Abstract
The CCN cache placement strategy is of great concern to optimize the energy consumption of the network, and provide better security and delivery efficiency. When considering the CCN cache placement strategy evaluation, the fundamental issues frequently involve great uncertainty. Intuitionistic fuzzy soft set, portrayed by the parameterized form of membership and nonmembership, is a more effectual pattern for seizing uncertainty. In this article, the comparison problem in intuitionistic fuzzy soft (IFS) environment is solved by new score function. Later, some novel properties of IFS matrix are explored in detail. In addition, the objective weight information is determined by CRITIC approach. At the same time, the combined weight is calculated by revealing concurrently subjective weight preference and the objective weight information. Then, IFS decision making method based CoCoSo (Combined Compromise Solution) is proposed. Finally, the effectiveness of the method is elaborated by CCN cache placement strategy selection, along with corresponding sensitivity analysis. The dominating traits of the explored algorithm are listed as follows: (1) have no counterintuitive phenomena; (2) without data requirements; (3) own strong discriminating ability.
We’re sorry, something doesn't seem to be working properly.
Please try refreshing the page. If that doesn't work, please contact support so we can address the problem.
References
Akram M, Alcantud JCR (2020) An m-polar fuzzy PROMETHEE approach for AHP-assisted group decision-making. Math Comput Appl 25:1–26
Akram M, Shahzadi S (2018) Novel intuitionistic fuzzy soft multiple-attribute decision-making methods. Neural Comput Appl 29(7):435–447
Akram M, Ali G, Alcantud JCR (2019) New decision-making hybrid model: intuitionistic fuzzy N-soft rough sets. Soft Comput 23(20):9853–9868
Akram M, Luqman A, Alcantud JCR (2020) Risk evaluation in failure modes and effects analysis: hybrid TOPSIS and ELECTRE I solutions with Pythagorean fuzzy information. Neural Comput Appl. https://doi.org/10.1007/s00521-020-05350-3
Akram M, Ilyas F, Garg H (2020) Multi-criteria group decision making based on ELECTRE I method in Pythagorean fuzzy information. Soft Comput 24:3425–3453
Alcantud JCR, Santos-Garcia G, Peng X, Zhan J (2019) Dual extended hesitant fuzzy sets. Symmetry 11(5):714
Altmeyer S, Cucu-Grosjean L, Davis RI, Lesage B (2014) Progress on static probabilistic timing analysis for systems with random cache replacement policies. In: 5th real-time scheduling open problems seminar (RTSOPS’ 14)
Arora R (2018) Intuitionistic fuzzy soft aggregation operator based on einstein norms and its applications in decision-making. In: International conference on intelligent systems design and applications. Springer, Cham, pp 998–1008
Arora R, Garg H (2018) Prioritized averaging/geometric aggregation operators under the intuitionistic fuzzy soft set environment. Sci Iran 25(1):466–482
Arora R, Garg H (2018) Robust aggregation operators for multi-criteria decision-making with intuitionistic fuzzy soft set environment. Sci Iran 25(2):931–942
Arshad S, Shahzaad B, Azam MA, Loo J, Ahmed SH, Aslam S (2018) Hierarchical and flat-based hybrid naming scheme in content-centric networks of things. IEEE Internet Things J 5(2):1070–1080
Çağman N, Karataş S (2013) Intuitionistic fuzzy soft set theory and its decision making. J Intell Fuzzy Syst 24(4):829–836
Chai WK, He D, Psaras I, Pavlou G (2013) Cache “less for more’’ in information-centric networks (extended version). Comput Commun 36(7):758–770
Chen W, Zou Y (2017) An integrated method for supplier selection from the perspective of risk aversion. Appl Soft Comput 54:449–455
Chetia B, Das PK (2012) Some results of intuitionistic fuzzy soft matrix theory. Adv Appl Sci Res 3(1):412–423
Das S, Kar S (2014) Group decision making in medical system: an intuitionistic fuzzy soft set approach. Appl Soft Comput 24:196–211
Dhar M (2016) Some results of intuitionistic fuzzy soft matrix. Int J Intell Syst Appl 8(8):48–57
Diakoulaki D, Mavrotas G, Papayannakis L (1995) Determining objective weights in multiple criteria problems: the critic method. Comput Oper Res 22(7):763–770
Ding Y, Zheng Q, Guo C, Wang S (2018) Cooperative caching for ICN based on heat and cache replacement rate of node. Comput Eng 44(2):56–60
Fang XW, Chen SQ, Jiang YM, Ren ZR (2017) The hotspot control and content dispatch caching algorithm in content-centric networking. Acta Electron Sin 45(5):1182–1188
Feng F, Yan M, Liu X (2018) Intuitionistic fuzzy soft decision making method based on expectation score functions. J Jilin Univ 56(5):1084–1090
