Abstract
With the outspread expansion of cloud computing, identifying an appropriate cloud service provider (CSP) needs careful scrutinization and a rational ranking method. Multi-criteria decision-making (MCDM) approaches are considered a hassle-free process that allows selecting the appropriate cloud computing solution based on essential QoS attributes suitable for the enterprise. However, the existing MCDM models are evaluated based on domain-specific qualitative and quantitative QoS values, which have been suffered from uncertainty and hesitancy. For this, linguistic judgments are considered the preferred format for the evaluation process by the decision makers while dealing with vagueness, uncertainty, subjectivity, and randomness. It has been found from the literature that the upheavals of trust due to divergent concerns create restrictions for choosing CSP based on user preferences and functional requirements. Besides, several security challenges have already engulfed the entire world nowadays. Thus, the selection of CSP by keeping the trust factor high and minimizing the security issues is highly in need. In this paper, the cloud model is chosen to consider the randomness and fuzziness of human recognition and convert the linguistic expressions to the crisp weighted matrix. The final ranking of the trusted CSP is selected by the combined compromised solution (CoCoSo) method. Integrating the CoCoSo method with the cloud model brings novelty while selecting the best-preferred solution by the decision makers. The proposed Cloud-CoCoSo model is described with an illustrative case study. It exhibits higher accuracy than the existing models. Further statistical and security analyses have proven the stability and reliability of this approach.
Similar content being viewed by others
Availability of data and material
The authors confirm that the data supporting the findings of this study are available within the article.
References
Dahooie, Jalil Heidary; Vanaki, Amir Salar; Mohammadi, Navid: Choosing the appropriate system for cloud computing implementation by using the interval-valued intuitionistic fuzzy CODAS multiattribute decision-making method (case study: faculty of new sciences and technologies of Tehran University). IEEE Trans. Eng. Manag. 67(3), 855–868 (2020)
Chen, Shui-xia; Wang, Jian-qiang; Wang, Tie-li: Cloud-based ERP system selection based on extended probabilistic linguistic MULTIMOORA method and Choquet integral operator. Comput. Appl. Math. 38(2), 88 (2019)
Siegel, J, Perdue, J: Cloud Services measures for global use: the service measurement index (SMI). In: 2012 Annual SRII Global Conference, pp. 411–415 (July 2012). ISSN: 2166-0786
Yang, Yuli; Liu, Rui; Chen, Yongle; Li, Tong; Tang, Yi.: Normal Cloud model-based algorithm for multi-attribute trusted Cloud Service selection. IEEE Access 6, 37644–37652 (2018)
Lai, Han; Liao, Huchang; Wen, Zhi; Zavadskas, Edmundas Kazimieras; Al-Barakati, Abdullah: An improved CoCoSo method with a maximum variance optimization model for Cloud Service provider selection. Eng. Econ. 31(4), 411–424 (2020)
Yeni, Fatma Betül; Özçelik, Gökhan.: Interval-valued Atanassov Intuitionistic fuzzy CODAS method for multi criteria group decision making problems. Group Decis. Negot. 28(2), 433–452 (2019)
Akkaya, Gökay.; Turanoğlu, Betül; Öztaş, Sinan: An integrated fuzzy AHP and fuzzy MOORA approach to the problem of industrial engineering sector choosing. Expert Syst. Appl. 42(24), 9565–9573 (2015)
Li, Deyi; Liu, Changyu; Gan, Wenyan: A new cognitive model: Cloud model. Int. J. Intell. Syst. 24(3), 357–375 (2009)
Liu, Peide; Liu, Xi.: Multi-attribute group decision-making method based on Cloud Distance operators with linguistic information. Int. J. Fuzzy Syst 19(4), 1011–1024 (2017)
Ramakrishnan, Krishnapuram Ravi; Chakraborty, Shankar: A Cloud topsis model for green supplier selection. Facta Universitatis, Ser.: Mech. Eng. 18(3), 375 (2020)
Evaluation index system of Cloud Service and the purchase decision- making process based on AHP
