Proceedings of
International Conference on Recent Trends in Computing and Communication Engineering RTCCE 2013
"SUPPORT VECTOR MACHINE SCHEDULER FOR UNCERTAIN COMMUNICATION DEMAND IN COMPUTATIONAL GRID"
Abstract: “Grid has evolved as heterogeneous resource sharing environment. The resources are from different management domain. Finding a suitable resource for a given job is called scheduling. The highly dynamic and heterogeneous nature of grid makes scheduling a big challenge. To achieve maximum resource utilization and minimum makespan grid needs effective and efficient scheduling algorithm. Grid scheduling normally considers the availability of the grid resources and application demands. These demands are not known in advance for the highly dependent application and require more data transfer during execution. Without proper consideration of these demands at the time of scheduling leads to poor system performance and increase in makespan of the application. This unpredictable data transfer is called Uncertainty in communication. IPDT-FUZZY uses some parameters to find the uncertainty in given applications. When the degree of uncertainty is less, the IPDT-FUZZY scheduler behaviour is similar to”
Keywords: Uncertainty, Communication demand, IPDTFUZZY, SVM, QOI, IP-FULL-FUZZY,ILP-FUZZY, Makespan, DAG, GIS, RMS