Predicting future location in mobile cache based on variable order of prediction-by-partial-matching algorithm

Lincan Li, Chiew Foong Kwong, Fenghu Chen, Qianyu Liu, Jing Wang

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

1 Citation (Scopus)

Abstract

Mobile caching at the edge of the wireless network has been regarded as an ideal approach that can alleviate the user access latencies. While there is a problem that the user terminal (UT) is moving too fast when enter a serving cache area, it may not have enough time to acquire the required data from the cache. One solution is to predict the UT's future location and pre-prepare the requested content at the cache devices that will appear in the UT's future path. Once the UT arrive at the serving cache area, they can directly acquire the data since it is already at the location, rather than send in a request to update the cache. The key point to achieve this reliably is the accuracy of the location prediction. This paper presents a location prediction model based on prediction-by-partial-matching (PPM) algorithm in the mobile cache design. The performance of this model will be compared by using oneorder context, two-order context and three-order context, respectively. All the models will be evaluated in a real world data.

Original languageEnglish
Title of host publicationIET Doctoral Forum on Biomedical Engineering, Healthcare, Robotics and Artificial Intelligence 2018, BRAIN 2018
PublisherInstitution of Engineering and Technology
EditionCP754
ISBN (Print)9781785617911, 9781839530838
DOIs
Publication statusPublished - 2018
EventIET Doctoral Forum on Biomedical Engineering, Healthcare, Robotics and Artificial Intelligence 2018, BRAIN 2018 - Ningbo, China
Duration: 4 Nov 2018 → …

Publication series

NameIET Conference Publications
NumberCP754
Volume2018

Conference

ConferenceIET Doctoral Forum on Biomedical Engineering, Healthcare, Robotics and Artificial Intelligence 2018, BRAIN 2018
Country/TerritoryChina
CityNingbo
Period4/11/18 → …

Keywords

  • LOCATION PREDICITON
  • MOBILE CACHING
  • PREDICTION-BY-PARTIAL-MATCHING

ASJC Scopus subject areas

  • Electrical and Electronic Engineering

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