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
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