Study on multi-objective linear fractional programming problem involving pentagonal intuitionistic fuzzy number

In this paper, we have suggested an alternative approach to solve intuitionistic fuzzy multi objective linear fractional programming problems (IFMOLFPP). Here, the cost of the objective function, the resources and the technological coefficients are taken to be pentagonal intuitionistic fuzzy numbers...

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Published in:Results in control and optimization Vol. 6; p. 100091
Main Authors: Sahoo, D., Tripathy, A.K., Pati, J.K.
Format: Journal Article
Language:English
Published: Elsevier B.V 01.03.2022
Elsevier
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ISSN:2666-7207, 2666-7207
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Abstract In this paper, we have suggested an alternative approach to solve intuitionistic fuzzy multi objective linear fractional programming problems (IFMOLFPP). Here, the cost of the objective function, the resources and the technological coefficients are taken to be pentagonal intuitionistic fuzzy numbers. In the proposed method, we have transformed (IFMOLFPP) to intuitionistic fuzzy multi objective linear programming problem (IFMOLPP) and then the resultant (IFMOLPP) is converted into crisp multi objective linear programming problem (CMOLPP) under well defined accuracy function. We have established some theorems to show that the efficient solution of (CMOLPP) is also an efficient solution of (IFMOLPP) and (IFMOLFPP). Then by using Zimmermann’s technique under suitable non linear membership functions, we have reduced (CMOLPP) to a single objective LPP which can be easily solved by any LPP algorithm or software. We have illustrated the proposed approach by Numerical examples.
AbstractList In this paper, we have suggested an alternative approach to solve intuitionistic fuzzy multi objective linear fractional programming problems (IFMOLFPP). Here, the cost of the objective function, the resources and the technological coefficients are taken to be pentagonal intuitionistic fuzzy numbers. In the proposed method, we have transformed (IFMOLFPP) to intuitionistic fuzzy multi objective linear programming problem (IFMOLPP) and then the resultant (IFMOLPP) is converted into crisp multi objective linear programming problem (CMOLPP) under well defined accuracy function. We have established some theorems to show that the efficient solution of (CMOLPP) is also an efficient solution of (IFMOLPP) and (IFMOLFPP). Then by using Zimmermann’s technique under suitable non linear membership functions, we have reduced (CMOLPP) to a single objective LPP which can be easily solved by any LPP algorithm or software. We have illustrated the proposed approach by Numerical examples.
ArticleNumber 100091
Author Sahoo, D.
Pati, J.K.
Tripathy, A.K.
Author_xml – sequence: 1
  givenname: D.
  surname: Sahoo
  fullname: Sahoo, D.
  email: sahoo.deepanjali@gmail.com
  organization: Department of Mathematics, C.V.Raman, Global University, Bhubaneswar Odisha, India
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  givenname: A.K.
  surname: Tripathy
  fullname: Tripathy, A.K.
  email: arun.tripathy15@gmail.com
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  givenname: J.K.
  surname: Pati
  fullname: Pati, J.K.
