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Optimal Push and Pull-Based Edge Caching for Dynamic Content

  • Bahman Abolhassani(corresponding author)
    ,
  • ,
  • Atilla Eryilmaz
    ,
  • Serdar Yuksel
*Corresponding author for this work
Research Output:
Contribution to journal
Article
Peer-review

Abstract

We introduce a framework and optimal 'fresh' caching for a content distribution network (CDN) comprising a front-end local cache and a back-end database. The data content is dynamically updated at a back-end database and end-users are interested in the most-recent version of that content. We formulate the average cost minimization problem that captures the system's cost due to the service of aging content as well as the regular cache update cost. We consider the cost minimization problem from two individual perspectives based on the available information to either side of the CDN: the back-end database perspective and the front-end local cache perspective. For the back-end database, the instantaneous version of content is observable but the exact demand is not. Caching decisions made by the back-end database are termed 'push-based caching.' For the front-end local cache, the age of content version in the cache is not observable, yet the instantaneous demand is. Caching decisions made by the front-end local cache are termed 'pull-based caching.' Our investigations reveal which type of information, updates, or demand dynamic, is of higher value towards achieving the minimum cost based on other network parameters including content popularity, update rate, and demand intensity.

Bibliographic Information

Output type

Research Output:
Contribution to journal
Article
Peer-review

Original language

English

Pages from-to (Number of pages)

Pages 2765-2777 (13 pages)

Journal (Volume, Issue Number)

IEEE/ACM Transactions on Networking (Volume 32, Issue 4)

Publication milestones

  • Published - 2024

Publication status

Published - 2024

ISSN

1063-6692

Publication IDs

  • Scopus: 85187011877