TY - GEN
T1 - A scheduling method for divisible workload problem in grid environments
AU - Loc, Nguyen The
AU - Elnaffar, Said
AU - Katayama, Takuya
AU - Bao, Ho Tu
PY - 2005
Y1 - 2005
N2 - 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.
AB - 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.
KW - Divisible tasks
KW - Dynamic scheduling algorithm
KW - Grid computing
KW - Multi-round algorithm
KW - Performance prediction
UR - http://www.scopus.com/inward/record.url?scp=33745175504&partnerID=8YFLogxK
UR - http://www.scopus.com/inward/citedby.url?scp=33745175504&partnerID=8YFLogxK
U2 - 10.1109/PDCAT.2005.46
DO - 10.1109/PDCAT.2005.46
M3 - Conference contribution
AN - SCOPUS:33745175504
SN - 0769524052
SN - 9780769524054
T3 - Parallel and Distributed Computing, Applications and Technologies, PDCAT Proceedings
SP - 513
EP - 517
BT - Proceedings - Sixth International Conference on Parallel and Distributed Computing, Applications and Technologies, PDCAT 2005
T2 - 6th International Conference on Parallel and Distributed Computing, Applications and Technologies, PDCAT 2005
Y2 - 5 December 2005 through 8 December 2005
ER -