Dynamic Caching for Files With Rapidly-Varying Features and Content
Author | Amir, Mohamed |
Author | Bedeer, Ebrahim |
Author | Khattab, Tamer |
Author | Ngatched, Telex M. N. |
Available date | 2024-08-19T05:21:33Z |
Publication Date | 2022 |
Publication Name | IEEE Transactions on Communications |
Resource | Scopus |
ISSN | 906778 |
Abstract | Proactive caching shows great potential to minimize peak download rates by caching popular data, in advance, at the edge. Fast-changing file features, such as fast-changing file popularities and fast-changing file contents (data freshness), represent a challenge for proactive caching if cache content update is much slower, which decreases the efficiency and usability of caching. We present a dynamic caching scheme that updates local user caches and optimizes the use of caching resources. The developed scheme index-code the updates with the delivery messages. The developed scheme is presented for a network with one cache-enabled server, that has a pool of files, communicating with K cache-enabled receivers with requests limited to the server's file pool. The developed scheme assumes partial knowledge of features variation. Asynchronous file delivery is assumed as a result of non-flexible receivers' request timing. We show that the file delivery messages can be used to proactively and constantly update the receivers' finite caches by index-coding the update messages with delivery messages at no additional rate-cost. We also show that this mechanism reduces the downloaded traffic and can be used to reduce other QoS metrics. |
Language | en |
Publisher | IEEE |
Subject | dynamic features index-coding Proactive caching |
Type | Article |
Pagination | 7858-7871 |
Issue Number | 12 |
Volume Number | 70 |
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Electrical Engineering [2649 items ]