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Benefits and schemes of prefetching from cloud to fog networks

  • Nawras Alkassab
  • , Chin Tser Huang
  • , Yu Chen
  • , Baek Young Choi
  • , Sejun Song

Research output: Chapter in Book/Report/Conference proceedingConference contributionpeer-review

5 Scopus citations

Abstract

Cloud data services have been in rapidly increasing demand by mobile users, but such services often face the problem of lowered QoS due to the lengthy delay of transmitting large amount of data all the way from the cloud server to the mobile client. In this paper, we propose a prefetching-based approach which utilizes the spare bandwidth and storage space of fog networks to prefetch data files from cloud data servers to edge servers in the fog networks that are much closer to the mobile users, thereby providing better data delivery in terms of transmission delay. We propose six possible prefetching schemes which are designed based on different needs of a priori knowledge about the mobile user's file access patterns. Observing that some prefetching scheme performs better than other schemes when facing a particular type of access pattern, our framework also allows the cloud server and edge servers to dynamically switch to another prefetching scheme if the current prefetching scheme does not fit well with the user's access pattern. We use simulations to evaluate the performance of our proposed prefetching schemes, and the results show that each prefetching scheme can reduce transmission delay, and that the dynamic scheme switching can help improve the performance in terms of prefetching precision and recall ratios.

Original languageEnglish
Title of host publicationProceedings of the 2017 IEEE 6th International Conference on Cloud Networking, CloudNet 2017
EditorsDusan Maga
PublisherInstitute of Electrical and Electronics Engineers Inc.
ISBN (Electronic)9781509040261
DOIs
StatePublished - Oct 18 2017
Event6th IEEE International Conference on Cloud Networking, CloudNet 2017 - Prague, Czech Republic
Duration: Sep 25 2017Sep 27 2017

Publication series

NameProceedings of the 2017 IEEE 6th International Conference on Cloud Networking, CloudNet 2017

Conference

Conference6th IEEE International Conference on Cloud Networking, CloudNet 2017
Country/TerritoryCzech Republic
CityPrague
Period09/25/1709/27/17

Keywords

  • cloud data services
  • edge server
  • fog network
  • mobile cloud computing
  • prefetching

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