Generally, in real world multiple criteria decision making (MCDM) problems, we concern with inaccurate data. This paper transforms a fuzzy multiple criteria decision making (FMCDM) problem into two linear programming models based on simple additive weighting method (SAW). The new linear models calculate two scores for each alternative in optimistic and pessimistic viewpoints. To rank the alternatives, the numerical value of the arithmetic mean of good score and bad score is used as final score of each alternative. Finally, we illustrate the practical applications of the proposed method in selection an industrial zone for construct dairy products factory.
Keywords: Fuzzy multiple criteria decision making (FMCDM), simple additive weighted (SAW), fuzzy TOPSIS (FTOPSIS), linear programming (LP)
@article{RO_2021__55_1_83_0,
author = {Sadabadi, Seyed Ali and Hadi-Vencheh, Abdollah and Jamshidi, Ali and Jalali, Mohammad},
title = {A linear programming technique to solve fuzzy multiple criteria decision making problems with an application},
journal = {RAIRO. Operations Research},
pages = {83--97},
year = {2021},
publisher = {EDP-Sciences},
volume = {55},
number = {1},
doi = {10.1051/ro/2020116},
mrnumber = {4223878},
language = {en},
url = {https://www.numdam.org/articles/10.1051/ro/2020116/}
}
TY - JOUR AU - Sadabadi, Seyed Ali AU - Hadi-Vencheh, Abdollah AU - Jamshidi, Ali AU - Jalali, Mohammad TI - A linear programming technique to solve fuzzy multiple criteria decision making problems with an application JO - RAIRO. Operations Research PY - 2021 SP - 83 EP - 97 VL - 55 IS - 1 PB - EDP-Sciences UR - https://www.numdam.org/articles/10.1051/ro/2020116/ DO - 10.1051/ro/2020116 LA - en ID - RO_2021__55_1_83_0 ER -
%0 Journal Article %A Sadabadi, Seyed Ali %A Hadi-Vencheh, Abdollah %A Jamshidi, Ali %A Jalali, Mohammad %T A linear programming technique to solve fuzzy multiple criteria decision making problems with an application %J RAIRO. Operations Research %D 2021 %P 83-97 %V 55 %N 1 %I EDP-Sciences %U https://www.numdam.org/articles/10.1051/ro/2020116/ %R 10.1051/ro/2020116 %G en %F RO_2021__55_1_83_0
Sadabadi, Seyed Ali; Hadi-Vencheh, Abdollah; Jamshidi, Ali; Jalali, Mohammad. A linear programming technique to solve fuzzy multiple criteria decision making problems with an application. RAIRO. Operations Research, Tome 55 (2021) no. 1, pp. 83-97. doi: 10.1051/ro/2020116
, , and Meta-heuristic approaches for fixed-charge solid transportation problem in two-stage supply chain network. Oper. Res. 20 (2020) 447–471.
and , A fuzzy asymmetric TOPSIS model for optimizing investment in online advertising campaigns. OR (2017) 1–16.
and , Performance evaluation of sugar plants by fuzzy technique for order performance by similarity to ideal solution (TOPSIS). Cyber. Syst. 43 (2012) 529–548. | DOI
and , Modelling uncertainties in multi-criteria decision making using distance measure and TOPSIS for hesitant fuzzy sets. Arti. Intel Soft Comp. Res. 7 (2017) 103–109.
