Title :
An intelligent prefetching strategy for a data grid prototype system
Author :
Chen, Jianxi ; Feng, Dan
Author_Institution :
Coll. of Comput. Sci. & Technol.,, Huazhong Univ. of Sci. & Technol., Wuhan, China
Abstract :
An amount of data-intensive applications pay more attention to the performance of storage system. Prefetching is an efficient approach to improve the I/O performance. The present algorithms of prefetching have some limitations and cannot suit for some kinds of access patterns. Intelligent prefetching strategy can recognize the current access pattern by analyzing the access trace independently. Prefetching based on the pattern recognized is more effective than blindly prefetching. Using this algorithm in a VI-based data grid prototype system (VI-DGPS), the storage nodes is divided into groups by the relation of the data, only one node judges the pattern and all other nodes just receive the pattern info in a group. All nodes in a group prefetch synchronously based on the access pattern to reduce the request response time. Test result shows that the strategy has a good performance in our system.
Keywords :
data communication; grid computing; radio networks; storage management; data grid prototype system; intelligent prefetching strategy; Computer science; Computer science education; Data storage systems; Delay; Educational technology; Laboratories; Pattern recognition; Prefetching; Prototypes; System testing;
Conference_Titel :
Wireless Communications, Networking and Mobile Computing, 2005. Proceedings. 2005 International Conference on
Print_ISBN :
0-7803-9335-X
DOI :
10.1109/WCNM.2005.1544298