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GRP and CRITIC method for probabilistic uncertain linguistic MAGDM and its application to site selection of hospital constructions

  • Fuzzy systems and their mathematics
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Abstract

The probabilistic uncertain linguistic term sets could depict uncertain information well and the grey relational projection (GRP) method is appropriate to rank various alternatives. In such paper, we develop a GRP method for probabilistic uncertain linguistic MAGDM (PUL-MAGDM) based on the criteria importance through intercriteria correlation (CRITIC) method. The attribute weights are determined by CRITIC method. Furthermore, the probabilistic uncertain linguistic positive ideal solution (PULPIS) and probabilistic uncertain linguistic negative ideal solution (PULNIS) are introduced. Then, the optimal scheme is obtained through figuring up the value of grey relational projection (GRP) from probabilistic uncertain linguistic positive ideal solution (PULPIS) as well as probabilistic uncertain linguistic negative ideal solution (PULNIS). At last, to verify the validity of the extended method, a numerical example to further account for site selection of hospital constructions is put into use. The result manifests that the proposed method is effective. It is feasible to utilize the method to handle selecting problems in other areas.

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References

  • Bashir Z, Ali J, Rashid T (2021) Consensus-based robust decision making methods under a novel study of probabilistic uncertain linguistic information and their application in Forex investment. Artif Intell Rev 54:2091–2132

    Google Scholar 

  • Deng (1982) Control problems of grey systems. Syst Control Lett 1(5):288–294

    MathSciNet  MATH  Google Scholar 

  • Diakoulaki D, Mavrotas G, Papayannakis L (1995) Determining objective weight in multple criteria problems: the CRITIC method. Comput Oper Res 22:763–770

    MATH  Google Scholar 

  • Gong KX, Chen CF (2019) A programming-based algorithm for probabilistic uncertain linguistic intuitionistic fuzzy group decision-making. Symmetry-Basel 11:234

    MATH  Google Scholar 

  • Gou XJ, Xu ZS (2016) Novel basic operational laws for linguistic terms, hesitant fuzzy linguistic term sets and probabilistic linguistic term sets. Inf Sci 372:407–427

    Google Scholar 

  • Gou X, Xu Z, Liao H (2016) Multiple criteria decision making based on Bonferroni means with hesitant fuzzy linguistic information. Soft Comput 21:6515–6529

    MATH  Google Scholar 

  • Hao X, Li M, Chen Y (2021) China's overcapacity industry evaluation based on TOPSIS grey relational projection method with mixed attributes. Grey Syst Theory Appl 11(2):288–308. https://doi.org/10.1108/GS-03-2020-0033

    Article  Google Scholar 

  • He Y, Lei F, Wei GW, Wang R, Wu J, Wei C (2019) EDAS method for multiple attribute group decision making with probabilistic uncertain linguistic information and its application to green supplier selection. Int J Comput Intell Syst 12:1361–1370

    Google Scholar 

  • He TT, Wei GW, Lin R, Lu JP, Wei C, Wu J (2020) Pythagorean interval 2-tuple linguistic VIKOR method for evaluating human factors in construction project management. Iran J Fuzzy Syst 17:93–105

    Google Scholar 

  • He T, Wei G, Wu J, Wei C (2021a) QUALIFLEX method for evaluating human factors in construction project management with Pythagorean 2-tuple linguistic information. J Intell Fuzzy Syst 40:4039–4050

    Google Scholar 

  • He Y, Wei G, Chen X (2021b) Taxonomy-based multiple attribute group decision making method with probabilistic uncertain linguistic information and its application in supplier selection. J Intell Fuzzy Syst 41:3237–3250

    Google Scholar 

  • He Y, Wei G, Chen X (2021c) Bidirectional projection method for multi-attribute group decision making under probabilistic uncertain linguistic environment. J Intell Fuzzy Syst 41:1429–1443

    Google Scholar 

  • Ju YB, Liang YY, Luis M, Gonzalez E, Giannakis M, Dong PW, Wang AH (2020) A new framework for health-care waste disposal alternative selection under multi-granular linguistic distribution assessment environment. Comput Ind Eng 145:106489

    Google Scholar 

  • Kaklauskas A, Zavadskas EK (2007) Decision support system for innovation with a special emphasis on pollution. Int J Environ Pollut 30:518–528

