JOURNAL ARTICLE

Distributed caching over heterogeneous mobile networks

Stratis IoannidisLaurent MassouliéAugustin Chaintreau

Year: 2010 Journal:   ACM SIGMETRICS Performance Evaluation Review Vol: 38 (1)Pages: 311-322   Publisher: Association for Computing Machinery

Abstract

Sharing content over a mobile network through opportunistic contacts has recently received considerable attention. In proposed scenarios, users store content they download in a local cache and share it with other users they meet, e.g., via Bluetooth or WiFi. The storage capacity of mobile devices is typically limited; therefore, identifying which content a user should store in her cache is a fundamental problem in the operation of any such content distribution system. In this work, we propose Psephos, a novel mechanism for determining the caching policy of each mobile user. Psephos is fully distributed: users compute their own policies individually, in the absence of a central authority. Moreover, it is designed for a heterogeneous environment, in which demand for content, access to resources, and mobility characteristics may vary across different users. Most importantly, the caching policies computed by our mechanism are optimal: we rigorously show that Psephos maximizes the system's social welfare. Our results are derived formally using techniques from stochastic approximation and convex optimization; to the best of our knowledge, our work is the first to address caching with heterogeneity in a fully distributed manner.

Keywords:
Computer science Cache Computer network Download Distributed computing Mobile device Bluetooth Mobile computing False sharing CPU cache Cache algorithms Wireless World Wide Web Operating system

Metrics

19
Cited By
2.23
FWCI (Field Weighted Citation Impact)
11
Refs
0.89
Citation Normalized Percentile
Is in top 1%
Is in top 10%

Citation History

Topics

Opportunistic and Delay-Tolerant Networks
Physical Sciences →  Computer Science →  Computer Networks and Communications
Caching and Content Delivery
Physical Sciences →  Computer Science →  Computer Networks and Communications
Mobile Ad Hoc Networks
Physical Sciences →  Computer Science →  Computer Networks and Communications
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