Jointly Optimal Routing and Caching for Arbitrary Network Topologies

IF 13.8 1区 计算机科学 Q1 ENGINEERING, ELECTRICAL & ELECTRONIC IEEE Journal on Selected Areas in Communications Pub Date : 2017-08-20 DOI:10.1145/3125719.3125730
Stratis Ioannidis, E. Yeh
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引用次数: 75

Abstract

We study a problem of minimizing routing costs by jointly optimizing caching and routing decisions over an arbitrary network topology. We cast this as an equivalent caching gain maximization problem, and consider both source routing and hop-by-hop routing settings. The respective offline problems are NP-hard. Nevertheless, we show that there exist polynomial time approximation algorithms producing solutions within a constant approximation from the optimal. We also produce distributed, adaptive algorithms with the same approximation guarantees. We simulate our adaptive algorithms over a broad array of different topologies. Our algorithms reduce routing costs by several orders of magnitude compared with prior art, including algorithms optimizing caching under fixed routing.
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任意网络拓扑的联合最优路由和缓存
我们研究了在任意网络拓扑上通过联合优化缓存和路由决策来最小化路由开销的问题。我们将此转换为等价的缓存增益最大化问题,并同时考虑源路由和逐跳路由设置。各自的离线问题都是np困难的。然而,我们证明存在多项式时间近似算法,在最优的常数近似内产生解。我们还生产了具有相同近似保证的分布式自适应算法。我们在各种不同的拓扑结构上模拟我们的自适应算法。与现有技术相比,我们的算法将路由成本降低了几个数量级,包括在固定路由下优化缓存的算法。
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来源期刊
CiteScore
30.00
自引率
4.30%
发文量
234
审稿时长
6 months
期刊介绍: The IEEE Journal on Selected Areas in Communications (JSAC) is a prestigious journal that covers various topics related to Computer Networks and Communications (Q1) as well as Electrical and Electronic Engineering (Q1). Each issue of JSAC is dedicated to a specific technical topic, providing readers with an up-to-date collection of papers in that area. The journal is highly regarded within the research community and serves as a valuable reference. The topics covered by JSAC issues span the entire field of communications and networking, with recent issue themes including Network Coding for Wireless Communication Networks, Wireless and Pervasive Communications for Healthcare, Network Infrastructure Configuration, Broadband Access Networks: Architectures and Protocols, Body Area Networking: Technology and Applications, Underwater Wireless Communication Networks, Game Theory in Communication Systems, and Exploiting Limited Feedback in Tomorrow’s Communication Networks.
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