Volume 7 Number 6 (Jun. 2012)
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JSW 2012 Vol.7(6): 1367-1374 ISSN: 1796-217X
doi: 10.4304/jsw.7.6.1367-1374

Implementation of multi-objective evolutionary algorithm for task scheduling in heterogeneous distributed systems

Yuanlong Chen, Dong Li, Peijun Ma
Harbin Institute of technology ,Heilong jiang, China

Abstract—This paper presents an effective method for task scheduling in heterogeneous distributed systems. Its objective is to minimize the last task’s finish time and to maximize the system reliability probability. The optimum is carried out through a non-domination sort genetic algorithm. The experimental results based on both randomly generated graphs and the graphs of some real applications showed that, when compared to two well known previous methods, such as heterogeneous earliest finish time (HEFT) algorithm and Critical Path Genetic Algorithm, this algorithm surpasses previous approaches in terms of both last task’s finish time and the system reliability probability.

Index Terms—DAG scheduling, ask graphs, heterogeneous system, non-domination sort genetic algorithm

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Cite: Yuanlong Chen, Dong Li, Peijun Ma, "Implementation of multi-objective evolutionary algorithm for task scheduling in heterogeneous distributed systems," Journal of Software vol. 7, no. 6, pp. 1367-1374, 2012.

General Information

ISSN: 1796-217X (Online)
Frequency:  Bimonthly (Since 2020)
Editor-in-Chief: Prof. Antanas Verikas
Executive Editor: Ms. Yoyo Y. Zhou
Abstracting/ Indexing: DBLP, EBSCO, Google Scholar, ProQuest, INSPEC(IET), ULRICH's Periodicals Directory, WorldCat, etc
E-mail: jsw@iap.org
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