Garg H, Arora R (2018) Bonferroni mean aggregation operators under intuitionistic fuzzy soft set environment and their applications to decision-making. J Oper Res Soc 69(11):1711–1724
Garg H, Arora R (2018) Novel scaled prioritized intuitionistic fuzzy soft interaction averaging aggregation operators and their application to multi criteria decision making. Eng Appl Artif Intell 71:100–112
Garg H, Arora R (2019) Generalized intuitionistic fuzzy soft power aggregation operator based on t-norm and their application in multicriteria decision-making. Int J Intell Syst 34(2):215–246
Ghorabaee MK, Amiri M, Zavadskas EK, Antucheviciene J (2018) A new hybrid fuzzy MCDM approach for evaluation of construction equipment with sustainability considerations. Arch Civ Mech Eng 18(1):32–49
Hu J, Pan L, Yang Y, Chen H (2019) A group medical diagnosis model based on intuitionistic fuzzy soft sets. Appl Soft Comput 77:453–466
Huang HH, Liang Y (2019) An integrative analysis system of gene expression using self-paced learning and SCAD-Net. Expert Syst Appl 135:102–112
Ighravwe D, Babatunde M (2018) Selection of a mini-grid business model for developing countries using CRITIC-TOPSIS with interval type-2 fuzzy sets. Decis Sci Lett 7(4):427–442
Jacobson V, Smetters DK, Thornton JD, Plass MF, Briggs NH, Braynard RL (2009) Networking named content. In: Proceedings of the 5th international conference on Emerging networking experiments and technologies. ACM, pp 1–12
Jiang Y, Tang Y, Chen Q (2011) An adjustable approach to intuitionistic fuzzy soft sets based decision making. Appl Math Model 35(2):824–836
Jiang Y, Tang Y, Liu H, Chen Z (2013) Entropy on intuitionistic fuzzy soft sets and on interval-valued fuzzy soft sets. Inf Sci 240:95–114
Khalid A, Abbas M (2015) Distance measures and operations in intuitionistic and interval-valued intuitionistic fuzzy soft set theory. Int J Fuzzy Syst 17(3):490–497
Khameneh AZ, Kilicman A, Salleh AR (2018) Application of a preference relationship in decision-making based on intuitionistic fuzzy soft sets. J Intell Fuzzy Syst 34(1):123–139
Lal KN, Kumar A (2019) A popularity based content eviction scheme via betweenness-centrality caching approach for content-centric networking (CCN). Wirel Netw 25(2):585–596
Lal N, Kumar S, Chaurasiya VK (2019) An adaptive neuro-fuzzy inference system-based caching scheme for content-centric networking. Soft Comput 23(12):4459–4470
Lal N, Kumar S, Chaurasiya VK (2019) An efficient update strategy for content synchronization in Content-Centric Networking (CCN). China Commun 16(1):108–118
Laoutaris N, Che H, Stavrakakis I (2006) The LCD interconnection of LRU caches and its analysis. Perform Eval 63(7):609–634
Li Z, Wen G, Han Y (2014) Decision making based on intuitionistic fuzzy soft sets and its algorithm. J Comput Anal Appl 17(4):620–631
Li Y, Lin T, Tang H, Sun P (2012) A chunk caching location and searching scheme in content centric networking. In: 2012 IEEE international conference on communications (ICC). IEEE, pp 2655–2659
Lin M, Wang H, Xu Z (2020) TODIM-based multi-criteria decision-making method with hesitant fuzzy linguistic term sets. Artif Intell Rev 53:3647–3671
Liu Y, Liu A, Xiong NN, Wang T, Gui W (2019) Content propagation for content-centric networking systems from location-based social networks. IEEE Trans Syst Man Cybern Syst 49(10):1946–1960
Luo S, Mo S (2015) A method of decision making based on intuitionistic fuzzy soft sets and its applications for enterprise’s decisions under asymmetric information. Syst Eng 33(6):137–141
Maji PK, Biswas R, Roy AR (2001) Intuitionistic fuzzy soft sets. J Fuzzy Math 9(3):677–692
Mao J, Yao D, Wang C (2013) Group decision making methods based on intuitionistic fuzzy soft matrices. Appl Math Model 37(9):6425–6436
Molodtsov D (1999) Soft set theory-first results. Comput Math Appl 37:19–31
Muthukumar P, Krishnan GSS (2016) A similarity measure of intuitionistic fuzzy soft sets and its application in medical diagnosis. Appl Soft Comput 41:148–156
Nguyen TD, Huh EN, Jo M (2019) Decentralized and revised content-centric networking-based service deployment and discovery platform in mobile edge computing for IoT devices. IEEE Internet Things J 6(3):4162–4175
Peng X (2019) Some novel decision making algorithms for intuitionistic fuzzy soft set. J Intell Fuzzy Syst 37:1327–1341
Psaras I, Chai WK, Pavlou G (2012) Probabilistic in-network caching for information-centric networks. In: Proceedings of the second edition of the ICN workshop on Information-centric networking. ACM, pp 55–60
Rostamzadeh R, Ghorabaee MK, Govindan K, Esmaeili A, Nobar HBK (2018) Evaluation of sustainable supply chain risk management using an integrated fuzzy TOPSIS-CRITIC approach. J Clean Prod 175:651–669