  email: jkpati2015@gmail.com
  organization: Department of Mathematics, C.V.Raman, Global University, Bhubaneswar Odisha, India
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Cites_doi 10.1016/S0165-0114(02)00374-3
10.1016/0165-0114(95)00273-1
10.1016/0165-0114(78)90031-3
10.1016/j.apm.2015.03.064
10.1007/978-81-322-0487-9_95
10.1016/0165-0114(89)90188-7
10.1016/j.mcm.2006.05.008
10.1016/j.jocs.2017.12.004
10.1016/0165-0114(84)90023-X
10.1016/S0165-0114(86)80034-3
10.1016/0165-0114(93)90381-Q
10.1002/nav.3800090303
10.1016/0165-0114(92)90034-2
10.1016/j.matcom.2018.11.013
10.1016/S0165-0114(02)00142-2
10.1007/s12190-008-0052-5
10.1051/ro/2013056
10.1007/s10700-006-0021-0
10.1007/s12597-011-0043-4
10.1016/j.cie.2017.07.026
10.1016/j.ins.2007.06.010
10.1016/j.jmaa.2005.08.098
10.1007/s00500-019-04442-0
10.1007/s40815-015-0108-2
10.1016/S0165-0114(01)00060-4
10.1051/ro/2016022
10.1007/s00521-016-2243-6
10.1016/j.apm.2016.01.044
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Keywords 90C32
Accuracy function
Efficient solution
90C29
Pentagonal intuitionistic fuzzy number
Nonlinear membership function
90C70
Language English
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References Chakraborty, Gupta (b9) 2002; 125
Craven (b2) 1988
Nachammai, Thangaraj (b16) 2012; 6
Mehra, Chandra, Bector (b25) 2007; 6
Stanojeric, Stancu-Minasian (b20) 2009; 11
Das, Mandal, Edalatpanch (b22) 2017; 51
Arya, Sing, Kumari, Obaidat (b38) 2020; 24
Dutta, Tiwari, Rao (b8) 1992; 52
Singh, Yadav (b39) 2016; 18
Schaible (b3) 1976; 22
Das, Mondol (b24) 2017; 4
Panda, Pal (b43) 2015; 1
Guzel, Sivri (b12) 2005; 6
Charne, Cooper (b1) 1962; 9
Guzel (b13) 2013
Singh, Yadav (b41) 2015; 39
Stancu-Minasian, Pop (b34) 2003; 134
Pop, Stancu-Minasian (b17) 2008; 27
Chang (b30) 2017; 112
Zimmermann (b28) 1978; 1
Jain, Mangal, Parihar (b19) 2011; 48
Veeramani, Sumathi (b26) 2016; 40
Nykowski, Zolkiski (b32) 2003; 139
Antczak (b4) 2006; 332
Bhati, Singh (b11) 2017; 28
Das, Edalatpanah, Mondol (b21) 2018; 25
Campos, Munoz (b27) 1989; 29
Ponnivalavan, Pathinathan (b44) 2015; 10
Saad (b31) 2007; 45
Mehlawat, Kumar (b15) 2012; 130
Veeramani, Sumathi (b35) 2014; 48
Li, Chen (b14) 1996; 4
Das, Edalatpanah (b23) 2016; 2
Rath, Dash, Gosh (b33) 2008; 37E
Luhandjula (b6) 1984; 13
Arya, Singh (b37) 2019; 160
Singh, Yadav (b42) 2015; 39
Bellman, Zadeh (b5) 1970; 17
Pal, Moitra, Maulik (b10) 2003; 139
Fortemps, Roubens (b29) 1996; 82
Dutta, Tiwari, Rao (b7) 1993; 54
Arya, Singh (b36) 2017; 32
Duran Toksari (b18) 2008; 178
Atanassov (b40) 1986; 20
Charne (10.1016/j.rico.2021.100091_b1) 1962; 9
Stanojeric (10.1016/j.rico.2021.100091_b20) 2009; 11
Li (10.1016/j.rico.2021.100091_b14) 1996; 4
Duran Toksari (10.1016/j.rico.2021.100091_b18) 2008; 178
Mehlawat (10.1016/j.rico.2021.100091_b15) 2012; 130
Jain (10.1016/j.rico.2021.100091_b19) 2011; 48
Singh (10.1016/j.rico.2021.100091_b39) 2016; 18
Singh (10.1016/j.rico.2021.100091_b42) 2015; 39
Guzel (10.1016/j.rico.2021.100091_b13) 2013
Chang (10.1016/j.rico.2021.100091_b30) 2017; 112
Ponnivalavan (10.1016/j.rico.2021.100091_b44) 2015; 10
Nachammai (10.1016/j.rico.2021.100091_b16) 2012; 6
Stancu-Minasian (10.1016/j.rico.2021.100091_b34) 2003; 134
Antczak (10.1016/j.rico.2021.100091_b4) 2006; 332
Pop (10.1016/j.rico.2021.100091_b17) 2008; 27
Arya (10.1016/j.rico.2021.100091_b38) 2020; 24
Panda (10.1016/j.rico.2021.100091_b43) 2015; 1
Craven (10.1016/j.rico.2021.100091_b2) 1988
Dutta (10.1016/j.rico.2021.100091_b8) 1992; 52
Campos (10.1016/j.rico.2021.100091_b27) 1989; 29
Schaible (10.1016/j.rico.2021.100091_b3) 1976; 22