    Google Scholar 

  • Keshavarz-Ghorabaee M, Amiri M, Zavadskas EK, Turskis Z, Antucheviciene J (2021) Determination of objective weights using a new method based on the removal effects of criteria (MEREC). Symmetry-Basel 13:521

    Google Scholar 

  • Lei F, Wei G, Wu J, Wei C, Guo Y (2020) QUALIFLEX method for MAGDM with probabilistic uncertain linguistic information and its application to green supplier selection. J Intell Fuzzy Syst 39:6819–6831

    Google Scholar 

  • Lei F, Wei G, Chen X (2021a) Model-based evaluation for online shopping platform with probabilistic double hierarchy linguistic CODAS method. Int J Intell Syst 36:5339–5358

    Google Scholar 

  • Lei F, Wei G, Chen X (2021b) Some self-evaluation models of enterprise’s credit based on some probabilistic double hierarchy linguistic aggregation operators. J Intell Fuzzy Syst 40:11809–11828

    Google Scholar 

  • Li SH, Wang B (2020) Research on evaluating algorithms for the service quality of wireless sensor networks based on interval-valued intuitionistic fuzzy EDAS and CRITIC methods. Math Probl Eng. https://doi.org/10.1155/2020/5391940

    Article  Google Scholar 

  • Li Z, Chen LY (2019) A novel evidential FMEA method by integrating fuzzy belief structure and grey relational projection method. Eng Appl Artif Intell 77:136–147

    Google Scholar 

  • Liang DC, Kobina A, Quan W (2018) Grey relational analysis method for probabilistic linguistic multi-criteria group decision-making based on geometric bonferroni mean. Int J Fuzzy Syst 20:2234–2244

    Google Scholar 

  • Liao HC, Jiang LS, Xu ZH, Xu JP, Herrera F (2017) A linear programming method for multiple criteria decision making with probabilistic linguistic information. Inf Sci 415:341–355

    Google Scholar 

  • Lin M, Xu Z, Zhai Y, Yao Z (2017) Multi-attribute group decision-making under probabilistic uncertain linguistic environment. J Oper Res Soc 69:157–170

    Google Scholar 

  • Lin MW, Xu ZS, Zhai YL, Yao ZQ (2018) Multi-attribute group decision-making under probabilistic uncertain linguistic environment. Joper Res Soc 69:157–170

    Google Scholar 

  • Liu PD, Chen SM (2018) Multiattribute group decision making based on intuitionistic 2-tuple linguistic information. Inf Sci 430:599–619

    MathSciNet  MATH  Google Scholar 

  • Liu PD, Liu WQ (2019a) Multiple-attribute group decision-making based on power Bonferroni operators of linguistic q-rung orthopair fuzzy numbers. Int J Intell Syst 34:652–689

    Google Scholar 

  • Liu PD, Liu JL (2019b) Partitioned Bonferroni mean based on two-dimensional uncertain linguistic variables for multiattribute group decision making. Int J Intell Syst 34:155–187

    Google Scholar 

  • Liu HC, You JX, Fan XJ, Lin QL (2014) Failure mode and effects analysis using D numbers and grey relational projection method. Expert Syst Appl 41:4670–4679

    Google Scholar 

  • Liu PD, Khan Q, Mahmood T, Smarandache F, Li Y (2019) Multiple attribute group decision making based on 2-tuple linguistic neutrosophic dombi power heronian mean operators, Ieee. Access 7:100205–100230

    Google Scholar 

  • Miao C, Teng JK, Wang J, Zhou P (2018) Population vulnerability assessment of geological disasters in China using CRITIC-GRA methods. Arab J Geosci 11:1–12

    Google Scholar 

  • Nie RX, Tian ZP, Wang XK, Wang JQ, Wang TL (2018) Risk evaluation by FMEA of supercritical water gasification system using multi-granular linguistic distribution assessment. Knowl Based Syst 162:185–201

    Google Scholar 

  • Pang Q, Wang H, Xu Z (2016) Probabilistic linguistic term sets in multi-attribute group decision making. Inf Sci 369:128–143