Tus A, Adali EA (2019) The new combination with CRITIC and WASPAS methods for the time and attendance software selection problem. OPSEARCH 56(2):528–538
Wang L, Li N (2020) Pythagorean fuzzy interaction power Bonferroni mean aggregation operators in multiple attribute decision making. Int J Intell Syst 35(1):150–183
Wang X, Wang X (2019) Vehicular content-centric networking framework. IEEE Syst J 13(1):519–529
Wang L, Garg H, Li N (2020) Pythagorean fuzzy interactive Hamacher power aggregation operators for assessment of express service quality with entropy weight. Soft Comput. https://doi.org/10.1007/s00500-020-05193-z
Wen Z, Liao H, Mardani A, Al-Barakati A (2019) A hesitant fuzzy linguistic combined compromise solution method for multiple criteria decision making. In: International conference on management science and engineering management. Springer, Cham, pp 813–821
Wu H, Zhang J, Cai Z, Liu F, Li Y, Liu A (2020) Towards energy-aware caching for intelligent connected vehicles. IEEE Internet Things J 7(9):8157–8166
Yalcin N, Unlu U (2018) A multi-criteria performance analysis of Initial Public Offering (IPO) firms using CRITIC and VIKOR methods. Technol Econ Dev Econ 24(2):534–560
Yang YW, Qian T (2013) Decision-making approach with entropy weight based on intuitionistic fuzzy soft set. Ann Fuzzy Math Inf 6(2):415–424
Yazdani M, Zarate P, Zavadskas K, Turskis Z (2019) A Combined Compromise Solution (CoCoSo) method for multi-criteria decision-making problems. Manag Decis 57(9):2501–2519
Yazdani M, Chatterjee P (2018) Intelligent decision making tools in manufacturing technology selection. In: Futuristic composites. Springer, Singapore, pp 113–126
Yu GF, Fei W, Li DF (2018) A compromise-typed variable weight decision method for hybrid multiattribute decision making. IEEE Trans Fuzzy Syst 27(5):861–872
Zhan J, Alcantud JCR (2019) A novel type of soft rough covering and its application to multicriteria group decision making. Artif Intell Rev 52(4):2381–2410
Zhang Z (2012) A rough set approach to intuitionistic fuzzy soft set based decision making. Appl Math Model 36(10):4605–4633
Zhang T, Xu X, Zhou L, Jiang X, Loo J (2018) Cache space efficient caching scheme for content-centric mobile ad hoc networks. IEEE Syst J 13(1):530–541
Zhang Y, Li C, Luan TH, Fu Y, Shi W, Zhu L (2019) A mobility-aware vehicular caching scheme in content centric networks: model and optimization. IEEE Trans Veh Technol 68(4):3100–3112
Zhao Y, Wu T, Qian Q, Zhao L (2013) Group decision making method of improved level soft set based on IFSM. J Hefei Univ 23(4):18–23
Zhao H, Ma W, Sun B (2017) A novel decision making approach based on intuitionistic fuzzy soft sets. Int J Mach Learn Cybern 8(4):1107–1117
Zhu X, Chen B, Shen M, Zhao Y (2019) Inapproximability results and suboptimal algorithms for minimum delay cache placement in campus networks with content-centric network routers. J Supercomput 75(8):5451–5474
Zolfani SH, Chatterjee P, Yazdani M (2019) A structured framework for sustainable supplier selection using a combined BWM-CoCoSo model. In: International scientific conference in business, management and economics engineering. Vilnius, Lithuania, pp 797–804
Zou B, Wang C, Li B, Mao J (2016) Multiple attribute decision-making based on intuitionistic fuzzy soft information. Fuzzy Syst Math 30(6):125–32
Acknowledgements
The authors are very appreciative to the reviewers for their precious comments which enormously ameliorated the quality of this paper. Our work is sponsored by the National Natural Science Foundation of China (No. 62006155), MOE (Ministry of Education in China) Project of Humanities and Social Sciences (No. 18YJCZH054), Natural Science Foundation of Guangdong Province (Nos. 2018A030307033, 2018A0303130274), Social Science Foundation of Guangdong Province (No. GD18CFX06), Special Innovation Projects of Universities in Guangdong Province (No. KTSCX205), University Grants Commission (UGC) (No. F./2015-17/RGNF-2015-17-TAM-83) and Department of Science and Technology (DST) (No. SR/FST/ETI-349/2013).
Author information
Authors and Affiliations
Corresponding author
Additional information
Publisher's Note
Springer Nature remains neutral with regard to jurisdictional claims in published maps and institutional affiliations.
Rights and permissions
About this article
Cite this article
Peng, X., Garg, H. Intuitionistic fuzzy soft decision making method based on CoCoSo and CRITIC for CCN cache placement strategy selection. Artif Intell Rev 55, 1567–1604 (2022). https://doi.org/10.1007/s10462-021-09995-x
Published:
Issue Date:
DOI: https://doi.org/10.1007/s10462-021-09995-x