Content caching based on mobility prediction and joint user Prefetch in Mobile edge networks

被引:45
作者
Yu, Genghua [1 ]
Wu, Jia [1 ]
机构
[1] Cent South Univ, Sch Comp Sci & Engn, Chang Sha 410075, Hu Nan, Peoples R China
基金
中国国家自然科学基金;
关键词
Mobile edge cache; Popularity-based caching; Backhaul; Mobility predictions; Prefetching data; WIRELESS SENSOR; DELIVERY;
D O I
10.1007/s12083-020-00954-x
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
With the development of 5G mobile networks, people's demand for network response speed and services has increased to meet the needs of a large amount of data traffic, reduce the backhaul load caused by frequently requesting the same data (or content). The file is pre-stored in the base station by the edge device, and the user can directly obtain the requested data in the local cache without remotely. However, changes in popularity are difficult to capture, and data is updated more frequently through the backhaul. In order to reduce the number of backhauls and provide caching services for users with specific needs, we can provide proactive caching with users without affecting user activity. We propose a content caching strategy based on mobility prediction and joint user prefetching (MPJUP). The policy predicts the prefetching device data by predicting the user's movement position with respect to time by the mobility of the user and then splits the partial cache space for prefetching data based on the user experience gain. Besides, we propose to reduce the backhaul load by reducing the number of content backhauls by cooperating prefetch data between the user and the edge cache device. Experimental analysis shows that our method further reduces the average delay and backhaul load, and the prefetch method is also suitable for more extensive networks.
引用
收藏
页码:1839 / 1852
页数:14
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