Title :
A Segmented Approach for DAG Scheduling in Heterogeneous Environment
Author :
Ahmad, Saima Gulzar ; Munir, Ehsan Ullah ; Nisar, Wasif
Author_Institution :
COMSATS Inst. of Inf. Technol., Wah Cantt, Pakistan
Abstract :
Task scheduling optimization is crucial in order to achieve maximum advantage out of available resources having diverse characteristics. In heterogeneous environment scheduling set of dependent tasks involve two dimensional considerations. Tasks are supposed to be assigned to best suited machines while avoiding the extra overhead of communication cost which should ultimately enhance the performance mostly in terms of minimizing the completion time of a job. Extensive research work has been done addressing the same problem domain and number of well-known heuristics has been proposed. In this paper a new heuristic is proposed which assign priorities to the set of dependent tasks based on three different parameters which are average computation cost, average communication cost and mean of both. A segmented approach is introduced which schedules tasks based on nature set of tasks in terms of computation cost and there precedence constraints. The experimental results show the better performance of proposed heuristic.
Keywords :
directed graphs; processor scheduling; average communication cost; average computation cost; directed acyclic graph; heterogeneous environment scheduling set; segmented DAG scheduling approach; task scheduling optimization; Military computing; Optimal scheduling; Positron emission tomography; Schedules; Scheduling algorithm; directed acyclic graph; heterogeneous computing; makespan; task scheduling;
Conference_Titel :
Parallel and Distributed Computing, Applications and Technologies (PDCAT), 2011 12th International Conference on
Conference_Location :
Gwangju
Print_ISBN :
978-1-4577-1807-6
DOI :
10.1109/PDCAT.2011.10