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Erschienen in: Granular Computing 4/2020

27.05.2019 | Original Paper

Grey relational analysis method for SVTrNN based multi-attribute decision making with partially known or completely unknown weight information

verfasst von: Bibhas C. Giri, Mahatab Uddin Molla, Pranab Biswas

Erschienen in: Granular Computing | Ausgabe 4/2020

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Abstract

Single-valued trapezoidal neutrosophic number (SVTrNN), an extension of single-valued neutrosophic set, effectively deals with indeterminate and incomplete information in multi-attribute decision making (MADM) problem. In this paper, we extend the grey relational analysis (GRA) method for solving SVTrNN based MADM problem, where the weight information of attributes is partially known or completely unknown. Following the classical GRA method, we define grey relational co-efficient using a new distance measure. We develop two optimization models to determine the weights of the attributes. We calculate grey positive and negative relational degrees and define the relative closeness co-efficient of each alternative to determine the best alternative. We take a numerical example to validate the proposed approach and compare the proposed method with other exiting methods. It is observed from the numerical study that the proposed GRA method has an advantage over the existing methods for solving SVTrNN based MADM problem with partially known or completely unknown attribute weight information.

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Literatur
Zurück zum Zitat Atanasso KT (1986) Intuitionistic fuzzy sets. Fuzzy Sets Syst 20(1):87–96 Atanasso KT (1986) Intuitionistic fuzzy sets. Fuzzy Sets Syst 20(1):87–96
Zurück zum Zitat Biswas P, Pramanik S, Giri BC (2016) Value and ambiguity index based ranking method of single-valued trapezoidal neutrosophic numbers and its application to multi-attribute decision making. Neutrosophic Sets Syst 12:127–138 Biswas P, Pramanik S, Giri BC (2016) Value and ambiguity index based ranking method of single-valued trapezoidal neutrosophic numbers and its application to multi-attribute decision making. Neutrosophic Sets Syst 12:127–138
Zurück zum Zitat Biswas P, Pramanik S, Giri BC (2014) Entropy based grey relational analysis method for multi-attribute decision- making under single valued neutrosophic assessments. Neutrosophic Sets Syst 2:102–110 Biswas P, Pramanik S, Giri BC (2014) Entropy based grey relational analysis method for multi-attribute decision- making under single valued neutrosophic assessments. Neutrosophic Sets Syst 2:102–110
Zurück zum Zitat Biswas P, Pramanik S, Giri BC (2016) GRA method of multiple attribute decision making with single valued neutrosophic hesitant fuzzy set information. In: Smarandache F, Pramanik S (eds) New trends in neutrosophic theory and applications, chap 4. Pons asbl, Brussells, pp 55–63 Biswas P, Pramanik S, Giri BC (2016) GRA method of multiple attribute decision making with single valued neutrosophic hesitant fuzzy set information. In: Smarandache F, Pramanik S (eds) New trends in neutrosophic theory and applications, chap 4. Pons asbl, Brussells, pp 55–63
Zurück zum Zitat Biswas P, Pramanik S, Giri BC (2018) TOPSIS strategy for multi-attribute decision making with trapezoidal neutrosophic numbers. Neutrosophic Sets Syst 19:29–39 Biswas P, Pramanik S, Giri BC (2018) TOPSIS strategy for multi-attribute decision making with trapezoidal neutrosophic numbers. Neutrosophic Sets Syst 19:29–39
Zurück zum Zitat Brans JP, Vincke P, Mareschal B (1986) How to select and how to rank projects: the PROMETHEE method. Eur J Oper Res 24(2):228–238MathSciNetMATH Brans JP, Vincke P, Mareschal B (1986) How to select and how to rank projects: the PROMETHEE method. Eur J Oper Res 24(2):228–238MathSciNetMATH
Zurück zum Zitat Deli I, Subas Y (2017) A ranking method of single valued neutrosophic numbers and its applications to multi-attribute decision making problems. Int J Mach Learn Cybern 8(4):1309–1322 Deli I, Subas Y (2017) A ranking method of single valued neutrosophic numbers and its applications to multi-attribute decision making problems. Int J Mach Learn Cybern 8(4):1309–1322
Zurück zum Zitat Chen SM, Chang CH (2015) A novel similarity measure between Atanassov’s intuitionistic fuzzy sets based on transformation techniques with applications to pattern recognition. Inform Sci 291:96–114 Chen SM, Chang CH (2015) A novel similarity measure between Atanassov’s intuitionistic fuzzy sets based on transformation techniques with applications to pattern recognition. Inform Sci 291:96–114