    Google Scholar 

  • Peng XD, Zhang X, Luo ZG (2020) Pythagorean fuzzy MCDM method based on CoCoSo and CRITIC with score function for 5G industry evaluation. Artif Intell Rev 53:3813–3847

    Google Scholar 

  • Su Y, Zhao M, Wei C, Chen X (2021) PT-TODIM method for probabilistic linguistic MAGDM and application to industrial control system security supplier selection. Int J Fuzzy Syst. https://doi.org/10.1007/s40815-40021-01125-40817

    Article  Google Scholar 

  • Touqeer M, Hafeez A, Arshad M (2020) Multi-attribute decision making using grey relational projection method based on interval type-2 trapezoidal fuzzy numbers. J Intell Fuzzy Syst 38:5979–5986

    Google Scholar 

  • Ulutas A, Stanujkic D, Karabasevic D, Popovic G, Zavadskas EK, Smarandache F, Brauers WKM (2021) Developing of a novel integrated MCDM MULTIMOOSRAL approach for supplier selection. Informatica 32:145–161

    MathSciNet  Google Scholar 

  • Ulutas A, Popovic G, Stanujkic D, Karabasevic D, Zavadskas EK, Turskis Z (2020) A new hybrid MCDM model for personnel selection based on a novel grey PIPRECIA and grey OCRA methods. Math 8(10):1698. https://doi.org/10.3390/math8101698

    Article  Google Scholar 

  • Ustinovichius L, Zavadskas EK, Podvezko V (2007) Application of a quantitative multiple criteria decision making (MCDM-1) approach to the analysis of investments in construction. Control Cybern 36:251–268

    MATH  Google Scholar 

  • Wan SP, Xu GL, Dong JY (2017) Supplier selection using ANP and ELECTRE II in interval 2-tuple linguistic environment. Inf Sci 385:19–38

    Google Scholar 

  • Wang D, Zhao J (2016) Design optimization of mechanical properties of ceramic tool material during turning of ultra-high-strength steel 300M with AHP and CRITIC method. Int J Adv Manuf Technol 84:2381–2390

    Google Scholar 

  • Wei GW, He Y, Lei F, Wu J, Wei C, Guo YF (2020a) Green supplier selection with an uncertain probabilistic linguistic MABAC method. J Intell Fuzzy Syst 39:3125–3136

    Google Scholar 

  • Wei GW, Lei F, Lin R, Wang R, Wei Y, Wu J, Wei C (2020b) Algorithms for probabilistic uncertain linguistic multiple attribute group decision making based on the GRA and CRITIC method: application to location planning of electric vehicle charging stations. Econ Res Ekon Istraz 33:828–846

    Google Scholar 

  • Wei G, Wei C, Guo Y (2021a) EDAS method for probabilistic linguistic multiple attribute group decision making and their application to green supplier selection. Soft Comput 25:9045–9053

    Google Scholar 

  • Wei G, Wei C, Wu J, Guo Y (2021b) Probabilistic linguistic multiple attribute group decision making for location planning of electric vehicle charging stations based on the generalized Dice similarity measures. Artif Intell Rev 54:4137–4167

    Google Scholar 

  • Wei G, Lin R, Lu J, Wu J, Wei C (2021c) The generalized dice similarity measures for probabilistic uncertain linguistic MAGDM and its application to location planning of electric vehicle charging stations. Int J Fuzzy Syst. https://doi.org/10.1007/s40815-40021-01084-z

    Article  Google Scholar 

  • Wu Y, Zhang Z, Kou G, Zhang H, Chao X, Li C-C, Dong Y, Herrera F (2021) Distributed linguistic representations in decision making: taxonomy, key elements and applications, and challenges in data science and explainable artificial intelligence. Inf Fusion 65:165–178

    Google Scholar 

  • Xiao J, Wang XL, Zhang HJ (2020) Managing personalized individual semantics and consensus in linguistic distribution large-scale group decision making. Inf Fusion 53:20–34

    Google Scholar 

  • Xie WY, Ren ZL, Xu ZS, Wang H (2018) The consensus of probabilistic uncertain linguistic preference relations and the application on the virtual reality industry. Knowl Based Syst 162:14–28

    Google Scholar 

  • Xu TY, Liu XJ, Zhang ZL (2020) Simplified likelihood estimation of ship total loss using GRA and CRITIC methods. Transp Plan Technol 43:223–236