Saad (10.1016/j.rico.2021.100091_b31) 2007; 45
Bellman (10.1016/j.rico.2021.100091_b5) 1970; 17
Veeramani (10.1016/j.rico.2021.100091_b35) 2014; 48
Das (10.1016/j.rico.2021.100091_b22) 2017; 51
Luhandjula (10.1016/j.rico.2021.100091_b6) 1984; 13
Dutta (10.1016/j.rico.2021.100091_b7) 1993; 54
Arya (10.1016/j.rico.2021.100091_b37) 2019; 160
Nykowski (10.1016/j.rico.2021.100091_b32) 2003; 139
Singh (10.1016/j.rico.2021.100091_b41) 2015; 39
Mehra (10.1016/j.rico.2021.100091_b25) 2007; 6
Veeramani (10.1016/j.rico.2021.100091_b26) 2016; 40
Das (10.1016/j.rico.2021.100091_b21) 2018; 25
Bhati (10.1016/j.rico.2021.100091_b11) 2017; 28
Chakraborty (10.1016/j.rico.2021.100091_b9) 2002; 125
Rath (10.1016/j.rico.2021.100091_b33) 2008; 37E
Arya (10.1016/j.rico.2021.100091_b36) 2017; 32
Das (10.1016/j.rico.2021.100091_b23) 2016; 2
Pal (10.1016/j.rico.2021.100091_b10) 2003; 139
Zimmermann (10.1016/j.rico.2021.100091_b28) 1978; 1
Das (10.1016/j.rico.2021.100091_b24) 2017; 4
Fortemps (10.1016/j.rico.2021.100091_b29) 1996; 82
Guzel (10.1016/j.rico.2021.100091_b12) 2005; 6
Atanassov (10.1016/j.rico.2021.100091_b40) 1986; 20
References_xml – volume: 125
  start-page: 335
  year: 2002
  end-page: 342
  ident: b9
  article-title: Fuzzy mathematical programming for multiobjective linear fractional programming problem
  publication-title: Fuzzy Sets and Systems
– volume: 17
  year: 1970
  ident: b5
  article-title: Decision making in a fuzzy environment
  publication-title: Manage Sci
– volume: 1
  start-page: 131
  year: 2015
  end-page: 139
  ident: b43
  article-title: A study on pentagonal fuzzy number and its corresponding matrices
  publication-title: Pacific Sci Rev B
– volume: 139
  start-page: 395
  year: 2003
  end-page: 405
  ident: b10
  article-title: A goal programming procedure for fuzzy multi-objective linear fractional programming problem
  publication-title: Fuzzy Sets Syst
– volume: 178
  start-page: 1189
  year: 2008
  end-page: 1204
  ident: b18
  article-title: Taylor series approach to fuzzy multiobjective linear fractional programming
  publication-title: Inform Sci
– volume: 48
  start-page: 109
  year: 2014
  end-page: 122
  ident: b35
  article-title: Fuzzy mathematical programming approach for solving fuzzy linear programming problem
  publication-title: RAIRO-Oper Res
– volume: 134
  start-page: 397
  year: 2003
  end-page: 405
  ident: b34
  article-title: On a fuzzy set approach to solving multiple objective linear fractional programming problem
  publication-title: Fuzzy Sets and Systems
– volume: 28
  start-page: 3341
  year: 2017
  end-page: 3351
  ident: b11
  article-title: Branch and bound computational method for multi objective linear fractional optimization problem
  publication-title: Neural Comput Appl
– year: 2013
  ident: b13
  article-title: A proposal to the solution of multiobjective linear fractional programming
– volume: 25
  start-page: 367
  year: 2018
  end-page: 375
  ident: b21
  article-title: A proposal model for solving fuzzy linear fractional programming problem: numerical point of views
  publication-title: J Comput Sci
– volume: 160
  start-page: 39
  year: 2019
  end-page: 54
  ident: b37
  article-title: Fuzzy efficient iterative method for multiobjective linear fractional programming problems
  publication-title: Math Comput Simulation
– volume: 20
  start-page: 87
  year: 1986
  end-page: 96
  ident: b40
  article-title: Intuitionistic fuzzy sets
  publication-title: Fuzzy Sets and Systems
– volume: 52
  start-page: 39
  year: 1992
  end-page: 45