Zurück zum Zitat Chen SM, Cheng SH, Chiou CH (2016a) Fuzzy multiattribute group decision making based on intuitionistic fuzzy sets and evidential reasoning methodology. Inform Fusion 27:215–227 Chen SM, Cheng SH, Chiou CH (2016a) Fuzzy multiattribute group decision making based on intuitionistic fuzzy sets and evidential reasoning methodology. Inform Fusion 27:215–227
Zurück zum Zitat Chen SM, Cheng SH, Lan TC (2016b) Multicriteria decision making based on the TOPSIS method and similarity measures between intuitionistic fuzzy values. Inform Sci 367:279–95 Chen SM, Cheng SH, Lan TC (2016b) Multicriteria decision making based on the TOPSIS method and similarity measures between intuitionistic fuzzy values. Inform Sci 367:279–95
Zurück zum Zitat Cheng SH, Chen SM, Jian WS (2016c) Fuzzy time series forecasting based on fuzzy logical relationships and similarity measures. Inform Sci 327:272–287MathSciNetMATH Cheng SH, Chen SM, Jian WS (2016c) Fuzzy time series forecasting based on fuzzy logical relationships and similarity measures. Inform Sci 327:272–287MathSciNetMATH
Zurück zum Zitat Chen SM, Chang YC (2011) Weighted fuzzy rule interpolation based on GA-based weight-learning techniques. IEEE Trans Fuzzy Syst 19(4):729–744MathSciNet Chen SM, Chang YC (2011) Weighted fuzzy rule interpolation based on GA-based weight-learning techniques. IEEE Trans Fuzzy Syst 19(4):729–744MathSciNet
Zurück zum Zitat Chen SM, Huang CM (2003) Generating weighted fuzzy rules from relational database systems for estimating null values using genetic algorithms. IEEE Trans Fuzzy Syst 11(4):495–506 Chen SM, Huang CM (2003) Generating weighted fuzzy rules from relational database systems for estimating null values using genetic algorithms. IEEE Trans Fuzzy Syst 11(4):495–506
Zurück zum Zitat Chen SM, Tanuwijaya K (2011) Fuzzy forecasting based on high-order fuzzy logical relationships and automatic clustering techniques. Expert Syst Appl 38(12):15425–15437 Chen SM, Tanuwijaya K (2011) Fuzzy forecasting based on high-order fuzzy logical relationships and automatic clustering techniques. Expert Syst Appl 38(12):15425–15437
Zurück zum Zitat Chen SM, Wang JY (1995) Document retrieval using knowledge-based fuzzy information retrieval techniques. IEEE Trans Syst Man Cybern 25(5):793–803 Chen SM, Wang JY (1995) Document retrieval using knowledge-based fuzzy information retrieval techniques. IEEE Trans Syst Man Cybern 25(5):793–803
Zurück zum Zitat Dey A, Broumi S, Bakali A, Talea M, Smarandache F (2019) A new algorithm for finding minimum spanning trees with undirected neutrosophic graphs. Granul Comput 4(1):63–9 Dey A, Broumi S, Bakali A, Talea M, Smarandache F (2019) A new algorithm for finding minimum spanning trees with undirected neutrosophic graphs. Granul Comput 4(1):63–9
Zurück zum Zitat Dey PP, Pramanik S, Giri BC (2015) Multi-criteria group decision making in intuitionistic fuzzy environment based on grey relational analysis for weaver selection in Khadi institution. J Appl Quantitative Methods 10(4):1–14 Dey PP, Pramanik S, Giri BC (2015) Multi-criteria group decision making in intuitionistic fuzzy environment based on grey relational analysis for weaver selection in Khadi institution. J Appl Quantitative Methods 10(4):1–14
Zurück zum Zitat Dubois D, Prade H (1983) Ranking fuzzy numbers in the setting of possibility theory. Inform Sci 30(3):183–224MathSciNetMATH Dubois D, Prade H (1983) Ranking fuzzy numbers in the setting of possibility theory. Inform Sci 30(3):183–224MathSciNetMATH
Zurück zum Zitat Haibin W, Smarandache F, Zhang Y, Sunderraman R (2010) Single valued neutrosophic sets. Multispace Multistruct 4:410–413MATH Haibin W, Smarandache F, Zhang Y, Sunderraman R (2010) Single valued neutrosophic sets. Multispace Multistruct 4:410–413MATH
Zurück zum Zitat Hwang CL, Yoon K (1981) Methods for multiple attribute decision making. In: Multiple attribute decision making. Lecture notes in Economics and Mathematical Systems, vol. 186. Springer, Berlin, pp 58–191. Hwang CL, Yoon K (1981) Methods for multiple attribute decision making. In: Multiple attribute decision making. Lecture notes in Economics and Mathematical Systems, vol. 186. Springer, Berlin, pp 58–191.
