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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Main Authors: Madni, Syed Hamid Hussain, Abd. Latiff, Muhammad Shafie, Abdullah, Abdul Hanan
Format: Conference or Workshop Item
Language:English
Published: 2020
Subjects:
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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spelling 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
institution Universiti Teknologi Malaysia
building UTM Library
collection Institutional Repository
continent Asia
country Malaysia
content_provider Universiti Teknologi Malaysia
content_source UTM Institutional Repository
url_provider http://eprints.utm.my/
language English
topic QA75 Electronic computers. Computer science
spellingShingle 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
description 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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score 13.160551