  ident: b8
  article-title: Multiple objective linear fractional programming: a fuzzy set theoretic approach
  publication-title: Fuzzy Sets and Systems
– volume: 27
  start-page: 727
  year: 2008
  end-page: 742
  ident: b17
  article-title: A method of solving fully fuzzified linear fractional programming problem
  publication-title: J Appl Math Comput
– year: 1988
  ident: b2
  article-title: Fractional programming
– volume: 11
  start-page: 503
  year: 2009
  end-page: 523
  ident: b20
  article-title: On solving fuzzified linear fractional programs
  publication-title: Adv Model Optim
– volume: 24
  start-page: 9105
  year: 2020
  end-page: 9119
  ident: b38
  article-title: An approach for solving fully fuzzy multiobjective linear fractional optimization problems
  publication-title: Soft Comput
– volume: 13
  start-page: 11
  year: 1984
  end-page: 23
  ident: b6
  article-title: Fuzzy approaches for multiple objective linear fractional optimization
  publication-title: Fuzzy Sets and Systems
– volume: 4
  start-page: 89
  year: 2017
  end-page: 96
  ident: b24
  article-title: A new model for solving fuzzy linear fractional programming problem with ranking function
  publication-title: J Appl Sci Ind Eng
– volume: 37E
  start-page: 109
  year: 2008
  end-page: 116
  ident: b33
  article-title: Solution of fuzzy multi-objective fractional linear programming problem using fuzzy programming technique based on exponential membership function
  publication-title: Bull Pure Appl Sci
– volume: 6
  start-page: 1275
  year: 2012
  end-page: 1285
  ident: b16
  article-title: Solving fuzzy linear fractional programming problem using metric distance ranking
  publication-title: Appl Math Sci
– volume: 48
  start-page: 120
  year: 2011
  end-page: 135
  ident: b19
  article-title: Solution of fuzzy linear fractional programming problem
  publication-title: OPSEARCH
– volume: 40
  start-page: 6148
  year: 2016
  end-page: 6164
  ident: b26
  article-title: Solving the linear fractional programming problem in a fuzzy environment: numerical approach
  publication-title: Appl Math Model
– volume: 39
  start-page: 4617
  year: 2015
  end-page: 4629
  ident: b41
  article-title: Modeling and optimization of multi objective non linear programming problem in intuitionistic fuzzy environment
  publication-title: Appl Math Model
– volume: 10
  start-page: 5446
  year: 2015
  end-page: 5450
  ident: b44
  article-title: Intuitionistic pentagonal fuzzy number
  publication-title: ARPN J Eng Appl Sci
– volume: 4
  start-page: 829
  year: 1996
  end-page: 834
  ident: b14
  article-title: A fuzzy programming approach to fuzzy linear fractional programming with fuzzy coefficient
  publication-title: J Fuzzy Math
– volume: 6
  start-page: 5
  year: 2007
  end-page: 16
  ident: b25
  article-title: Acceptable optimality in linear fractional programming with fuzzy coefficients
  publication-title: Fuzzy Optim Dec Mak
– volume: 45
  start-page: 221
  year: 2007
  end-page: 231
  ident: b31
  article-title: On stability of proper efficient solution in multiobjective fractional programming problem under fuzziness
  publication-title: Math Comput Modelling
– volume: 6
  start-page: 80
  year: 2005
  end-page: 87
  ident: b12
  article-title: Taylor series application of multi objective linear fractional programming problem
  publication-title: Trakya Univ J Sci
– volume: 139
  start-page: 395
  year: 2003
  end-page: 405
  ident: b32
  article-title: A compromise procedure for the multiple objective linear fractional programming problem