Zurück zum Zitat Lee LW, Chen SM (2008) Fuzzy risk analysis based on fuzzy numbers with different shapes and different deviations. Expert Syst Appl 34(4):2763–71 Lee LW, Chen SM (2008) Fuzzy risk analysis based on fuzzy numbers with different shapes and different deviations. Expert Syst Appl 34(4):2763–71
Zurück zum Zitat Liu P, Chen SM (2018a) Multiattribute group decision making based on intuitionistic 2-tuple linguistic information. Inform Sci 430:599–619MathSciNetMATH Liu P, Chen SM (2018a) Multiattribute group decision making based on intuitionistic 2-tuple linguistic information. Inform Sci 430:599–619MathSciNetMATH
Zurück zum Zitat Liu P, Chen SM (2018b) Group decision making based on Heronian aggregation operators of intuitionistic fuzzy numbers. IEEE Trans Cybern 47(9):2514–2530 Liu P, Chen SM (2018b) Group decision making based on Heronian aggregation operators of intuitionistic fuzzy numbers. IEEE Trans Cybern 47(9):2514–2530
Zurück zum Zitat Liu P, Chen SM, Liu J (2017) Multiple attribute group decision making based on intuitionistic fuzzy interaction partitioned Bonferroni mean operators. Inform Sci 411:98–121MathSciNetMATH Liu P, Chen SM, Liu J (2017) Multiple attribute group decision making based on intuitionistic fuzzy interaction partitioned Bonferroni mean operators. Inform Sci 411:98–121MathSciNetMATH
Zurück zum Zitat Mondal K, Pramanik S (2015a) Neutrosophic decision making model for clay-brick selection in construction field based on grey relational analysis. Neutrosophic Sets Syst 9:64–71 Mondal K, Pramanik S (2015a) Neutrosophic decision making model for clay-brick selection in construction field based on grey relational analysis. Neutrosophic Sets Syst 9:64–71
Zurück zum Zitat Mondal K, Pramanik S (2015b) Rough neutrosophic multi-attribute decision-making based on grey relational analysis. Neutrosophic Sets Syst 7:8–17 Mondal K, Pramanik S (2015b) Rough neutrosophic multi-attribute decision-making based on grey relational analysis. Neutrosophic Sets Syst 7:8–17
Zurück zum Zitat Opricovic S, Tzeng GH (2004) Compromise solution by MCDM methods. A comparative analysis of VIKOR and TOPSIS. Eur J Oper Res 156(2):445–455MATH Opricovic S, Tzeng GH (2004) Compromise solution by MCDM methods. A comparative analysis of VIKOR and TOPSIS. Eur J Oper Res 156(2):445–455MATH
Zurück zum Zitat Park JH, Park IY, Kwun YC, Tan X (2011) Extension of the TOPSIS method for decision making problems under interval-valued intuitionistic fuzzy environment. Appl Math Modell 35:2544–2556MathSciNetMATH Park JH, Park IY, Kwun YC, Tan X (2011) Extension of the TOPSIS method for decision making problems under interval-valued intuitionistic fuzzy environment. Appl Math Modell 35:2544–2556MathSciNetMATH
Zurück zum Zitat Park KS, Kim SH, Yoon WC (1997) Establishing strict dominance between alternatives with special type of incomplete information. Eur J Oper Res 96:398–406MATH Park KS, Kim SH, Yoon WC (1997) Establishing strict dominance between alternatives with special type of incomplete information. Eur J Oper Res 96:398–406MATH
Zurück zum Zitat Pramanik S, Mondal K (2015) Interval neutrosophic multi-Attribute decision-making based on grey relational analysis. Neutrosophic Sets Syst 9:13–22 Pramanik S, Mondal K (2015) Interval neutrosophic multi-Attribute decision-making based on grey relational analysis. Neutrosophic Sets Syst 9:13–22
Zurück zum Zitat Pramanik S, Mukhopadhyaya D (2011) Grey relational analysis based intuitionistic fuzzy multi-criteria group decision-making approach for teacher selection in higher education. Int J Comput Appl 34(10):21–29 Pramanik S, Mukhopadhyaya D (2011) Grey relational analysis based intuitionistic fuzzy multi-criteria group decision-making approach for teacher selection in higher education. Int J Comput Appl 34(10):21–29
Zurück zum Zitat Pramanik S, Dalapati S, Roy TK (2016) Logistics center location selection approach based on neutrosophic multi-criteria decision making. In: Smarandache F, Pramanik S (eds) New trends in neutrosophic theory and applications, chap 12. Pons asbl, Brussells, pp 161–174 Pramanik S, Dalapati S, Roy TK (2016) Logistics center location selection approach based on neutrosophic multi-criteria decision making. In: Smarandache F, Pramanik S (eds) New trends in neutrosophic theory and applications, chap 12. Pons asbl, Brussells, pp 161–174
Zurück zum Zitat Qin J (2017) Interval type-2 fuzzy Hamy mean operators and their application in multiple criteria decision making. Granul Comput 2(4):249–69 Qin J (2017) Interval type-2 fuzzy Hamy mean operators and their application in multiple criteria decision making. Granul Comput 2(4):249–69
