Title :
Replica Pre-adjustment Strategy Based on Trend Analysis of File Popularity within Cloud Environment
Author :
Wu, Shaochun ; Chen, Gaozhao ; Gao, Tiegang ; Xu, Lingyu ; Song, Cuicui
Author_Institution :
Sch. of Comput. Eng. & Sci., Shanghai Univ., Shanghai, China
Abstract :
Data-intensive application within cloud environment needs huge data transfer and migration. In order to optimize the use of data resource, improve the reliability of data and reduce data-access latency and bandwidth consumption, a replica pre-adjustment strategy based on trend analysis of file popularity is proposed. This replica strategy adaptively and dynamically adjust the number of replicas of a file by analyzing the popularity information of the file and comprehensive considering the load balancing and utilization ratio of storage space, which makes the number and distribution of replicas more reasonable, and minimize the costs and maximize the profit of a replica. Experimental results indicate that the algorithm dramatically shortened the execution time of a job and avoided excessive consumption of storage space and decrease overall bandwidth utilization.
Keywords :
cloud computing; replicated databases; resource allocation; adaptive replica adjustment; bandwidth consumption reduction; cloud environment; cost minimization; data migration; data reliability improvement; data resource optimization; data transfer; data-access latency reduction; data-intensive application; dynamic replica adjustment; file popularity trend analysis; job execution time reduction; load balancing; profit maximization; replica distribution; replica preadjustment strategy; storage space consumption avoidance; storage space utilization ratio; Algorithm design and analysis; Availability; Bandwidth; File systems; Heuristic algorithms; Market research; adaptively; data-intensive; popularity; replica;
Conference_Titel :
Computer and Information Technology (CIT), 2012 IEEE 12th International Conference on
Conference_Location :
Chengdu
Print_ISBN :
978-1-4673-4873-7
DOI :
10.1109/CIT.2012.63