A Novel Caching Framework for Mobile Social Networks in 5G and Beyond

V. K. Shrivastava, Rohan Raj, Lalit Pathak
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引用次数: 2

Abstract

The exponential growth of mobile social networks (MSN) catering popular social networking services accompanied with rapid proliferation of smart-phones is bringing a paradigm shift for mobile communication. Service access on these MSNs is mostly asynchronous resulting in unpredictable traffic patterns. Present mobile networks are inherently deficient in catering to these new requirements and suffer from congestion at the network core and the radio access network (RAN), poor utilization of communication resources, low quality of experience for users. Previous works in Literature have provided generic framework for service delivery for MSN, however, they lack in addressing the dynamic scenarios of user mobility and meeting varied quality of service (QoS) requirements imposed by different social networking services. In this paper, we target enhancing the performance for MSN. Particularly, we investigate and exploit the composite multi-content nature of social network services and leverage the combined potential of broadcast and unicast in suitably disseminating contents/sub-contents. Further, we provide an in depth analysis of user mobility and service QoS factors and their efficient handling during cache building and allocation steps for MSN. Multihop communication is considered to better facilitate the proximal device to device link data exchange capitalizing on transferred contents, and its impact over the incurred RAN cost is examined. We show, with simulation results, a substantial saving for RAN cost is achieved with considering these new factors.
5G及以后移动社交网络的新型缓存框架
迎合大众社交网络服务的移动社交网络(MSN)的指数级增长,伴随着智能手机的迅速普及,带来了移动通信模式的转变。这些msn上的服务访问大多是异步的,导致不可预测的流量模式。目前的移动网络在满足这些新需求方面存在先天不足,存在网芯和无线接入网(RAN)拥塞、通信资源利用率低、用户体验质量差等问题。先前的文献工作已经为MSN提供了服务交付的通用框架,然而,它们缺乏解决用户移动性的动态场景和满足不同社交网络服务施加的各种服务质量(QoS)要求。本文以提高MSN的性能为目标。特别地,我们调查和利用社交网络服务的复合多内容特性,并利用广播和单播在适当传播内容/子内容方面的综合潜力。此外,我们还深入分析了用户移动性和服务QoS因素,以及它们在MSN缓存构建和分配步骤中的有效处理。多跳通信被认为可以更好地促进利用传输内容的近端设备到设备链路数据交换,并研究了它对产生的RAN成本的影响。通过仿真结果表明,考虑到这些新因素,可以大大节省RAN成本。
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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