Trusted Cloud Service Selection Algorithm Based on Lightweight Intuitionistic Fuzzy Numbers

Trusted cloud service selection algorithms aim to select the cloud service with the highest satisfaction from many cloud services with the same or similar functions. However, many existing selection algorithms adopt the inaccurate QoS measurement method and subjective weights of QoS attributes, whic...

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Published in:IEEE Access
Main Authors: Yuli Yang, Nanyue Yu, Yongle Chen
Format: Article
Language:English
Published: IEEE 2020-01-01
Subjects:
Online Access:https://ieeexplore.ieee.org/document/9097901/
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author Yuli Yang
Nanyue Yu
Yongle Chen
author_facet Yuli Yang
Nanyue Yu
Yongle Chen
author_sort Yuli Yang
collection DOAJ
container_title IEEE Access
description Trusted cloud service selection algorithms aim to select the cloud service with the highest satisfaction from many cloud services with the same or similar functions. However, many existing selection algorithms adopt the inaccurate QoS measurement method and subjective weights of QoS attributes, which make it difficult for cloud users to select the trusted cloud service. Therefore, this paper proposes a trusted cloud service selection algorithm based on lightweight intuitionistic fuzzy numbers. Firstly, based on the consideration of precise and imprecise QoS metrics, three kinds of QoS attributes are transformed into lightweight intuitionistic fuzzy numbers in a uniform way, and corresponding weight coefficients are expressed with the calculated standard deviation. Then, the trusted cloud service selection algorithm based on improved TOPSIS is proposed to guide cloud users to choose the cloud service with the highest satisfaction. The accuracy of the proposed algorithm was validated by two cases and the efficiencies of the proposed algorithm and the traditional cloud service ranking algorithm based on triangular fuzzy numbers were compared.
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spelling doaj-art-e024b1af65044d2ebce7ed3dc68faac92025-08-19T21:07:34ZengIEEEIEEE Access2169-35362020-01-018977489775610.1109/ACCESS.2020.29961979097901Trusted Cloud Service Selection Algorithm Based on Lightweight Intuitionistic Fuzzy NumbersYuli Yang0https://orcid.org/0000-0003-1833-2129Nanyue Yu1Yongle Chen2https://orcid.org/0000-0002-1000-1109College of Information and Computer, Taiyuan University of Technology, Taiyuan, ChinaCollege of Information and Computer, Taiyuan University of Technology, Taiyuan, ChinaCollege of Information and Computer, Taiyuan University of Technology, Taiyuan, ChinaTrusted cloud service selection algorithms aim to select the cloud service with the highest satisfaction from many cloud services with the same or similar functions. However, many existing selection algorithms adopt the inaccurate QoS measurement method and subjective weights of QoS attributes, which make it difficult for cloud users to select the trusted cloud service. Therefore, this paper proposes a trusted cloud service selection algorithm based on lightweight intuitionistic fuzzy numbers. Firstly, based on the consideration of precise and imprecise QoS metrics, three kinds of QoS attributes are transformed into lightweight intuitionistic fuzzy numbers in a uniform way, and corresponding weight coefficients are expressed with the calculated standard deviation. Then, the trusted cloud service selection algorithm based on improved TOPSIS is proposed to guide cloud users to choose the cloud service with the highest satisfaction. The accuracy of the proposed algorithm was validated by two cases and the efficiencies of the proposed algorithm and the traditional cloud service ranking algorithm based on triangular fuzzy numbers were compared.https://ieeexplore.ieee.org/document/9097901/Cloud service selectionSMIintuitionistic fuzzy numberTOPSIS
spellingShingle Yuli Yang
Nanyue Yu
Yongle Chen
Trusted Cloud Service Selection Algorithm Based on Lightweight Intuitionistic Fuzzy Numbers
Cloud service selection
SMI
intuitionistic fuzzy number
TOPSIS
title Trusted Cloud Service Selection Algorithm Based on Lightweight Intuitionistic Fuzzy Numbers
title_full Trusted Cloud Service Selection Algorithm Based on Lightweight Intuitionistic Fuzzy Numbers
title_fullStr Trusted Cloud Service Selection Algorithm Based on Lightweight Intuitionistic Fuzzy Numbers
title_full_unstemmed Trusted Cloud Service Selection Algorithm Based on Lightweight Intuitionistic Fuzzy Numbers
title_short Trusted Cloud Service Selection Algorithm Based on Lightweight Intuitionistic Fuzzy Numbers
title_sort trusted cloud service selection algorithm based on lightweight intuitionistic fuzzy numbers
topic Cloud service selection
SMI
intuitionistic fuzzy number
TOPSIS
url https://ieeexplore.ieee.org/document/9097901/
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