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Two Stages Transfer Algorithm (TSTT) for independent tasks scheduling in heterogeneous computing systems


Citation

Al-Qadhi, Abdulrahman K. and Ariffin, Ahmad Alauddin and Latip, Rohaya and Abdul Hamid, Nor Asila Wati and Al-Zubaidi, Ammar S. (2018) Two Stages Transfer Algorithm (TSTT) for independent tasks scheduling in heterogeneous computing systems. Journal of Physics, 1018. art. no. 012021. pp. 1-12. ISSN 0976-7673; EISSN: 0976-7681

Abstract

Task scheduling is critical in heterogeneous systems especially with the huge number of tasks transmitted over grid causing system delay. Since heuristics are proposing methods for solving heterogeneous computing systems, several techniques were proposed for the scheduling on grid computing systems to get better execution time. In this paper, a proposed new heuristic algorithm named Two Stages Tasks Transfer (TSTT) algorithm to enhance Tenacious Penalty Based scheduling (TPB) algorithm. Heterogeneous Computing Scheduling Problem (HCSP) mathematical model has been used, where the independent tasks assigned to heterogeneous machines with different characteristics. Twelve datasets with different heterogeneity level examined using different heuristic algorithms to compare the performance with our proposed algorithm. The proposed algorithm showed its efficiency in term of makespan, resource utilization metrics for set of tasks.


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Additional Metadata

Item Type: Article
Divisions: Faculty of Computer Science and Information Technology
Institute for Mathematical Research
DOI Number: https://doi.org/10.1088/1742-6596/1018/1/012021
Publisher: Bioinfo Publications
Keywords: Two Stages Transfer Algorithm (TSTT); Heterogeneous Computing Systems
Depositing User: Ms. Nida Hidayati Ghazali
Date Deposited: 27 Mar 2020 06:30
Last Modified: 27 Mar 2020 06:30
Altmetrics: http://www.altmetric.com/details.php?domain=psasir.upm.edu.my&doi=:10.1088/1742-6596/1018/1/012021
URI: http://psasir.upm.edu.my/id/eprint/74352
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