Title :
A Scheduling Method for Divisible Workload Problem in Grid Environments
Author :
Loc, Nguyen The ; Elnaffar, Said ; Katayama, Takuya ; Bao, Ho Tu
Author_Institution :
Japan Advance Institute of Science and Technology, Japan
Abstract :
Scheduling divisible workloads in distributed systems has been one of the interesting research problems over the last few years. Most of the scheduling algorithms previously introduced are based on the master-worker model. However, the majority of these algorithms assume that workers are dedicated machines, which is a wrong assumption in distributed environments such as Grids. In this work, we propose a dynamic scheduling methodology that takes into account the three prominent aspects of Grids: heterogeneity, dynamicity, and uncertainty. Our contribution is threefold. First, we present an analytical model for processing local and Grid tasks at each non-dedicated worker. Second, we present a simple prediction method to forecast the available CPU capacity and bandwidth at each worker. Third, we introduce a dynamic, multi-round scheduling algorithm.
Keywords :
Grid computing; divisible tasks; dynamic scheduling algorithm; multi-round algorithm; performance prediction.; Central Processing Unit; Distributed computing; Dynamic scheduling; Grid computing; Heuristic algorithms; Power system modeling; Prediction methods; Predictive models; Processor scheduling; Scheduling algorithm; Grid computing; divisible tasks; dynamic scheduling algorithm; multi-round algorithm; performance prediction.;
Conference_Titel :
Parallel and Distributed Computing, Applications and Technologies, 2005. PDCAT 2005. Sixth International Conference on
Print_ISBN :
0-7695-2405-2
DOI :
10.1109/PDCAT.2005.46