Two Stages Transfer Algorithm (TSTT) for independent tasks scheduling in heterogeneous computing systems
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...
| Main Authors: | , , , , |
|---|---|
| Format: | Article |
| Language: | English |
| Published: |
Bioinfo Publications
2018
|
| Online Access: | http://psasir.upm.edu.my/id/eprint/74352/ http://psasir.upm.edu.my/id/eprint/74352/1/Two%20Stages%20Transfer%20Algorithm%20%28TSTT%29%20for%20independent%20tasks%20scheduling%20in%20heterogeneous%20computing%20systems.pdf |
| _version_ | 1848857483654725632 |
|---|---|
| author | Al-Qadhi, Abdulrahman K. Ariffin, Ahmad Alauddin Latip, Rohaya Abdul Hamid, Nor Asila Wati Al-Zubaidi, Ammar S. |
| author_facet | Al-Qadhi, Abdulrahman K. Ariffin, Ahmad Alauddin Latip, Rohaya Abdul Hamid, Nor Asila Wati Al-Zubaidi, Ammar S. |
| author_sort | Al-Qadhi, Abdulrahman K. |
| building | UPM Institutional Repository |
| collection | Online Access |
| description | 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. |
| first_indexed | 2025-11-15T11:58:16Z |
| format | Article |
| id | upm-74352 |
| institution | Universiti Putra Malaysia |
| institution_category | Local University |
| language | English |
| last_indexed | 2025-11-15T11:58:16Z |
| publishDate | 2018 |
| publisher | Bioinfo Publications |
| recordtype | eprints |
| repository_type | Digital Repository |
| spelling | upm-743522020-03-27T06:30:43Z http://psasir.upm.edu.my/id/eprint/74352/ Two Stages Transfer Algorithm (TSTT) for independent tasks scheduling in heterogeneous computing systems Al-Qadhi, Abdulrahman K. Ariffin, Ahmad Alauddin Latip, Rohaya Abdul Hamid, Nor Asila Wati Al-Zubaidi, Ammar S. 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. Bioinfo Publications 2018 Article PeerReviewed text en http://psasir.upm.edu.my/id/eprint/74352/1/Two%20Stages%20Transfer%20Algorithm%20%28TSTT%29%20for%20independent%20tasks%20scheduling%20in%20heterogeneous%20computing%20systems.pdf 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 10.1088/1742-6596/1018/1/012021 |
| spellingShingle | Al-Qadhi, Abdulrahman K. Ariffin, Ahmad Alauddin Latip, Rohaya Abdul Hamid, Nor Asila Wati Al-Zubaidi, Ammar S. Two Stages Transfer Algorithm (TSTT) for independent tasks scheduling in heterogeneous computing systems |
| title | Two Stages Transfer Algorithm (TSTT) for independent tasks scheduling in heterogeneous computing systems |
| title_full | Two Stages Transfer Algorithm (TSTT) for independent tasks scheduling in heterogeneous computing systems |
| title_fullStr | Two Stages Transfer Algorithm (TSTT) for independent tasks scheduling in heterogeneous computing systems |
| title_full_unstemmed | Two Stages Transfer Algorithm (TSTT) for independent tasks scheduling in heterogeneous computing systems |
| title_short | Two Stages Transfer Algorithm (TSTT) for independent tasks scheduling in heterogeneous computing systems |
| title_sort | two stages transfer algorithm (tstt) for independent tasks scheduling in heterogeneous computing systems |
| url | http://psasir.upm.edu.my/id/eprint/74352/ http://psasir.upm.edu.my/id/eprint/74352/ http://psasir.upm.edu.my/id/eprint/74352/1/Two%20Stages%20Transfer%20Algorithm%20%28TSTT%29%20for%20independent%20tasks%20scheduling%20in%20heterogeneous%20computing%20systems.pdf |