Title :
Efficient cache placement scheme for clustered time-shifted TV servers
Author :
Zhuo, Juchao ; Li, Jun ; Wu, Gang ; Xu, Su
Author_Institution :
Univ. of Sci. & Technol. of China, Huainan
fDate :
11/1/2008 12:00:00 AM
Abstract :
A cost-effective approach for enhancing availability of clustered system is to cache popular data across the memories of servers so as to alleviate disk I/O bandwidth bottleneck. The cache placement problem is complicated for the fact that video popularity changes over time. Moreover, as a new multimedia streaming service, time-shifted TV introduces new challenges to the problem. In this article, we investigate the crucial problem of the clustered time-shifted TV system. We formulate it as a multi-objective optimization problem based on the time-based popularity model. We propose a classification replication algorithm and a novel cache placement algorithm, named as cost-aware least load proportion first (CALLF). The algorithms focus on the time-varying nature of time-shifted TV, and explore previous stored information to reduce the cost of redeploying. We also present a dual-threshold reconfigure scheme to further balance the load of servers dynamically. Simulation reveals that the proposed algorithms are efficient on improving the performance of time-shifted TV system in terms of total outgoing bandwidth requirement.
Keywords :
multimedia servers; optimisation; resource allocation; statistical analysis; television; time-varying systems; video servers; video streaming; CALLF algorithm; cache placement scheme; classification replication algorithm; clustered time-shifted TV servers; cost-aware least load proportion first algorithm; dual-threshold reconfigure scheme; load balancing; multimedia streaming service; multiobjective optimization problem; time-based popularity model; time-varying system; Acceleration; Bandwidth; Classification algorithms; Clustering algorithms; Costs; Network servers; Streaming media; TV broadcasting; Video sharing; Watches; Cache Placement Problem; Cluster; Cost-aware Least Load First (CALLF); Time-shifted TV (TSTV);
Journal_Title :
Consumer Electronics, IEEE Transactions on
Conference_Location :
11/1/2008 12:00:00 AM
DOI :
10.1109/TCE.2008.4711257