Zurück zum Zitat Sahin R, Liu P (2016) Maximizing deviation method for neutrosophic multiple attribute decision making with incomplete weight information. Neural Comput Appl 27(7):2017–2029 Sahin R, Liu P (2016) Maximizing deviation method for neutrosophic multiple attribute decision making with incomplete weight information. Neural Comput Appl 27(7):2017–2029
Zurück zum Zitat Smarandache F (1999) A unifying field in logics neutrosophy: neutrosophic probability, set and logic. American Research Press, RehobothMATH Smarandache F (1999) A unifying field in logics neutrosophy: neutrosophic probability, set and logic. American Research Press, RehobothMATH
Zurück zum Zitat Subas Y (2015) Neutrosophic numbers and their application to Multi-attribute decision making problems In Turkish Masters Thesis, Kilis 7 Aralık University, Graduate School of Natural and Applied Science Subas Y (2015) Neutrosophic numbers and their application to Multi-attribute decision making problems In Turkish Masters Thesis, Kilis 7 Aralık University, Graduate School of Natural and Applied Science
Zurück zum Zitat Wei GW (2010) GRA method for multiple attribute decision making with incomplete weight information in intuitionistic fuzzy setting. Knowl Based Syst 23(3):243–247 Wei GW (2010) GRA method for multiple attribute decision making with incomplete weight information in intuitionistic fuzzy setting. Knowl Based Syst 23(3):243–247
Zurück zum Zitat Wei GW (2011) Gray relational analysis method for intuitionistic fuzzy multiple attribute decision making. Expert Syst Appl 38(9):11671–11677 Wei GW (2011) Gray relational analysis method for intuitionistic fuzzy multiple attribute decision making. Expert Syst Appl 38(9):11671–11677
Zurück zum Zitat Wei GW, Wang RL, Zhao X (2011) Grey relational analysis method for intuitionistic fuzzy multiple attribute decision making with preference information on alternatives. Int J Comput Intell Syst 4:164–173 Wei GW, Wang RL, Zhao X (2011) Grey relational analysis method for intuitionistic fuzzy multiple attribute decision making with preference information on alternatives. Int J Comput Intell Syst 4:164–173
Zurück zum Zitat Wind Y, Saaty TL (1980) Marketing applications of the analytic hierarchy process. Manag Sci 26(7):641–658 Wind Y, Saaty TL (1980) Marketing applications of the analytic hierarchy process. Manag Sci 26(7):641–658
Zurück zum Zitat Ye J (2013) Multicriteria decision-making method using the correlation coefficient under single-valued neutrosophic environment. Int J Gen Syst 42(4):386–394MathSciNetMATH Ye J (2013) Multicriteria decision-making method using the correlation coefficient under single-valued neutrosophic environment. Int J Gen Syst 42(4):386–394MathSciNetMATH
Zurück zum Zitat Ye J (2017) Some weighted aggregation operators of trapezoidal neutrosophic numbers and their multiple attribute decision making method. Informatica 28(2):387–402MathSciNet Ye J (2017) Some weighted aggregation operators of trapezoidal neutrosophic numbers and their multiple attribute decision making method. Informatica 28(2):387–402MathSciNet
Zurück zum Zitat Zadeh LA (1965) Fuzzy sets. Inform Control 8(3):338–353MATH Zadeh LA (1965) Fuzzy sets. Inform Control 8(3):338–353MATH
Zurück zum Zitat Zhang J, Wu D, Olson DL (2005) The method of grey related analysis to multiple attribute decision making problems with interval numbers. Math Comput Modell 42(9–10):991–998MathSciNetMATH Zhang J, Wu D, Olson DL (2005) The method of grey related analysis to multiple attribute decision making problems with interval numbers. Math Comput Modell 42(9–10):991–998MathSciNetMATH
Zurück zum Zitat Zhang SF, Liu SY (2011) A GRA-based intuitionistic fuzzy multi-criteria group decision making method for personnel selection. Expert Syst Appl 38(9):11401–11405 Zhang SF, Liu SY (2011) A GRA-based intuitionistic fuzzy multi-criteria group decision making method for personnel selection. Expert Syst Appl 38(9):11401–11405
Metadaten
Titel
Grey relational analysis method for SVTrNN based multi-attribute decision making with partially known or completely unknown weight information
verfasst von
Bibhas C. Giri
Mahatab Uddin Molla
Pranab Biswas
Publikationsdatum
27.05.2019
Verlag
Springer International Publishing
Erschienen in
Granular Computing / Ausgabe 4/2020
Print ISSN: 2364-4966
Elektronische ISSN: 2364-4974
DOI
https://doi.org/10.1007/s41066-019-00174-6

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