Toward SLAs Guaranteed Scalable VDC Provisioning in Cloud Data Centers
Cloud computing has been a cost-efficient paradigm for deploying various applications in datacenters in recent years. Therefore, efficient provisioning for virtual data center (VDC) requests from different service providers (SPs) over physical data centers plays a vital role in improving the quality...
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Format: | Article |
Language: | English |
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IEEE
2019-01-01
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Series: | IEEE Access |
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Online Access: | https://ieeexplore.ieee.org/document/8736766/ |
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author | Gang Sun Zhu Xu Hongfang Yu Victor Chang Xiaojiang Du Mohsen Guizani |
author_facet | Gang Sun Zhu Xu Hongfang Yu Victor Chang Xiaojiang Du Mohsen Guizani |
author_sort | Gang Sun |
collection | DOAJ |
description | Cloud computing has been a cost-efficient paradigm for deploying various applications in datacenters in recent years. Therefore, efficient provisioning for virtual data center (VDC) requests from different service providers (SPs) over physical data centers plays a vital role in improving the quality of service (QoS) and reducing the operational cost of SPs. Therefore, a significant attention has been paid for the VDC provisioning problem. However, few approaches have been proposed for the problem of reliable VDC embedding across multiple data centers, as most of them only consider the problem of VDC mapping within a single data center. In this paper, we study the problem of QoS-aware VDC provisioning across multiple data centers, such that the total bandwidth consumption in the inter-data center backbone network is minimized while satisfying the reliability requirement of each VDC request. We formulate this problem as a mathematical optimization problem by using integer linear programming (ILP) and propose an efficient heuristic algorithm called reliable VDC embedding (RVDCE) algorithm to solve this NP-hard problem. The simulation results show that the proposed algorithm performs better in terms of blocking ratio, CPU resource consumption, and bandwidth consumption of backbone network than the existing solution. In addition, this paper has also incorporated integrated security to minimize security vulnerabilities seen in other similar approaches. Apart from demonstrating how to resolve security challenges in our VDC proposal, cost calculations have been implemented to demonstrate the robustness, resiliency, validity, and effectiveness of the VDC provisioning solution for cloud computing. |
first_indexed | 2024-12-23T23:35:27Z |
format | Article |
id | doaj.art-61661785d34845c1bac9ee1c02c3be33 |
institution | Directory Open Access Journal |
issn | 2169-3536 |
language | English |
last_indexed | 2024-12-23T23:35:27Z |
publishDate | 2019-01-01 |
publisher | IEEE |
record_format | Article |
series | IEEE Access |
spelling | doaj.art-61661785d34845c1bac9ee1c02c3be332022-12-21T17:25:52ZengIEEEIEEE Access2169-35362019-01-017802198023210.1109/ACCESS.2019.29230968736766Toward SLAs Guaranteed Scalable VDC Provisioning in Cloud Data CentersGang Sun0https://orcid.org/0000-0002-2448-8915Zhu Xu1Hongfang Yu2Victor Chang3Xiaojiang Du4Mohsen Guizani5https://orcid.org/0000-0002-8972-8094Key Laboratory of Optical Fiber Sensing and Communications (Ministry of Education), University of Electronic Science and Technology of China, Chengdu, ChinaKey Laboratory of Optical Fiber Sensing and Communications (Ministry of Education), University of Electronic Science and Technology of China, Chengdu, ChinaKey Laboratory of Optical Fiber Sensing and Communications (Ministry of Education), University of Electronic Science and Technology of China, Chengdu, ChinaInternational Business School Suzhou, Xi’an Jiaotong-Liverpool University, Suzhou, ChinaDepartment of Computer and Information Sciences, Temple University, Philadelphia, PA, USADepartment of Computer Science and Engineering, Qatar University, Doha, QatarCloud computing has been a cost-efficient paradigm for deploying various applications in datacenters in recent years. Therefore, efficient provisioning for virtual data center (VDC) requests from different service providers (SPs) over physical data centers plays a vital role in improving the quality of service (QoS) and reducing the operational cost of SPs. Therefore, a significant attention has been paid for the VDC provisioning problem. However, few approaches have been proposed for the problem of reliable VDC embedding across multiple data centers, as most of them only consider the problem of VDC mapping within a single data center. In this paper, we study the problem of QoS-aware VDC provisioning across multiple data centers, such that the total bandwidth consumption in the inter-data center backbone network is minimized while satisfying the reliability requirement of each VDC request. We formulate this problem as a mathematical optimization problem by using integer linear programming (ILP) and propose an efficient heuristic algorithm called reliable VDC embedding (RVDCE) algorithm to solve this NP-hard problem. The simulation results show that the proposed algorithm performs better in terms of blocking ratio, CPU resource consumption, and bandwidth consumption of backbone network than the existing solution. In addition, this paper has also incorporated integrated security to minimize security vulnerabilities seen in other similar approaches. Apart from demonstrating how to resolve security challenges in our VDC proposal, cost calculations have been implemented to demonstrate the robustness, resiliency, validity, and effectiveness of the VDC provisioning solution for cloud computing.https://ieeexplore.ieee.org/document/8736766/Provisioningreliabilityvirtual data centerservice level agreementscloud computing |
spellingShingle | Gang Sun Zhu Xu Hongfang Yu Victor Chang Xiaojiang Du Mohsen Guizani Toward SLAs Guaranteed Scalable VDC Provisioning in Cloud Data Centers IEEE Access Provisioning reliability virtual data center service level agreements cloud computing |
title | Toward SLAs Guaranteed Scalable VDC Provisioning in Cloud Data Centers |
title_full | Toward SLAs Guaranteed Scalable VDC Provisioning in Cloud Data Centers |
title_fullStr | Toward SLAs Guaranteed Scalable VDC Provisioning in Cloud Data Centers |
title_full_unstemmed | Toward SLAs Guaranteed Scalable VDC Provisioning in Cloud Data Centers |
title_short | Toward SLAs Guaranteed Scalable VDC Provisioning in Cloud Data Centers |
title_sort | toward slas guaranteed scalable vdc provisioning in cloud data centers |
topic | Provisioning reliability virtual data center service level agreements cloud computing |
url | https://ieeexplore.ieee.org/document/8736766/ |
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