Costa, P, Santos, J.P, da Silva, M.M: Evaluation Criteria for Cloud Services. In: 2013 IEEE Sixth International Conference on Cloud Computing, pp. 598–605 (2013). ISSN: 2159-6190
Park, James (Jong Huk).; Jeong, Hwa-Young.: The QoS-based MCDM system for SaaS ERP applications with Social Network. J. Supercomput. 66(2), 614–632 (2013)
Boussoualim, N, Aklouf, Y: An Approach based on user preferences for selecting SaaS product. In: 2014 International Conference on Multimedia Computing and Systems (ICMCS), pp. 1182–1188 (2014)
Rehman, Z, Hussain, O, Hussain, F: Parallel Cloud Service Selection and Ranking Based on QoS History. International Journal of Parallel Programming, (2013). Accepted: 2017-01-30T10:41:51Z Publisher: Springer
Lee, Yueh-Hua.: A decision framework for Cloud Service selection for SMEs: AHP analysis. SOP Trans. Marketing Res. 1, 51–61 (2014)
Alismaili, S, Li, M, Shen, J: Cloud computing adoption decision modelling for SMEs: From the PAPRIKA perspective. Faculty of Engineering and Information Sciences - Papers: Part A, pp. 597–615, (2016)
Sidhu, Jagpreet; Singh, Sarbjeet: Using the improved PROMETHEE for selection of trustworthy Cloud Database Servers. Int. Arab J. Inform. Technol. 16(2), 9 (2019)
Zhao, L.; Ren, Y.; Li, M.; Sakurai, K.: Flexible service selection with user-specific QoS support in service-oriented architecture. J. Netw. Comput. Appl. 35(3), 962 (2012)
Ginting, Garuda; Fadlina, Fadlina; Aan, Mesran; Rahim, Robbi; Siahaan, Andysah Putera Utama.: Technical approach of TOPSIS in decision making. Int. J. Recent Trends Eng. Res. 3, 58–64 (2017)
Chung, B.D.; Seo, K.K.: A cloud service selection model based on analytic network process. Indian J. Sci. Technol. 8(18), IPL0186 (2015)
Yang, Shengmei; Han, Xianquan; Cao, Bo.; Li, Bo.; Yan, Fei: Cloud-model-based method for risk assessment of mountain torrent disasters. Water 10(7), 830 (2018)
Alshehri, Mohammed: An effective mechanism for selection of a Cloud Service provider using cosine maximization method. Arab. J. Sci. Eng. 44(11), 9291–9300 (2019)
Ataş, Gültekin.; Gungor, Vehbi Cagri: Performance evaluation of cloud computing platforms using statistical methods. Comput. Electr. Eng. 40(5), 1636–1649 (2014)
Papathanasiou, J.; Kostoglou, V.; Petkos, D.: A comparative analysis of cloud computing services using multicriteria decision analysis methodologies. Int. J. Inform. Decis. Sci. 7(1), 51–70 (2015)
Kumar, Rakesh Ranjan; Mishra, Siba; Kumar, Chiranjeev: A novel framework for Cloud Service evaluation and selection using Hybrid MCDM methods. Arab. J. Sci. Eng. 43(12), 7015–7030 (2018)
Kumar, Rakesh Ranjan; Kumar, Chiranjeev: A multi criteria decision making method for Cloud Service selection and ranking. Int. J. Ambient Comput. Intell. 9(3), 1–14 (2018)
Jatoth, Chandrashekar; Gangadharan, G.R.; Fiore, Ugo; Buyya, Rajkumar: SELCLOUD: a hybrid multi-criteria decision-making model for selection of cloud services. Soft Comput. 13(23), 4701–4715 (2018)
Instance based multi criteria decision model for Cloud Service selection using topsis and vikor. - PDF Free Download
Nawaz, Falak; Asadabadi, Mehdi Rajabi; Janjua, Naeem Khalid; Hussain, Omar Khadeer; Chang, Elizabeth; Saberi, Morteza: An MCDM method for cloud service selection using a Markov chain and the best-worst method. Knowledge-Based Syst. 159, 120–131 (2018)
Al-Faifi, Abdullah; Song, Biao; Hassan, Mohammad Mehedi; Alamri, Atif; Gumaei, Abdu: A hybrid multi criteria decision method for cloud service selection from Smart data. Future Gener. Comput. Syst. 93, 43–57 (2019)
Abourezq, M, Idrissi, A: Introduction of an outranking method in the Cloud computing research and Selection System based on the Skyline. In: 2014 IEEE Eighth International Conference on Research Challenges in Information Science (RCIS), pp. 1–12 (2014). ISSN: 2151-1357
Youssef, A.E.: An integrated MCDM approach for Cloud Service selection based on TOPSIS and BWM. IEEE Access 8, 71851–71865 (2020).
