DocumentCode :
3501756
Title :
Robust task scheduling in non-deterministic heterogeneous computing systems
Author :
Shi, Zhiao ; Jeannot, Emmanuel ; Dongarra, Jack J.
Author_Institution :
Dept. of Comput. Sci., Tennessee Univ., Knoxville, TN
fYear :
2006
fDate :
25-28 Sept. 2006
Firstpage :
1
Lastpage :
10
Abstract :
The paper addresses the problem of matching and scheduling of DAG-structured application to both minimize the makespan and maximize the robustness in a heterogeneous computing system. Due to the conflict of the two objectives, it is usually impossible to achieve both goals at the same time. We give two definitions of robustness of a schedule based on tardiness and miss rate. Slack is proved to be an effective metric to be used to adjust the robustness. We employ epsiv-constraint method to solve the bi-objective optimization problem where minimizing the makespan and maximizing the slack are the two objectives. Overall performance of a schedule considering both makespan and robustness is defined such that user have the flexibility to put emphasis on either objective. Experiment results are presented to validate the performance of the proposed algorithm
Keywords :
directed graphs; optimisation; scheduling; biobjective optimization problem; epsiv-constraint method; genetic algorithm; nondeterministic heterogeneous computing systems; robust task scheduling; Clustering algorithms; Computer science; Delay effects; Genetic algorithms; Heuristic algorithms; Lifting equipment; Mathematics; Processor scheduling; Robustness; Scheduling algorithm; DAG; genetic algorithm; heterogeneous system; robustness; task scheduling;
fLanguage :
English
Publisher :
ieee
Conference_Titel :
Cluster Computing, 2006 IEEE International Conference on
Conference_Location :
Barcelona
ISSN :
1552-5244
Print_ISBN :
1-4244-0327-8
Electronic_ISBN :
1552-5244
Type :
conf
DOI :
10.1109/CLUSTR.2006.311868
Filename :
4100374
Link To Document :
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