, Applications of the extent analysis method on fuzzy AHP. Eur. J. Oper. Res. 95 (1996) 649–655. | Zbl | DOI
, Extensions of the TOPSIS for group decision-making under fuzzy environment. Fuzzy Sets Syst. 114 (2000) 1–9. | Zbl | DOI
and , Fuzzy Multiple Attribute Decision Making. Vol. 375 of Lecture Notes in Economics and Mathematical Systems. Springer, Berlin-Heidelberg (1992). | MR | Zbl
, and , A fuzzy multi-criteria decision model for international tourist hotels location selection. Int. J. Hosp. Manag. 27 (2008) 293–301. | DOI
, and , A fuzzy multi-criteria decision making model for supplier selection. Expert Syst. Appl. 38 (2011) 8384–8391. | DOI
and , Fuzzy Sets and Systems: Theory and Application. Academic Press, New York, NY (1980). | MR | Zbl
, and , A generalised fuzzy TOPSIS with improved closeness coefficient. Expert Syst. Appl. 96 (2018) 185–195. | DOI
and , Multi-criteria decision analysis for efficient location-allocation problem combining DEA and goal programming. RAIRO:OR 49 (2015) 753–772. | MR | DOI
and , A new fuzzy MCDM approach based on centroid of fuzzy numbers. Expert Syst. Appl. 38 (2011) 5226–5230. | DOI
, , and , Evolving a linear programming technique for MAGDM problems with interval valued intuitionistic fuzzy information. Expert Syst. Appl. 42 (2015) 9318–9325. | DOI
and , A fuzzy TOPSIS method for performance evaluation of reverse logistics in social commerce platforms. Expert Syst. Appl. 103 (2018) 133–145. | DOI
and , An extension of fuzzy TOPSIS for a group decision making with an application to Tehran stock exchange. Appl. Soft Comp. 52 (2017) 1084–1097. | DOI
and , Multiple Attribute Decision Making Methods and Applications A State-of-the-Art Survey. Vol. 186 of Lecture Notes in Economics and Mathematical Systems. Springer, Berlin-Heidelberg (1981). | MR | Zbl
, and, Extension of the TOPSIS method for decision-making problems with fuzzy data. Appl. Math. Comp. 181 (2006) 1544–1551. | Zbl | DOI
and , Improved accuracy function for interval-valued intuitionistic fuzzy sets and its application to multi-attributes group decision making. Cyber. Syst. 49 (2018) 64–76. | DOI
, , and , A fuzzy multi-criteria decision making approach to assess building energy performance. Ener. Build. 72 (2014) 382–389. | DOI
and , Introduction to Fuzzy Arithmetic: Theory and Application. Van Nostrand Reinhold, New York, NY (1991). | MR | Zbl
and Utilizing a new approach for solving fully fuzzy linear programming problems. C OR Rev. 10 (2019) 337–344. | MR
, and , A new method for solving fully fuzzy linear programming problems. Appl. Math. Model. 35 (2011) 817–823. | MR | Zbl | DOI
and , Ranking fuzzy numbers with integral value. Fuzzy Sets Syst. 50 (1992) 247–255. | MR | Zbl | DOI
, , and , Outsourcing transport service: a fuzzy multi-criteria methodology for provider selection based on comparison of the real and ideal parameters of providers. Oper. Res. 1–35 (2017).
, , and , A web-based group decision support system for multicriteria ranking problems. Oper. Res. 17 (2017) 499–534.
and , A new fuzzy TOPSIS method based on left and right scores: an application for determining an industrial zone for dairy products factory. Appl. Soft Comp. 12 (2012) 2496–2505. | DOI
, , , and , Brain-inspired method for solving fuzzy multi-criteria decision making problems (BIFMCDM). Expert Syst. Appl. 42 (2015) 2173–2183. | DOI
and , A note on “A new method for solving fully fuzzy linear programming problems”. Appl. Math. Model. 37 (2013) 7865–7867. | MR | DOI
, , , and , An extension principle based solution approach for shortest path problem with fuzzy arc lengths. Oper. Res. 17 (2017) 395–411.
, and , A simple mathematical programming model for countries’ credit ranking problem. Int. J. Finance Econ. 24 (2019) 449–460. | DOI
, and , A method for solving a fuzzy linear programming. K. J. Comp. Appl. Math. 8 (2001) 347–356. | MR | Zbl
, , and , Selection of suitable alternatives to reduce the environmental impact of road traffic noise using a fuzzy multi-criteria decision model. Envir. Impact Asse. Rev. 61 (2016) 8–18. | DOI
, , and , A new index for TOPSIS based on relative distance to best and worst points. Int. J. Info. Tech. Decis. Making 19 (2020) 695–719. | DOI
, , and , A fuzzy hybrid project portfolio selection method using data envelopment analysis, TOPSIS and integer programming. Expert Syst. Appl. 42 (2015) 8432–8444. | DOI
and , Fuzzy TOPSIS method based on alpha level sets with an application to bridge risk assessment. Expert Sys Appl. 31 (2006) 309–319. | DOI
, , , and , A fuzzy multi-criteria decision-making model for trigeneration system. Ener. Poli. 36 (2008) 3823–3832. | DOI
, , and , Predicting performance in ASEAN banks: an integrated fuzzy MCDM–neural network approach. Expert Syst. 33 (2016) 213–229. | DOI
, , and , A linear assignment method for multiple criteria decision analysis with hesitant fuzzy sets based on fuzzy measure. Int. J. Fuzzy Syst. 19 (2017) 607–614. | MR | DOI
, and , Fuzzy multi-criteria acceptability analysis: a new approach to multi-criteria decision analysis under fuzzy environment. Expert Syst. Appl. 84 (2017) 262–271. | DOI
and , A TOPSIS-based centroid-index ranking method of fuzzy numbers and its application in decision-making. Cybern. Syst. 36 (2007) 581–595. | Zbl | DOI
and , A weighted additive fuzzy programming approach for multi-criteria supplier selection. Expert Syst. Appl. 38 (2011) 6281–6286. | DOI
Cité par Sources :