Boutkhoum, Omar: Selection problem of cloud solution for big data accessing: fuzzy AHP-PROMETHEE as a proposed methodology. J. Digit. Inform. Manag. 14(6), 15 (2016)
Wibowo, S.; Deng, H.; Xu, W.: Evaluation of Cloud Services: a fuzzy multi-criteria group decision making method. Algorithms 9(4), 84 (2016)
Sun, Le.; Ma, Jiangang; Zhang, Yanchun; Dong, Hai; Hussain, Farookh Khadeer: Cloud-FuSeR: fuzzy ontology and MCDM based cloud service selection. Future Gener. Comput. Syst. 57, 42–55 (2016)
Sun, Le.; Dong, Hai; Hussain, Omar Khadeer; Hussain, Farookh Khadeer; Liu, Alex X.: A framework of cloud service selection with criteria interactions. Future Gener. Comput. Syst. 94, 749–764 (2019)
Lee, Sangwon; Seo, Kwang-Kyu.: A hybrid multi-criteria decision-making model for a Cloud Service selection problem Using BSC, Fuzzy Delphi method and fuzzy AHP. Wirel. Personal Commun. 86(1), 57–75 (2016)
Li, X.; Yu, S.; Chu, J.: Optimal selection of manufacturing services in cloud manufacturing: a novel hybrid MCDM approach based on rough ANP and rough TOPSIS. J. Intell. Fuzzy Syst. 34(6), 4041–4056 (2018)
Alam, Khubaib Amjad; Ahmed, Rodina; Butt, Faisal Shafique; Kim, Soon-Gohn.; Ko, Kwang-Man.: An uncertainty-aware integrated fuzzy AHP-WASPAS model to evaluate Public Cloud Computing Services. Procedia Comput. Sci. 130, 504–509 (2018)
Esposito, C.; Ficco, M.; Palmieri, F.; Castiglione, A.: Smart Cloud Storage service selection based on fuzzy logic theory of evidence and game theory. IEEE Trans. Comput. 65(8), 2348–2362 (2016)
Büyüközkan, Gülçin.; Göçer, Fethullah; Feyzioğlu, Orhan: Cloud computing technology selection based on interval-valued intuitionistic fuzzy MCDM methods. Soft Comput. - A Fusion Found., Methodol. Appl. 22(15), 5091–5114 (2018)
Low, Chinyao; Chen, Ya.: Criteria for the evaluation of a cloud-based hospital information system outsourcing provider. J. Med. Syst. 36(6), 3543–3553 (2012)
Alabool, Hamzeh: Trust -based service selection in Public Cloud computing using fuzzy modified VIKOR method. Aus. J. Basic Appl. Sci. 7, 211–220 (2013)
Basu, A., Ghosh, S.: Implementing Fuzzy TOPSIS in Cloud Type and Service Provider Selection. Advances in Fuzzy Systems 2018, e2503895 (2018). Publisher: Hindawi
Hussain, Abid; Chun, Jin; Khan, Maria: A novel framework towards viable Cloud Service Selection as a Service (CSSaaS) under a fuzzy environment. Future Gener. Comput. Syst. 104, 74–91 (2020)
Le S, Dong H, Hussain F.K, Hussain O.K., Ma, J., Zhang, Y.: Multicriteria decision making with fuzziness and criteria interdependence in cloud service selection. IEEE (2014). Publication Title: 2014 IEEE International Conference on Fuzzy Systems (FUZZ-IEEE)
Abdel-Basset, Mohamed; Mohamed, Mai; Chang, Victor: NMCDA: a framework for evaluating cloud computing services. Future Gener. Comput. Syst. 86, 12–29 (2018)
Mu, B.; Li, S.; Yuan, S.: QoS-Aware Cloud Service selection based on uncertain user preference. In: Miao, Duoqian, Pedrycz, Witold, Ślȩzak, Dominik, Peters, Georg, Hu, Qinghua, Wang, Ruizhi (eds.) Rough sets and knowledge technology, pp. 589–600. Lecture Notes in Computer Science. Springer International Publishing, Cham (2014)
