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Media download optimization through prefetching and resource allocation in mobile networks

Published: 18 March 2015 Publication History

Abstract

Mobile network operators are expected to face significant traffic increase in the upcoming years. One alternative method is to intelligently move transmissions to times of network underutilization, either on 3G/4G or by offloading to WiFi. Video content, predicted by Cisco to constitute 69% of mobile traffic, offers the greatest potential for offloading. To this end, the demonstrated app strives to relieve the mobile network in a two ways. First, long-term prefetching of promising videos based on posts from the user's Online Social Network feed is performed. The knowledge about which video is likely being requested in the near future offers the opportunity to schedule the transmission according to its probability of being watched. Second, the approach is complemented with short-term prefetching, which is used whenever a content could not be downloaded by long-term prefetching. In this case, resources are optimized so as to maximize the communication efficiency while preserving the quality of service. The demonstrated app considers the smartphone's observed cellular network history to optimize the mobile throughput. A customized video player implements both the long-term and short-term prefetching. It reduces both the load on mobile networks, decreases playback pausing events and hereby achieves a high QoE. Thus, the player addresses both the operators' and the users' needs.

References

[1]
EU FP7 eCOUSIN. http://www.ict-ecousin.eu/.
[2]
Cisco Visual Networking Index: Global Mobile Data Traffic Forecast Update, 2014.
[3]
N. Bui, F. Michelinakis, and J. Widmer. A Model for Throughput Prediction for Mobile Users. In European Wireless, 2014.
[4]
N. Bui and J. Widmer. Modelling Throughput Prediction Errors as Gaussian Random Walks. In 1st KuVS Workshop on Anticipatory Networks, 2014.
[5]
J. Huang, F. Qian, A. Gerber, Z. M. Mao, S. Sen, and O. Spatscheck. A Close Examination of Performance and Power Characteristics of 4G LTE Networks. In Proceedings of the 10th ACM MobiSys, pages 225--238, 2012.
[6]
C. Koch and D. Hausheer. Optimizing mobile prefetching by leveraging usage patterns and social information. In IEEE ICNP, 2014.
[7]
A. Solheim. Microwave Backhaul Radios Meet The Evolving Traffic Challenge. Mobile Dev & Design, February 2013.
[8]
Y. Zhao et al. O2SM: Enabling Efficient Online Access to Online Social Media and Social Networks. In Middleware, volume 8275, pages 445--465. Springer LNCS, 2013.

Cited By

View all
  • (2019)Mulsemedia preparationProceedings of the 10th ACM Multimedia Systems Conference10.1145/3304109.3306230(110-120)Online publication date: 18-Jun-2019
  • (2018)Category-aware hierarchical caching for video-on-demand content on youtubeProceedings of the 9th ACM Multimedia Systems Conference10.1145/3204949.3204963(89-100)Online publication date: 12-Jun-2018
  • (2018)Opportunistic Prefetching of Cellular Internet of Things (cIoT) Device Contexts2018 27th International Conference on Computer Communication and Networks (ICCCN)10.1109/ICCCN.2018.8487456(1-6)Online publication date: Jul-2018
  • Show More Cited By

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Information & Contributors

Information

Published In

cover image ACM Conferences
MMSys '15: Proceedings of the 6th ACM Multimedia Systems Conference
March 2015
277 pages
ISBN:9781450333511
DOI:10.1145/2713168
Permission to make digital or hard copies of part or all of this work for personal or classroom use is granted without fee provided that copies are not made or distributed for profit or commercial advantage and that copies bear this notice and the full citation on the first page. Copyrights for third-party components of this work must be honored. For all other uses, contact the Owner/Author.

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Association for Computing Machinery

New York, NY, United States

Publication History

Published: 18 March 2015

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Author Tags

  1. network-aware
  2. prefetching
  3. social-aware
  4. video streaming

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  • Demonstration

Conference

MMSys '15
Sponsor:
MMSys '15: Multimedia Systems Conference 2015
March 18 - 20, 2015
Oregon, Portland

Acceptance Rates

MMSys '15 Paper Acceptance Rate 12 of 41 submissions, 29%;
Overall Acceptance Rate 176 of 530 submissions, 33%

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Cited By

View all
  • (2019)Mulsemedia preparationProceedings of the 10th ACM Multimedia Systems Conference10.1145/3304109.3306230(110-120)Online publication date: 18-Jun-2019
  • (2018)Category-aware hierarchical caching for video-on-demand content on youtubeProceedings of the 9th ACM Multimedia Systems Conference10.1145/3204949.3204963(89-100)Online publication date: 12-Jun-2018
  • (2018)Opportunistic Prefetching of Cellular Internet of Things (cIoT) Device Contexts2018 27th International Conference on Computer Communication and Networks (ICCCN)10.1109/ICCCN.2018.8487456(1-6)Online publication date: Jul-2018
  • (2017)vFetch: Video prefetching using pseudo subscriptions and user channel affinity in YouTube2017 13th International Conference on Network and Service Management (CNSM)10.23919/CNSM.2017.8256011(1-6)Online publication date: Nov-2017

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