  publication-title: Fuzzy Sets and Systems
– volume: 112
  start-page: 437
  year: 2017
  end-page: 446
  ident: b30
  article-title: Fuzzy linearization strategy for multiple objective linear fractional programming with binary utility function
  publication-title: Comput Ind Eng
– volume: 18
  start-page: 263
  year: 2016
  end-page: 269
  ident: b39
  article-title: Fuzzy programming approach for solving intuitionistic fuzzy linear fractional programming problem
  publication-title: Int J Fuzzy Syst
– volume: 130
  start-page: 1037
  year: 2012
  end-page: 1049
  ident: b15
  article-title: A solution procedure for a linear fractional programming problem with fuzzy numbers
  publication-title: Adv Intel Soft Comput
– volume: 332
  start-page: 971
  year: 2006
  end-page: 989
  ident: b4
  article-title: A modified objective function method for solving nonlinear multiobjective fractional programming problem
  publication-title: J Math Anal Appl
– volume: 29
  start-page: 145
  year: 1989
  end-page: 153
  ident: b27
  article-title: A subjective approach for ranking fuzzy numbers
  publication-title: Fuzzy Sets and Systems
– volume: 1
  start-page: 45
  year: 1978
  end-page: 58
  ident: b28
  article-title: Fuzzy programming and linear programming with several objective functions
  publication-title: Fuzzy Sets Syst
– volume: 54
  start-page: 347
  year: 1993
  end-page: 349
  ident: b7
  article-title: Fuzzy approach for multiple criteria linear fractional programming optimization : a comment
  publication-title: Fuzzy Sets and Systems
– volume: 39
  start-page: 4617
  year: 2015
  end-page: 4629
  ident: b42
  article-title: Modeling and optimization of multi objective non-linear programming problem in intuitionistic fuzzy environment
  publication-title: Appl Math Model
– volume: 51
  start-page: 285
  year: 2017
  end-page: 297
  ident: b22
  article-title: A new approach for solving fully fuzzy linear fractional programming problem using the multiobjective programming
  publication-title: RAIRO Oper Res
– volume: 22
  start-page: 658
  year: 1976
  end-page: 667
  ident: b3
  article-title: Fractional programming I: duality
  publication-title: Manag Sci
– volume: 82
  start-page: 319
  year: 1996
  end-page: 330
  ident: b29
  article-title: Ranking and defuzzification method based on area compensation
  publication-title: Fuzzy Sets and Systems
– volume: 2
  start-page: 16
  year: 2016
  end-page: 19
  ident: b23
  article-title: A general form of fuzzy linear fractional programs with trapezoidal fuzzy numbers
  publication-title: Int J Data Envelop Anal Oper Res
– volume: 9
  start-page: 181
  year: 1962
  end-page: 186
  ident: b1
  article-title: Programming with linear fractional function
  publication-title: Nav Res Logist Q
– volume: 32
  start-page: 421
  year: 2017
  end-page: 433
  ident: b36
  article-title: Fuzzy parametric iterative method for multiobjective linear fractional optimization problems
  publication-title: J Intel Fuzzy Syst
– volume: 17
  issue: 4
  year: 1970
  ident: 10.1016/j.rico.2021.100091_b5
  article-title: Decision making in a fuzzy environment
  publication-title: Manage Sci
– volume: 139
  start-page: 395
  year: 2003
  ident: 10.1016/j.rico.2021.100091_b32
  article-title: A compromise procedure for the multiple objective linear fractional programming problem
  publication-title: Fuzzy Sets and Systems
  doi: 10.1016/S0165-0114(02)00374-3
– volume: 32
  start-page: 421
  year: 2017
  ident: 10.1016/j.rico.2021.100091_b36