Gireesha, O.; Somu, N.; Krithivasan, K.; Shankar Sriram, V.S.: IIVIFS-WASPAS: an integrated multi-criteria decision-making perspective for cloud service provider selection. Future Gener. Comput. Syst. 103, 91–110 (2020)
Yang, Xiaojun; Yan, Liaoliao; Zeng, Luan: How to handle uncertainties in AHP: the Cloud Delphi hierarchical analysis. Inform. Sci. 222, 384–404 (2013)
Zhang, Wenjin; Liu, Shunli; Sun, Bo.; Liu, Yue; Pecht, Michael: A cloud model-based method for the analysis of accelerated life test data. Microelectr. Reliab. 55(1), 123–128 (2015)
Wang, Jian-qiang; Peng, Lu.; Zhang, Hong-yu; Chen, Xiao-hong: Method of multi-criteria group decision-making based on cloud aggregation operators with linguistic information. Inform. Sci. 274, 177–191 (2014)
Yazdani, Morteza; Zarate, Pascale; Zavadskas, Edmundas Kazimieras; Turskis, Zenonas: A combined compromise solution (CoCoSo) method for multi-criteria decision-making problems. Manag. Decis. 57(9), 2501–2519 (2019)
Peng, Xindong; Huang, Haihui: Fuzzy decision making method based on COCOSO with critic for financial risk evaluation. Technol. Econ. Develop. Econ. 26(4), 695–724 (2020)
Zolfani SH, Chatterjee P, Yazdani M A structured framework for sustainable supplier selection using a combined BWM-CoCoSo model. In: Proceedings of 6th International Scientific Conference Contemporary Issues in Business, Management and Economics Engineering ‘2019, Vilnius Gediminas Technical University, Vilnius Gediminas Technical University
Ecer, Fatih; Pamucar, Dragan: Sustainable supplier selection: a novel integrated fuzzy best worst method (F-BWM) and fuzzy CoCoSo with Bonferroni (CoCoSo’B) multi-criteria model. J. Clean. Prod. 266, 121981 (2020)
Wen, Zhi; Liao, Huchang; Zavadskas, Edmundas Kazimieras; Al-Barakati, Abdullah: Selection third-party logistics service providers in supply chain finance by a hesitant fuzzy linguistic combined compromise solution method. Econ. Res.-Ekonomska Istraživanja 32(1), 4033–4058 (2019)
Ghorabaee, M.K.; Amiri, M.; Zavadskas, E.K.; Hooshmand, R.; Antuchevičienė, J.: Fuzzy extension of the CODAS method for multi-criteria market segment evaluation. J. Bus. Econ. Manag. 18(1), 1–19 (2017)
Ghorabaee M.K.: A new combinative distance-based assessment (CODAS) method for multi-criteria decision-making. Economic Computation and Economic Cybernetics Studies and Research, page 20 (2016)
Funding
Not Applicable
Author information
Authors and Affiliations
Corresponding author
Ethics declarations
Conflicts of interest/Competing interests
The authors declare that they have no conflict of interest.
Code Availability
The datasets analyzed in the specified software during the current study are available in the article only.
Rights and permissions
About this article
Cite this article
Mandal, S., Khan, D.A. Cloud-CoCoSo: Cloud Model-Based Combined Compromised Solution Model for Trusted Cloud Service Provider Selection. Arab J Sci Eng 47, 10307–10332 (2022). https://doi.org/10.1007/s13369-021-06512-8
Received:
Accepted:
Published:
Issue Date:
DOI: https://doi.org/10.1007/s13369-021-06512-8