An estimation-based dynamic load balancing algorithm for efficient load distribution and balancing in heterogeneous Grid computing environment
To realise the true potential of Grid computing, resource management is playing a crucial role. Nevertheless, due to the nature of dynamism and heterogeneity in Grid computing, Grid resource management with the capability of effective and efficient load distribution and balancing remains a challenge...
| Main Authors: | , , , , , |
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| Format: | Article |
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Springer Nature
2022
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| _version_ | 1825938333521412096 |
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| author | Eng, Kailun Muhammed, Abdullah Abdullah, Azizol Hussin, Masnida Hasan, Sazlinah Mohamed, Mohamad Afendee |
| author_facet | Eng, Kailun Muhammed, Abdullah Abdullah, Azizol Hussin, Masnida Hasan, Sazlinah Mohamed, Mohamad Afendee |
| author_sort | Eng, Kailun |
| collection | UPM |
| description | To realise the true potential of Grid computing, resource management is playing a crucial role. Nevertheless, due to the nature of dynamism and heterogeneity in Grid computing, Grid resource management with the capability of effective and efficient load distribution and balancing remains a challenge. In this study, a dynamic load balancing algorithm is proposed for efficient load distribution and balancing in heterogeneous Grid computing environment. Extensive simulation experiments are carried out to evaluate the effectiveness of the proposed algorithm using the most popular simulator namely GridSim. The comparative results of simulation experiments show that the proposed load balancing approach gives superior performance and outperforms contemporary load balancing approaches in the literature. The findings reveal that the proposed load balancing approach is able to effectively utilise the resources while ensuring a relatively low degree of imbalance of load when dealing with different levels of heterogeneity in a Grid computing environment. |
| first_indexed | 2024-04-09T03:50:00Z |
| format | Article |
| id | upm.eprints-100238 |
| institution | Universiti Putra Malaysia |
| last_indexed | 2024-04-09T03:50:00Z |
| publishDate | 2022 |
| publisher | Springer Nature |
| record_format | dspace |
| spelling | upm.eprints-1002382024-03-18T04:55:00Z http://psasir.upm.edu.my/id/eprint/100238/ An estimation-based dynamic load balancing algorithm for efficient load distribution and balancing in heterogeneous Grid computing environment Eng, Kailun Muhammed, Abdullah Abdullah, Azizol Hussin, Masnida Hasan, Sazlinah Mohamed, Mohamad Afendee To realise the true potential of Grid computing, resource management is playing a crucial role. Nevertheless, due to the nature of dynamism and heterogeneity in Grid computing, Grid resource management with the capability of effective and efficient load distribution and balancing remains a challenge. In this study, a dynamic load balancing algorithm is proposed for efficient load distribution and balancing in heterogeneous Grid computing environment. Extensive simulation experiments are carried out to evaluate the effectiveness of the proposed algorithm using the most popular simulator namely GridSim. The comparative results of simulation experiments show that the proposed load balancing approach gives superior performance and outperforms contemporary load balancing approaches in the literature. The findings reveal that the proposed load balancing approach is able to effectively utilise the resources while ensuring a relatively low degree of imbalance of load when dealing with different levels of heterogeneity in a Grid computing environment. Springer Nature 2022-01-28 Article PeerReviewed Eng, Kailun and Muhammed, Abdullah and Abdullah, Azizol and Hussin, Masnida and Hasan, Sazlinah and Mohamed, Mohamad Afendee (2022) An estimation-based dynamic load balancing algorithm for efficient load distribution and balancing in heterogeneous Grid computing environment. Journal of Grid Computing, 21 (7). pp. 1-20. ISSN 1570-7873; ESSN: 1572-9184 https://link.springer.com/article/10.1007/s10723-022-09628-9 10.1007/s10723-022-09628-9 |
| spellingShingle | Eng, Kailun Muhammed, Abdullah Abdullah, Azizol Hussin, Masnida Hasan, Sazlinah Mohamed, Mohamad Afendee An estimation-based dynamic load balancing algorithm for efficient load distribution and balancing in heterogeneous Grid computing environment |
| title | An estimation-based dynamic load balancing algorithm for efficient load distribution and balancing in heterogeneous Grid computing environment |
| title_full | An estimation-based dynamic load balancing algorithm for efficient load distribution and balancing in heterogeneous Grid computing environment |
| title_fullStr | An estimation-based dynamic load balancing algorithm for efficient load distribution and balancing in heterogeneous Grid computing environment |
| title_full_unstemmed | An estimation-based dynamic load balancing algorithm for efficient load distribution and balancing in heterogeneous Grid computing environment |
| title_short | An estimation-based dynamic load balancing algorithm for efficient load distribution and balancing in heterogeneous Grid computing environment |
| title_sort | estimation based dynamic load balancing algorithm for efficient load distribution and balancing in heterogeneous grid computing environment |
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