进行电源开关。该网络被划分为多个单元簇,采用模拟退火搜索的算法由该簇以分布式方式执行。设计了自主和协作优化的四个不同变体,并将获得的网络配置解决方案与所有单元均已通电的基准配置方案进行了比较。优化搜索以目标函数为指导,该目标函数定义为中断吞吐量和能效。仿真结果表明,在中断吞吐量和能效方面,几乎所有情况下分布式协作算法的性能均优于基线。此外,集群之间的协调对获得的解决方案的速度和性能有很大的影响。

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