Reliability aware Resource Scheduling based on Fuzzy Cuckoo Search (FCS) technique for IaaS Cloud
Resource scheduling assigns the precise and accurate tasks to CPU, network, and storage. The aim behind this is the optimum usage of resources. However, well-organized scheduling is needed for both cloud providers and cloud users. Several resource scheduling algorithms have been discussed in the lit...
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Online Access: | http://eprints.utm.my/id/eprint/92708/1/MuhammadShafieAbdLatiff2020_ReliabilityAwareResourceSchedulingbasedonFuzzyCuckoo.pdf http://eprints.utm.my/id/eprint/92708/ http://dx.doi.org/10.1088/1757-899X/884/1/012053 |
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my.utm.927082021-10-28T10:13:41Z http://eprints.utm.my/id/eprint/92708/ Reliability aware Resource Scheduling based on Fuzzy Cuckoo Search (FCS) technique for IaaS Cloud Madni, Syed Hamid Hussain Abd. Latiff, Muhammad Shafie Abdullah, Abdul Hanan QA75 Electronic computers. Computer science Resource scheduling assigns the precise and accurate tasks to CPU, network, and storage. The aim behind this is the optimum usage of resources. However, well-organized scheduling is needed for both cloud providers and cloud users. Several resource scheduling algorithms have been discussed in the literature, but there are little emphases to reliability aware resource scheduling. In this research article, an innovative technique is proposed that is known as the Fuzzy Cuckoo Search (FCS) technique based on the fuzzy theory and cuckoo search algorithm to solve real-time optimization problematic issues. The FCS technique is used to address the reliability aware resource scheduling problems in IaaS Cloud. An experiment has been carried out on the CloudSim simulator and results of FCS techniques are compared with the Genetic Algorithm (GA), Honey Bee (HB) and Particle Swarm Optimization (PSO) scheduling algorithms. Finally, computational results demonstrate that the FCS technique is produced 39.21% better optimal solutions than the best solutions obtained by the comparison algorithms in terms of failure rate. It specifies that the FCS technique is more appropriate for reliability aware resource scheduling for IaaS Cloud. 2020 Conference or Workshop Item PeerReviewed application/pdf en http://eprints.utm.my/id/eprint/92708/1/MuhammadShafieAbdLatiff2020_ReliabilityAwareResourceSchedulingbasedonFuzzyCuckoo.pdf Madni, Syed Hamid Hussain and Abd. Latiff, Muhammad Shafie and Abdullah, Abdul Hanan (2020) Reliability aware Resource Scheduling based on Fuzzy Cuckoo Search (FCS) technique for IaaS Cloud. In: 2019 Sustainable and Integrated Engineering International Conference, SIE 2019, 8 - 9 December 2019, Putrajaya, Malaysia. http://dx.doi.org/10.1088/1757-899X/884/1/012053 |
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QA75 Electronic computers. Computer science Madni, Syed Hamid Hussain Abd. Latiff, Muhammad Shafie Abdullah, Abdul Hanan Reliability aware Resource Scheduling based on Fuzzy Cuckoo Search (FCS) technique for IaaS Cloud |
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Resource scheduling assigns the precise and accurate tasks to CPU, network, and storage. The aim behind this is the optimum usage of resources. However, well-organized scheduling is needed for both cloud providers and cloud users. Several resource scheduling algorithms have been discussed in the literature, but there are little emphases to reliability aware resource scheduling. In this research article, an innovative technique is proposed that is known as the Fuzzy Cuckoo Search (FCS) technique based on the fuzzy theory and cuckoo search algorithm to solve real-time optimization problematic issues. The FCS technique is used to address the reliability aware resource scheduling problems in IaaS Cloud. An experiment has been carried out on the CloudSim simulator and results of FCS techniques are compared with the Genetic Algorithm (GA), Honey Bee (HB) and Particle Swarm Optimization (PSO) scheduling algorithms. Finally, computational results demonstrate that the FCS technique is produced 39.21% better optimal solutions than the best solutions obtained by the comparison algorithms in terms of failure rate. It specifies that the FCS technique is more appropriate for reliability aware resource scheduling for IaaS Cloud. |
format |
Conference or Workshop Item |
author |
Madni, Syed Hamid Hussain Abd. Latiff, Muhammad Shafie Abdullah, Abdul Hanan |
author_facet |
Madni, Syed Hamid Hussain Abd. Latiff, Muhammad Shafie Abdullah, Abdul Hanan |
author_sort |
Madni, Syed Hamid Hussain |
title |
Reliability aware Resource Scheduling based on Fuzzy Cuckoo Search (FCS) technique for IaaS Cloud |
title_short |
Reliability aware Resource Scheduling based on Fuzzy Cuckoo Search (FCS) technique for IaaS Cloud |
title_full |
Reliability aware Resource Scheduling based on Fuzzy Cuckoo Search (FCS) technique for IaaS Cloud |
title_fullStr |
Reliability aware Resource Scheduling based on Fuzzy Cuckoo Search (FCS) technique for IaaS Cloud |
title_full_unstemmed |
Reliability aware Resource Scheduling based on Fuzzy Cuckoo Search (FCS) technique for IaaS Cloud |
title_sort |
reliability aware resource scheduling based on fuzzy cuckoo search (fcs) technique for iaas cloud |
publishDate |
2020 |
url |
http://eprints.utm.my/id/eprint/92708/1/MuhammadShafieAbdLatiff2020_ReliabilityAwareResourceSchedulingbasedonFuzzyCuckoo.pdf http://eprints.utm.my/id/eprint/92708/ http://dx.doi.org/10.1088/1757-899X/884/1/012053 |
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13.160551 |