  article-title: Fuzzy parametric iterative method for multiobjective linear fractional optimization problems
  publication-title: J Intel Fuzzy Syst
– volume: 82
  start-page: 319
  year: 1996
  ident: 10.1016/j.rico.2021.100091_b29
  article-title: Ranking and defuzzification method based on area compensation
  publication-title: Fuzzy Sets and Systems
  doi: 10.1016/0165-0114(95)00273-1
– volume: 4
  start-page: 829
  year: 1996
  ident: 10.1016/j.rico.2021.100091_b14
  article-title: A fuzzy programming approach to fuzzy linear fractional programming with fuzzy coefficient
  publication-title: J Fuzzy Math
– year: 1988
  ident: 10.1016/j.rico.2021.100091_b2
– volume: 1
  start-page: 45
  year: 1978
  ident: 10.1016/j.rico.2021.100091_b28
  article-title: Fuzzy programming and linear programming with several objective functions
  publication-title: Fuzzy Sets Syst
  doi: 10.1016/0165-0114(78)90031-3
– volume: 39
  start-page: 4617
  year: 2015
  ident: 10.1016/j.rico.2021.100091_b42
  article-title: Modeling and optimization of multi objective non-linear programming problem in intuitionistic fuzzy environment
  publication-title: Appl Math Model
  doi: 10.1016/j.apm.2015.03.064
– volume: 130
  start-page: 1037
  year: 2012
  ident: 10.1016/j.rico.2021.100091_b15
  article-title: A solution procedure for a linear fractional programming problem with fuzzy numbers
  publication-title: Adv Intel Soft Comput
  doi: 10.1007/978-81-322-0487-9_95
– volume: 139
  start-page: 395
  year: 2003
  ident: 10.1016/j.rico.2021.100091_b10
  article-title: A goal programming procedure for fuzzy multi-objective linear fractional programming problem
  publication-title: Fuzzy Sets Syst
  doi: 10.1016/S0165-0114(02)00374-3
– year: 2013
  ident: 10.1016/j.rico.2021.100091_b13
– volume: 11
  start-page: 503
  year: 2009
  ident: 10.1016/j.rico.2021.100091_b20
  article-title: On solving fuzzified linear fractional programs
  publication-title: Adv Model Optim
– volume: 29
  start-page: 145
  year: 1989
  ident: 10.1016/j.rico.2021.100091_b27
  article-title: A subjective approach for ranking fuzzy numbers
  publication-title: Fuzzy Sets and Systems
  doi: 10.1016/0165-0114(89)90188-7
– volume: 45
  start-page: 221
  year: 2007
  ident: 10.1016/j.rico.2021.100091_b31
  article-title: On stability of proper efficient solution in multiobjective fractional programming problem under fuzziness
  publication-title: Math Comput Modelling
  doi: 10.1016/j.mcm.2006.05.008
– volume: 25
  start-page: 367
  year: 2018
  ident: 10.1016/j.rico.2021.100091_b21
  article-title: A proposal model for solving fuzzy linear fractional programming problem: numerical point of views
  publication-title: J Comput Sci
  doi: 10.1016/j.jocs.2017.12.004
– volume: 10
  start-page: 5446
  issue: 12
  year: 2015
  ident: 10.1016/j.rico.2021.100091_b44
  article-title: Intuitionistic pentagonal fuzzy number
  publication-title: ARPN J Eng Appl Sci
– volume: 13
  start-page: 11
  year: 1984
  ident: 10.1016/j.rico.2021.100091_b6
  article-title: Fuzzy approaches for multiple objective linear fractional optimization
  publication-title: Fuzzy Sets and Systems
  doi: 10.1016/0165-0114(84)90023-X
– volume: 22
  start-page: 658
  year: 1976
  ident: 10.1016/j.rico.2021.100091_b3
  article-title: Fractional programming I: duality
  publication-title: Manag Sci
– volume: 20
  start-page: 87
  year: 1986
  ident: 10.1016/j.rico.2021.100091_b40
  article-title: Intuitionistic fuzzy sets
  publication-title: Fuzzy Sets and Systems
  doi: 10.1016/S0165-0114(86)80034-3
