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Design and analysis of collaborative EPC and RAN caching for LTE mobile networks

机译:LTE移动网络协同EPC和RAN缓存的设计和分析

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摘要

The explosive growth of mobile video traffic brings a great pressure on LTE mobile networks. Deploying caches at the evolved packet core (EPC) and radio access network (RAN) in LTE mobile networks can efficiently relieve this pressure by reducing duplicate content transmissions. In this paper, we propose a collaborative caching framework for the LIE mobile network with caches deployed at the EPC and RAN to reduce the bandwidth cost of Internet access and improve the end-user experience in terms of delay and congestion. Based on this framework, we decompose the caching problem into a content placement subproblem and a request routing subproblem. We solve the content placement subproblem with a greedy placement algorithm by utilizing the matroid and submodular properties. As for the request routing subproblem, we solve it by transforming it into the problem of maximizing a submodular function subject to a matroid constraint and present a greedy algorithm that schedules request routing with short time slot. The proposed CollaCache scheme can achieve at least 1/2 of the optimal solution in terms of bandwidth cost saving. Experimental results show that CollaCache can save more costs and support more requests compared with other schemes. (C) 2015 Elsevier B.V. All rights reserved.
机译:移动视频流量的爆炸性增长给LTE移动网络带来了巨大压力。在LTE移动网络中的演进分组核心(EPC)和无线接入网络(RAN)上部署缓存可以通过减少重复的内容传输来有效缓解这种压力。在本文中,我们为LIE移动网络提出了一个协作缓存框架,该缓存在EPC和RAN上部署了缓存,以降低Internet访问的带宽成本并改善延迟和拥塞方面的最终用户体验。基于此框架,我们将缓存问题分解为内容放置子问题和请求路由子问题。通过利用拟阵和子模态属性,我们用贪婪的放置算法解决了内容放置子问题。对于请求路由子问题,我们通过将其转换为最大化受拟阵约束的子模函数的问题来解决,并提出了一种贪婪算法,该算法可以在较短的时隙内调度请求路由。就节省带宽成本而言,建议的CollaCache方案至少可以实现最佳解决方案的1/2。实验结果表明,与其他方案相比,CollaCache可以节省更多成本并支持更多请求。 (C)2015 Elsevier B.V.保留所有权利。

著录项

  • 来源
    《Computer networks 》 |2015年第24期| 80-95| 共16页
  • 作者单位

    Chinese Acad Sci, Inst Informat Engn, State Key Lab Informat Secur, Beijing, Peoples R China;

    Chinese Acad Sci, Inst Informat Engn, State Key Lab Informat Secur, Beijing, Peoples R China;

    Chinese Acad Sci, Inst Informat Engn, State Key Lab Informat Secur, Beijing, Peoples R China;

    Nanjing Normal Univ, Sch Comp Sci & Technol, Nanjing, Jiangsu, Peoples R China;

    Univ Tennessee, Coll Engn & Comp Sci, Chattanooga, TN USA;

    Univ Calif Riverside, Sch Engn & Comp Sci, Riverside, CA 92521 USA;

    Chinese Acad Sci, Inst Informat Engn, State Key Lab Informat Secur, Beijing, Peoples R China;

  • 收录信息
  • 原文格式 PDF
  • 正文语种 eng
  • 中图分类
  • 关键词

    LTE mobile networks; Collaborative caching; Decoupled optimization; Content placement; Request routing;

    机译:LTE移动网络;协作缓存;解耦优化;内容放置;请求路由;

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