Prioritizing the solution of cloud service selection using integrated MCDM methods under Fuzzy environment

被引:69
|
作者
Kumar, Rakesh Ranjan [1 ]
Mishra, Siba [1 ]
Kumar, Chiranjeev [1 ]
机构
[1] Indian Inst Technol ISM, Dept Comp Sci & Engn, Dhanbad 826004, Jharkhand, India
来源
JOURNAL OF SUPERCOMPUTING | 2017年 / 73卷 / 11期
关键词
Cloud computing; Cloud service selection; MCDM; QoS; AHP; Fuzzy TOPSIS; Fuzzy logic; MULTICRITERIA DECISION-MAKING; TOPSIS METHODS; AHP; RANKING; PERFORMANCE; ONTOLOGY; DESIGN; MODEL;
D O I
10.1007/s11227-017-2039-1
中图分类号
TP3 [计算技术、计算机技术];
学科分类号
0812 ;
摘要
Cloud service selection plays a crucial role in terms of on-demand service selection on a subscription basis. As a result of wide-range availability of cloud services with similar functionalities, it is very crucial to determine which service best addresses the user's desires and objectives. This paper aims to design a new cloud service selection model under the fuzzy environment by utilizing the analytical hierarchy process (AHP) and fuzzy technique for order preference by similarity to ideal solution (TOPSIS). The AHP method is enforced to configure the structure of cloud service selection problem and to impel the criteria weight using the pairwise comparisons, and the TOPSIS method utilizes the final ranking of the solution. In our proposed model, the non-functional quality of service requirements is taken into consideration for selecting appropriate service. Furthermore, the proposed model exploits a set of pre-defined linguistic variables, parameterized by triangular fuzzy numbers for evaluating each criteria weights. The experimental results obtained using the real-time cloud service domains prove the efficacy of our proposed model and demonstrate the effectiveness by inducing better performance, when compared against other available cloud service selection algorithms. Finally, the sensitivity analysis is persuaded to confirm the robustness of our proposed model.
引用
收藏
页码:4652 / 4682
页数:31
相关论文
共 50 条
  • [31] Intermodal Terminal Subsystem Technology Selection Using Integrated Fuzzy MCDM Model
    Krstic, Mladen
    Tadic, Snezana
    Elia, Valerio
    Massari, Stefania
    Farooq, Muhammad Umar
    SUSTAINABILITY, 2023, 15 (04)
  • [32] Supplier Selection in Uncertain Environment: A Fuzzy MCDM Approach
    Sarkar, Sobhan
    Lakha, Vishal
    Ansari, Irshad
    Maiti, Jhareswar
    PROCEEDINGS OF THE FIRST INTERNATIONAL CONFERENCE ON INTELLIGENT COMPUTING AND COMMUNICATION, 2017, 458 : 257 - 266
  • [33] A Fuzzy Based Trust Evaluation Model for Service Selection in Cloud Environment
    Priya, G.
    Jaisankar, N.
    INTERNATIONAL JOURNAL OF GRID AND HIGH PERFORMANCE COMPUTING, 2019, 11 (04) : 13 - 27
  • [34] A novel integrated large-scale group MCDM model under fuzzy environment for selection of reach stacker in a container terminal
    Veskovic, Slavko
    Stevic, Zeljko
    Nunic, Zdravko
    Milinkovic, Sanjin
    Mladenovic, Dusan
    APPLIED INTELLIGENCE, 2022, 52 (12) : 13543 - 13567
  • [35] A novel integrated large-scale group MCDM model under fuzzy environment for selection of reach stacker in a container terminal
    Slavko Vesković
    Željko Stević
    Zdravko Nunić
    Sanjin Milinković
    Dušan Mladenović
    Applied Intelligence, 2022, 52 : 13543 - 13567
  • [36] Integrated optimization of supplier selection and service scheduling in cloud manufacturing environment
    Lin, Sisi
    Laili, Yuanjun
    Luo, Yongliang
    2018 4TH INTERNATIONAL CONFERENCE ON UNIVERSAL VILLAGE (IEEE UV 2018): HUMANKIND IN HARMONY WITH NATURE THROUGH WISE USE OF TECHNOLOGY, 2018,
  • [37] Prioritizing educational technologies for children with intellectual disabilities under fuzzy MCDM perspective
    Castro, Bjanca Nicole
    Daquipil, Geneva Lyn
    Macainag, Rina Arian
    Tan, Maxine Alexandra
    Bongo, Miriam
    DISABILITY AND REHABILITATION-ASSISTIVE TECHNOLOGY, 2024,
  • [38] Towards an efficient and a more accurate web service selection using MCDM methods
    Serrai, Walid
    Abdelli, Abdelkrim
    Mokdad, Lynda
    Hammal, Youcef
    JOURNAL OF COMPUTATIONAL SCIENCE, 2017, 22 : 253 - 267
  • [39] A model for prioritizing outsourceable activities in universities through an integrated fuzzy-MCDM method
    Kiani, Mehrdad
    Bagheri, Moslem
    Ebrahimi, Abolghasem
    Alimohammadlou, Moslem
    INTERNATIONAL JOURNAL OF CONSTRUCTION MANAGEMENT, 2022, 22 (05) : 784 - 800
  • [40] An evaluation system for cloud service selection using fuzzy AHP
    Kumar, Rakesh Ranjan
    Kumar, Chiranjeev
    2016 11TH INTERNATIONAL CONFERENCE ON INDUSTRIAL AND INFORMATION SYSTEMS (ICIIS), 2016, : 821 - 826