A Mobility-aware Proactive Caching Strategy in Heterogeneous Ultra-Dense Networks

Ning Gao, Xiaodong Xu, Yanzhao Hou, Lei Gao
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引用次数: 5

Abstract

Caching on the wireless edge is a promising way to alleviate the backhaul burden of the heterogeneous ultra-dense network (H-UDN) and reduce the transmission delay. However, user mobility makes the content distribution more challenging for the association to small base stations (SBSs) always changes. In this paper, we propose a mobility-aware proactive caching strategy named MoPC in H-UDNs where each SBS can perceive the mobility pattern of users in neighbor SBSs. Moreover, by taking advantage of the hierarchical network feature, files requested by different speed users will be cached in different cache layers by amending content popularity. The cache placement problem is formulated with the aim of effective capacity maximization and solved by a genetic algorithm based approach. Simulation results prove that the proposed MoPC strategy outperforms other existing caching strategies in terms of both the transmission delay and cache hit ratio.
异构超密集网络中移动性感知的主动缓存策略
无线边缘缓存是减轻异构超密集网络(H-UDN)回程负担和降低传输延迟的一种很有前景的方法。然而,用户的移动性给内容分发带来了很大的挑战,因为与小基站的关联总是在不断变化。在本文中,我们提出了一种在h - udn中具有移动性感知的主动缓存策略MoPC,其中每个SBS可以感知相邻SBS中用户的移动性模式。此外,利用分层网络特性,通过修改内容流行度,将不同速度用户请求的文件缓存在不同的缓存层。以有效容量最大化为目标,采用遗传算法求解缓存布局问题。仿真结果表明,所提出的MoPC策略在传输延迟和缓存命中率方面都优于现有的缓存策略。
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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