    Google Scholar 

  • YalÇIn N, ÜNlÜ U (2017) A Multi-criteria performance analysis of initial public offering (Ipo) firms using critic and vikor methods. Technol Econ Dev Econ 24:534–560

    Google Scholar 

  • Yu DJ, Li DF, Merigo JM, Fang LC (2016) Mapping development of linguistic decision making studies. J Intell Fuzzy Syst 30:2727–2736

    Google Scholar 

  • Yu GF, Li DF, Qiu JM, Zheng XX (2018) Some operators of intuitionistic uncertain 2-tuple linguistic variables and application to multi-attribute group decision making with heterogeneous relationship among attributes. J Intell Fuzzy Syst 34:599–611

    Google Scholar 

  • Yu GF, Fei W, Li DF (2019) A compromise-typed variable weight decision method for hybrid multiattribute decision making. IEEE Trans Fuzzy Syst 27:861–872

    Google Scholar 

  • Zang YQ, Sun W, Han SY (2017) Grey relational projection method for multiple attribute decision making with interval-valued dual hesitant fuzzy information. J Intell Fuzzy Syst 33:1053–1066

    MATH  Google Scholar 

  • Zang YQ, Zhao XD, Li SY, Nazir A (2018) Grey relational bidirectional projection method for multicriteria decision making with hesitant intuitionistic fuzzy linguistic information. Math Probl Eng. https://doi.org/10.1155/2018/5691905

    Article  MathSciNet  Google Scholar 

  • Zavadskas EK, Kaklauskas A, Peldschus F, Turskis Z (2007) Multi-attribute assessment of road design solutions by using the COPRAS method. Balt J Road Bridge Eng 2:195–203

    Google Scholar 

  • Zavadskas EK, Bausys R, Lescauskiene I, Usovaite A (2021) MULTIMOORA under interval-valued neutrosophic sets as the basis for the quantitative heuristic evaluation methodology HEBIN. Mathematics 9:66

    Google Scholar 

  • Zhai YL, Xu ZS, Liao HC (2016) Probabilistic linguistic vector-term set and its application in group decision making with multi-granular linguistic information. Appl Soft Comput 49:801–816

    Google Scholar 

  • Zhang G, Dong Y, Xu Y (2014) Consistency and consensus measures for linguistic preference relations based on distribution assessments. Inf Fusion 17:46–55

    Google Scholar 

  • Zhang XY, Zhang HY, Wang JQ (2019a) Discussing incomplete 2-tuple fuzzy linguistic preference relations in multi-granular linguistic MCGDM with unknown weight information. Soft Comput 23:2015–2032

    MATH  Google Scholar 

  • Zhang XF, Xu ZS, Ren PJ (2019b) A novel hybrid correlation measure for probabilistic linguistic term sets and crisp numbers and its application in customer relationship management. Int J Inf Technol Decis Mak 18:673–694

    Google Scholar 

  • Zhang S, Gao H, Wei G, Chen X (2021a) Grey relational analysis method based on cumulative prospect theory for intuitionistic fuzzy multi-attribute group decision making. J Intell Fuzzy Syst 41:3783–3795

    Google Scholar 

  • Zhang H, Wei G, Chen X (2021b) CPT-MABAC method for spherical fuzzy multiple attribute group decision making and its application to green supplier selection. J Intell Fuzzy Syst 41:1009–1019

    Google Scholar 

  • Zheng GZ, Jing YY, Huang HX, Gao YF (2010) Application of improved grey relational projection method to evaluate sustainable building envelope performance. Appl Energy 87:710–720

    Google Scholar 

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Siqi Wang, Guiwu Wei, Jianping Lu, Jiang Wu, Cun Wei and Xudong Chen discussed and constructed the mathematical models, found their applications. Siqi Wang and Guiwu Wei wrote the paper together.

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Correspondence to Guiwu Wei.

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Wang, S., Wei, G., Lu, J. et al. GRP and CRITIC method for probabilistic uncertain linguistic MAGDM and its application to site selection of hospital constructions. Soft Comput 26, 237–251 (2022). https://doi.org/10.1007/s00500-021-06429-2

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