– volume: 54
  start-page: 347
  year: 1993
  ident: 10.1016/j.rico.2021.100091_b7
  article-title: Fuzzy approach for multiple criteria linear fractional programming optimization : a comment
  publication-title: Fuzzy Sets and Systems
  doi: 10.1016/0165-0114(93)90381-Q
– volume: 6
  start-page: 1275
  issue: 26
  year: 2012
  ident: 10.1016/j.rico.2021.100091_b16
  article-title: Solving fuzzy linear fractional programming problem using metric distance ranking
  publication-title: Appl Math Sci
– volume: 9
  start-page: 181
  year: 1962
  ident: 10.1016/j.rico.2021.100091_b1
  article-title: Programming with linear fractional function
  publication-title: Nav Res Logist Q
  doi: 10.1002/nav.3800090303
– volume: 52
  start-page: 39
  year: 1992
  ident: 10.1016/j.rico.2021.100091_b8
  article-title: Multiple objective linear fractional programming: a fuzzy set theoretic approach
  publication-title: Fuzzy Sets and Systems
  doi: 10.1016/0165-0114(92)90034-2
– volume: 160
  start-page: 39
  year: 2019
  ident: 10.1016/j.rico.2021.100091_b37
  article-title: Fuzzy efficient iterative method for multiobjective linear fractional programming problems
  publication-title: Math Comput Simulation
  doi: 10.1016/j.matcom.2018.11.013
– volume: 134
  start-page: 397
  year: 2003
  ident: 10.1016/j.rico.2021.100091_b34
  article-title: On a fuzzy set approach to solving multiple objective linear fractional programming problem
  publication-title: Fuzzy Sets and Systems
  doi: 10.1016/S0165-0114(02)00142-2
– volume: 37E
  start-page: 109
  issue: 1
  year: 2008
  ident: 10.1016/j.rico.2021.100091_b33
  article-title: Solution of fuzzy multi-objective fractional linear programming problem using fuzzy programming technique based on exponential membership function
  publication-title: Bull Pure Appl Sci
– volume: 4
  start-page: 89
  issue: 2
  year: 2017
  ident: 10.1016/j.rico.2021.100091_b24
  article-title: A new model for solving fuzzy linear fractional programming problem with ranking function
  publication-title: J Appl Sci Ind Eng
– volume: 27
  start-page: 727
  year: 2008
  ident: 10.1016/j.rico.2021.100091_b17
  article-title: A method of solving fully fuzzified linear fractional programming problem
  publication-title: J Appl Math Comput
  doi: 10.1007/s12190-008-0052-5
– volume: 48
  start-page: 109
  year: 2014
  ident: 10.1016/j.rico.2021.100091_b35
  article-title: Fuzzy mathematical programming approach for solving fuzzy linear programming problem
  publication-title: RAIRO-Oper Res
  doi: 10.1051/ro/2013056
– volume: 6
  start-page: 5
  issue: 1
  year: 2007
  ident: 10.1016/j.rico.2021.100091_b25
  article-title: Acceptable optimality in linear fractional programming with fuzzy coefficients
  publication-title: Fuzzy Optim Dec Mak
  doi: 10.1007/s10700-006-0021-0
– volume: 48
  start-page: 120
  issue: 2
  year: 2011
  ident: 10.1016/j.rico.2021.100091_b19
  article-title: Solution of fuzzy linear fractional programming problem
  publication-title: OPSEARCH
  doi: 10.1007/s12597-011-0043-4
– volume: 112
  start-page: 437
  year: 2017
  ident: 10.1016/j.rico.2021.100091_b30
  article-title: Fuzzy linearization strategy for multiple objective linear fractional programming with binary utility function
  publication-title: Comput Ind Eng
  doi: 10.1016/j.cie.2017.07.026
– volume: 178
  start-page: 1189
  year: 2008
  ident: 10.1016/j.rico.2021.100091_b18
  article-title: Taylor series approach to fuzzy multiobjective linear fractional programming
  publication-title: Inform Sci
  doi: 10.1016/j.ins.2007.06.010
