A multi‐objective method for virtual machines allocation in cloud data centres using an improved grey wolf optimization algorithm
Cloud computing is a rapidly evolving computational technology. It is a distributed computational system that offers dynamically scaled computational resources, such as processing power, storage, and applications, delivered as a service through the Internet. Virtual machines (VMs) allocation is know...
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| Vydané v: | IET communications Ročník 15; číslo 18; s. 2342 - 2353 |
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| Médium: | Journal Article |
| Jazyk: | English |
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Stevenage
John Wiley & Sons, Inc
01.11.2021
Wiley |
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| ISSN: | 1751-8628, 1751-8636 |
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| Abstract | Cloud computing is a rapidly evolving computational technology. It is a distributed computational system that offers dynamically scaled computational resources, such as processing power, storage, and applications, delivered as a service through the Internet. Virtual machines (VMs) allocation is known as one of the most significant problems in cloud computing. It aims to find a suitable location for VMs on physical machines (PMs) to attain predefined aims. So, the main purpose is to reduce energy consumption and improve resource utilization. Because the VM allocation issue is NP‐hard, meta‐heuristic and heuristic methods are frequently utilized to address it. This paper presents an energy‐aware VM allocation method using the improved grey wolf optimization (IGWO) algorithm. Our key goals are to decrease both energy consumption and allocation time. The simulation outcomes from the MATLAB simulator approve the excellence of the algorithm compared to previous works. |
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| AbstractList | Cloud computing is a rapidly evolving computational technology. It is a distributed computational system that offers dynamically scaled computational resources, such as processing power, storage, and applications, delivered as a service through the Internet. Virtual machines (VMs) allocation is known as one of the most significant problems in cloud computing. It aims to find a suitable location for VMs on physical machines (PMs) to attain predefined aims. So, the main purpose is to reduce energy consumption and improve resource utilization. Because the VM allocation issue is NP‐hard, meta‐heuristic and heuristic methods are frequently utilized to address it. This paper presents an energy‐aware VM allocation method using the improved grey wolf optimization (IGWO) algorithm. Our key goals are to decrease both energy consumption and allocation time. The simulation outcomes from the MATLAB simulator approve the excellence of the algorithm compared to previous works. Abstract Cloud computing is a rapidly evolving computational technology. It is a distributed computational system that offers dynamically scaled computational resources, such as processing power, storage, and applications, delivered as a service through the Internet. Virtual machines (VMs) allocation is known as one of the most significant problems in cloud computing. It aims to find a suitable location for VMs on physical machines (PMs) to attain predefined aims. So, the main purpose is to reduce energy consumption and improve resource utilization. Because the VM allocation issue is NP‐hard, meta‐heuristic and heuristic methods are frequently utilized to address it. This paper presents an energy‐aware VM allocation method using the improved grey wolf optimization (IGWO) algorithm. Our key goals are to decrease both energy consumption and allocation time. The simulation outcomes from the MATLAB simulator approve the excellence of the algorithm compared to previous works. |
| Author | Abnoosian, Karlo Hashemi, Masoud Arandian, Behdad Javaheri, Danial Sabbagh, Parisa |
| Author_xml | – sequence: 1 givenname: Masoud surname: Hashemi fullname: Hashemi, Masoud email: Masoudhashemi60@yahoo.com organization: Zabol University – sequence: 2 givenname: Danial orcidid: 0000-0002-7275-2370 surname: Javaheri fullname: Javaheri, Danial organization: Islamic Azad University – sequence: 3 givenname: Parisa orcidid: 0000-0001-5342-6994 surname: Sabbagh fullname: Sabbagh, Parisa organization: University of Salerno – sequence: 4 givenname: Behdad orcidid: 0000-0002-4984-7224 surname: Arandian fullname: Arandian, Behdad organization: Islamic Azad University – sequence: 5 givenname: Karlo orcidid: 0000-0002-6080-9202 surname: Abnoosian fullname: Abnoosian, Karlo email: karlo.abnoosian@srbiau.ac.ir organization: Islamic Azad University |
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| Copyright | 2021 The Authors. published by John Wiley & Sons Ltd on behalf of The Institution of Engineering and Technology 2021. This work is published under http://creativecommons.org/licenses/by-nc-nd/4.0/ (the "License"). Notwithstanding the ProQuest Terms and Conditions, you may use this content in accordance with the terms of the License. |
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| SubjectTerms | Algorithms Animal populations Cloud computing Computer engineering Energy consumption Energy efficiency Entropy Genetic algorithms Heuristic Heuristic methods improved grey wolf optimization algorithm Internet software Optimisation techniques Optimization Optimization algorithms Resource utilization Software Traveling salesman problem Virtual environments virtual machines allocation Workloads |
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| Title | A multi‐objective method for virtual machines allocation in cloud data centres using an improved grey wolf optimization algorithm |
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