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IBL for Replica Selection in Data-Intensive Grid Applications

PublisherThe University of Chicago
Format206.0KB PDF, requires Acrobat Rdr 5Date added07 Apr 2004
Topics High Performance Computing
Downloads37

In many scientific applications, Grid technologies and infrastructures facilitate distributed resource sharing and coordination in dynamic, heterogeneous multi-institutional environments. Replication of data can help enable high-throughput file transfer and scalable resource storage in scientific Grid applications that involve large data transfers. The selection of a replica can, however, significantly influence the efficiency of a replication scheme. Many current approaches assume that a significant amount of data is available, such as network status information, log files of historical GridFTP file transfers, and CPU status and predictions. This paper proposes a lightweight instance-based learning (IBL) algorithm to allow efficient replica selection with much less required data.

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