Content size-aware edge caching: a size-weighted popularity-based approach

Qiang Li, Wennian Shi, Yong Xiao, Xiaohu Ge, Ashish Pandharipande

Onderzoeksoutput: Hoofdstuk in Boek/Rapport/CongresprocedureConferentiebijdrageAcademicpeer review

5 Citaten (Scopus)
36 Downloads (Pure)

Samenvatting

In this paper, content caching is considered at the edge of the network with an objective of offloading recurrent traffic on the capacity-stringent backhaul links to the vicinity of end users. A radio access network equipped with edge servers is considered for caching contents of various sizes, based on which problems of maximizing the edge cache-hit-ratio and minimizing the average content-provisioning cost are respectively formulated. To solve the underlying 0-1 Knapsack problem, a size-weighted popularity (SWP)-based caching framework is proposed, where both content popularity and content size are taken into account when determining the contents to be cached. Depending on the available knowledge and the manner in which the contents are pre-fetched and cached at the edge servers, two algorithms: proactive and reactive, are proposed for the implementation of SWP-based caching. Simulation results are presented to evaluate the performance of our proposed algorithms. We observe a fundamental tradeoff between the average content-provisioning cost and the cache-hit-ratio, and the proactive algorithm outperforms the reactive algorithm.

Originele taal-2Engels
Titel2018 IEEE Global Communications Conference, GLOBECOM 2018 - Proceedings
Plaats van productiePiscataway
UitgeverijInstitute of Electrical and Electronics Engineers
Aantal pagina's5
ISBN van elektronische versie978-1-5386-4727-1
ISBN van geprinte versie978-1-5386-4728-8
DOI's
StatusGepubliceerd - 20 feb 2019
Evenement2018 IEEE Global Communications Conference, GLOBECOM 2018 - Abu Dhabi, Verenigde Arabische Emiraten
Duur: 9 dec 201813 dec 2018

Congres

Congres2018 IEEE Global Communications Conference, GLOBECOM 2018
Verkorte titelGLOBECOM 2018
LandVerenigde Arabische Emiraten
StadAbu Dhabi
Periode9/12/1813/12/18

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