On the Interaction between Content Caching and Request Assignment in Cellular Cache Networks

K. P. Naveen, L. Massoulié, E. Baccelli, A. C. Viana, D. Towsley
{"title":"On the Interaction between Content Caching and Request Assignment in Cellular Cache Networks","authors":"K. P. Naveen, L. Massoulié, E. Baccelli, A. C. Viana, D. Towsley","doi":"10.1145/2785971.2785975","DOIUrl":null,"url":null,"abstract":"The potential availability of storage space at cellular and femtocell base-stations (BSs) raises the following question: How should one optimize performance through both load balancing and content replication when requests can be sent to several such BSs? We formally introduce an optimization model to address this question and propose an online algorithm for dynamic caching and request assignment. Crucially our request assignment scheme is based on a server price signal that jointly reflects content and bandwidth availability. We prove that our algorithm is optimal and stable in a limiting regime that is obtained by scaling the arrival rates and content chunking. From an implementation standpoint, guided by the online algorithm we design a light-weight scheme for request assignments that is based on load and cache-miss cost signals; for cache replacements, we propose to use the popular LRU (Least Recently Used) strategy. Through simulations, we exhibit the efficacy of our joint-price based request assignment strategy in comparison to the common practices of assigning requests purely based on either bandwidth availability or content availability.","PeriodicalId":166050,"journal":{"name":"Proceedings of the 5th Workshop on All Things Cellular: Operations, Applications and Challenges","volume":"32 1","pages":"0"},"PeriodicalIF":0.0000,"publicationDate":"2015-08-17","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"33","resultStr":null,"platform":"Semanticscholar","paperid":null,"PeriodicalName":"Proceedings of the 5th Workshop on All Things Cellular: Operations, Applications and Challenges","FirstCategoryId":"1085","ListUrlMain":"https://doi.org/10.1145/2785971.2785975","RegionNum":0,"RegionCategory":null,"ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"","JCRName":"","Score":null,"Total":0}
引用次数: 33

Abstract

The potential availability of storage space at cellular and femtocell base-stations (BSs) raises the following question: How should one optimize performance through both load balancing and content replication when requests can be sent to several such BSs? We formally introduce an optimization model to address this question and propose an online algorithm for dynamic caching and request assignment. Crucially our request assignment scheme is based on a server price signal that jointly reflects content and bandwidth availability. We prove that our algorithm is optimal and stable in a limiting regime that is obtained by scaling the arrival rates and content chunking. From an implementation standpoint, guided by the online algorithm we design a light-weight scheme for request assignments that is based on load and cache-miss cost signals; for cache replacements, we propose to use the popular LRU (Least Recently Used) strategy. Through simulations, we exhibit the efficacy of our joint-price based request assignment strategy in comparison to the common practices of assigning requests purely based on either bandwidth availability or content availability.
蜂窝高速缓存网络中内容缓存与请求分配的交互研究
蜂窝和飞蜂窝基站(BSs)存储空间的潜在可用性提出了以下问题:当请求可以发送到几个这样的BSs时,应该如何通过负载平衡和内容复制来优化性能?我们正式引入了一个优化模型来解决这个问题,并提出了一个动态缓存和请求分配的在线算法。关键的是,我们的请求分配方案是基于服务器价格信号,共同反映内容和带宽的可用性。我们证明了我们的算法是最优的和稳定的,通过缩放到达率和内容分块来获得一个限制区域。从实现的角度来看,在在线算法的指导下,我们设计了一个轻量级的基于负载和缓存缺失代价信号的请求分配方案;对于缓存替换,我们建议使用流行的LRU(最近最少使用)策略。通过模拟,与纯粹基于带宽可用性或内容可用性分配请求的常见做法相比,我们展示了基于联合价格的请求分配策略的有效性。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
求助全文
约1分钟内获得全文 求助全文
来源期刊
自引率
0.00%
发文量
0
×
引用
GB/T 7714-2015
复制
MLA
复制
APA
复制
导出至
BibTeX EndNote RefMan NoteFirst NoteExpress
×
提示
您的信息不完整,为了账户安全,请先补充。
现在去补充
×
提示
您因"违规操作"
具体请查看互助需知
我知道了
×
提示
确定
请完成安全验证×
copy
已复制链接
快去分享给好友吧!
我知道了
右上角分享
点击右上角分享
0
联系我们:info@booksci.cn Book学术提供免费学术资源搜索服务,方便国内外学者检索中英文文献。致力于提供最便捷和优质的服务体验。 Copyright © 2023 布克学术 All rights reserved.
京ICP备2023020795号-1
ghs 京公网安备 11010802042870号
Book学术文献互助
Book学术文献互助群
群 号:481959085
Book学术官方微信