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A smart caching mechanism for mobile multimedia in information centric networking with edge computing - 2018

A smart caching mechanism for mobile multimedia in information centric networking with edge computing

Research Area:  Edge Computing

Abstract:

The widespread applications of mobile multimedia are causing the demands of the users on the network to be increasingly prominent. Edge computing enables the deployment of services, applications, content storage, and processing in close proximity to mobile end users. By fully exploiting its advantages, we propose the edge Internet of Things equipment-assisted caching multimedia for information centric networking for improving the user experience. To achieve this, we propose the location prediction method and smart caching strategy based on machine learning to predict the user interest in this paper. This will drive the user interest content from the server to the edge node. Moreover, we propose an optimized caching replacement algorithm for improving the cache utilization. The experimental results reveal that the proposed architecture and strategy are efficient for caching mobile multimedia content, which can optimize the hit ratio and reduce the access time in comparison with other existing solutions.

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Author(s) Name:  Yayuan Tang,Kehua Guo,Jianhua Ma,Yutong Shen and Tao Chi

Journal name:  Future Generation Computer Systems

Conferrence name:  

Publisher name:  ELSEVIER

DOI:  10.1016/j.future.2018.08.019

Volume Information:  Volume 91, February 2019, Pages 590-600