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Performance analysis of local caching replacement policies for internet video streaming services

Li, Jie (author)
Acreo
Wu, Jinlong (author)
Kungliga Tekniska Högskolan
Dán, György (author)
Kungliga Tekniska Högskolan
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Arvidsson, Åke, 1957- (author)
Ericsson AB
Kihl, Maria (author)
Lund University
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 (creator_code:org_t)
IEEE Communications Society, 2014
2014
English.
In: SoftCOM 2014. - : IEEE Communications Society. - 9789532900521
  • Conference paper (peer-reviewed)
Abstract Subject headings
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  • In this work, the performance of 5 representative caching replacement policies was investigated and compared for caching Internet video-on-demand (VoD) in local access networks. Two measured traces of end-user requests were used in the analyses for two typical VoD services: TV-on-demand and user generated content represented by YouTube. The studied policies range from simple least recently used (LRU) and least frequently used (LFU) algorithms to more advanced ones denoted as LFU-dynamic lifespan (LFU-DL), Adaptive replacement cache (ARC) and Greedy-dual size frequency (GDSF). Our results show that the ARC policy always outperforms the other policies due to its adaptive nature and its ability to track changes in the traffic patterns. On the other hand, the simple LRU policy can also achieve a caching performance which is comparable to that of the more advanced ARC policy especially for the TV-on-demand service when the potential caching gain is high. On the contrary, the simple LFU policy always shows the poorest performance.However, by applying a proper lifespan supplement under the LFU-DL policy, the caching performance can be effectively enhanced to the level achievable using ARC and LRU policies. Moreover, the GDSF policy does not outperform simple LRU or LFU-DL, especially for YouTube video clips when the potential caching gain is relatively low. The advantage of GDSF manifested in our analysis is, however, its outstanding cache space usage efficiency among the five studied caching algorithms.

Subject headings

ENGINEERING AND TECHNOLOGY  -- Electrical Engineering, Electronic Engineering, Information Engineering -- Computer Systems (hsv//eng)
TEKNIK OCH TEKNOLOGIER  -- Elektroteknik och elektronik -- Datorsystem (hsv//swe)
TEKNIK OCH TEKNOLOGIER  -- Elektroteknik och elektronik (hsv//swe)
ENGINEERING AND TECHNOLOGY  -- Electrical Engineering, Electronic Engineering, Information Engineering (hsv//eng)

Keyword

Video-on-demand
cache
caching replacement policy
caching algorithm
TV-on-demand
YouTube
local access network

Publication and Content Type

ref (subject category)
kon (subject category)

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By the author/editor
Li, Jie
Wu, Jinlong
Dán, György
Arvidsson, Åke, ...
Kihl, Maria
About the subject
ENGINEERING AND TECHNOLOGY
ENGINEERING AND ...
and Electrical Engin ...
and Computer Systems
ENGINEERING AND TECHNOLOGY
ENGINEERING AND ...
and Electrical Engin ...
Articles in the publication
SoftCOM 2014
By the university
Kristianstad University College

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