– volume: 39
  start-page: 4617
  year: 2015
  ident: 10.1016/j.rico.2021.100091_b41
  article-title: Modeling and optimization of multi objective non linear programming problem in intuitionistic fuzzy environment
  publication-title: Appl Math Model
  doi: 10.1016/j.apm.2015.03.064
– volume: 332
  start-page: 971
  year: 2006
  ident: 10.1016/j.rico.2021.100091_b4
  article-title: A modified objective function method for solving nonlinear multiobjective fractional programming problem
  publication-title: J Math Anal Appl
  doi: 10.1016/j.jmaa.2005.08.098
– volume: 24
  start-page: 9105
  year: 2020
  ident: 10.1016/j.rico.2021.100091_b38
  article-title: An approach for solving fully fuzzy multiobjective linear fractional optimization problems
  publication-title: Soft Comput
  doi: 10.1007/s00500-019-04442-0
– volume: 2
  start-page: 16
  issue: 1
  year: 2016
  ident: 10.1016/j.rico.2021.100091_b23
  article-title: A general form of fuzzy linear fractional programs with trapezoidal fuzzy numbers
  publication-title: Int J Data Envelop Anal Oper Res
– volume: 18
  start-page: 263
  issue: 2
  year: 2016
  ident: 10.1016/j.rico.2021.100091_b39
  article-title: Fuzzy programming approach for solving intuitionistic fuzzy linear fractional programming problem
  publication-title: Int J Fuzzy Syst
  doi: 10.1007/s40815-015-0108-2
– volume: 1
  start-page: 131
  year: 2015
  ident: 10.1016/j.rico.2021.100091_b43
  article-title: A study on pentagonal fuzzy number and its corresponding matrices
  publication-title: Pacific Sci Rev B
– volume: 125
  start-page: 335
  year: 2002
  ident: 10.1016/j.rico.2021.100091_b9
  article-title: Fuzzy mathematical programming for multiobjective linear fractional programming problem
  publication-title: Fuzzy Sets and Systems
  doi: 10.1016/S0165-0114(01)00060-4
– volume: 6
  start-page: 80
  issue: 2
  year: 2005
  ident: 10.1016/j.rico.2021.100091_b12
  article-title: Taylor series application of multi objective linear fractional programming problem
  publication-title: Trakya Univ J Sci
– volume: 51
  start-page: 285
  issue: 1
  year: 2017
  ident: 10.1016/j.rico.2021.100091_b22
  article-title: A new approach for solving fully fuzzy linear fractional programming problem using the multiobjective programming
  publication-title: RAIRO Oper Res
  doi: 10.1051/ro/2016022
– volume: 28
  start-page: 3341
  year: 2017
  ident: 10.1016/j.rico.2021.100091_b11
  article-title: Branch and bound computational method for multi objective linear fractional optimization problem
  publication-title: Neural Comput Appl
  doi: 10.1007/s00521-016-2243-6
– volume: 40
  start-page: 6148
  year: 2016
  ident: 10.1016/j.rico.2021.100091_b26
  article-title: Solving the linear fractional programming problem in a fuzzy environment: numerical approach
  publication-title: Appl Math Model
  doi: 10.1016/j.apm.2016.01.044
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Snippet In this paper, we have suggested an alternative approach to solve intuitionistic fuzzy multi objective linear fractional programming problems (IFMOLFPP). Here,...
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SubjectTerms Accuracy function
Efficient solution
Nonlinear membership function
Pentagonal intuitionistic fuzzy number
Title Study on multi-objective linear fractional programming problem involving pentagonal intuitionistic fuzzy number
URI https://dx.doi.org/10.1016/j.rico.2021.100091
https://doaj.org/article/3e9b5b67992c4346953a9545bb3c20fa
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