Replication Strategy for Spatiotemporal Data Based on Distributed Caching System

被引:5
|
作者
Xiong, Lian [1 ]
Yang, Liu [1 ]
Tao, Yang [1 ]
Xu, Juan [1 ]
Zhao, Lun [1 ]
机构
[1] Chongqing Univ Posts & Telecommun, Sch Commun & Informat Engn, Chongqing 400065, Peoples R China
来源
SENSORS | 2018年 / 18卷 / 01期
关键词
replica; spatiotemporal date; spatiotemporal locality and correlation; distributed cache; smart city; PLACEMENT; ALGORITHMS;
D O I
10.3390/s18010222
中图分类号
O65 [分析化学];
学科分类号
070302 ; 081704 ;
摘要
The replica strategy in distributed cache can effectively reduce user access delay and improve system performance. However, developing a replica strategy suitable for varied application scenarios is still quite challenging, owing to differences in user access behavior and preferences. In this paper, a replication strategy for spatiotemporal data (RSSD) based on a distributed caching system is proposed. By taking advantage of the spatiotemporal locality and correlation of user access, RSSD mines high popularity and associated files from historical user access information, and then generates replicas and selects appropriate cache node for placement. Experimental results show that the RSSD algorithm is simple and efficient, and succeeds in significantly reducing user access delay.
引用
收藏
页数:14
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