Title :
An Efficient Data Management Scheme Based on Spatial and Temporal Characteristics in Virtual Environments
Author :
Chen, Hsing-Jen ; Liu, Damon Shing-Min
Author_Institution :
Dept. of Comput. Sci. & Inf. Eng., National Chung Cheng Univ., Chiayi
fDate :
March 1 2007-April 5 2007
Abstract :
In a distributed interactive walkthrough system, there are two major bottlenecks which cause performance degradation. One is the server-side workload in the client-server architecture; the other is the network transmission delay. In this paper, we present a knowledge-based data management scheme which takes consideration of both internal (memory) and external (disk) data storage management to ease server-side workload and reduce network transmissions. Our system first analyzes users´ logs to discover the spatial and temporal semantic patterns in the virtual environment. Using these patterns, we can determine the proper data layout on disk, and better improve our caching mechanism. Experimental results show good prediction rates and achieve improvements in overall system performance
Keywords :
client-server systems; knowledge based systems; storage management; temporal databases; virtual reality; visual databases; caching mechanism; client-server architecture; data storage management; distributed interactive walkthrough system; knowledge-based data management; network transmission delay; virtual environments; Application software; Computational intelligence; Computer science; Data mining; Environmental management; Knowledge management; Layout; Network servers; Prefetching; Virtual environment;
Conference_Titel :
Computational Intelligence and Data Mining, 2007. CIDM 2007. IEEE Symposium on
Conference_Location :
Honolulu, HI
Print_ISBN :
1-4244-0705-2
DOI :
10.1109/CIDM.2007.368883