Una revisión de literatura de 1980 a 2018 de los métodos Multi-criterio

  • Aldo Joel Villa Silva Universidad Autónoma de Ciudad Juárez
  • Luis Perez Domínguez Universidad Autónoma de Ciudad Juárez
  • Erwin Martínez Gomez Universidad Autónoma de Ciudad Juárez
  • Iván Juan Carlos Pérez Olguin Universidad Autónoma de Ciudad Juárez
  • Sara Nohemí Almeraz Durán Universidad Autónoma de Ciudad Juárez


Resumen: El objetivo principal de este artículo es proporcionar una revisión de literatura de las técnicas de toma de decisiones de criterios múltiples (MCDM). Este estudio presenta una descripción y clasificación de las metodologías multi-criterio mayormente utilizadas y un listado de aplicaciones de los métodos por autor y por año. En la metodología se consultó bases de datos: Emerald, Ebsco, Scopus, y palabras clave como: toma de decisiones. Los resultados revelan que los sectores de mayor interés de aplicación de los MCDM son la selección de proveedores y la selección de proyectos. Por su parte los métodos MCDM por conjuntos difusos y TOPSIS son los que reportan mayor número de publicaciones y una tendencia a desarrollar extensiones de los métodos clásicos usando conjuntos difusos.

Palabras clave: Toma de decisiones multi-criterio, AHP, TOPSIS, MOORA, Conjuntos Difusos


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[1] J. Liu, P. Liu, S.-F. Liu, X.-Z. Zhou and T. Zhang, "A study of decision process in MCDM problems with large number of criteria," International Transactions in Operational Research, vol. 22, no. 2, pp. 237-264, 2014.

[2] X. Peng, H. Yuan and Y. Yang, "Pythagorean Fuzzy Information Measures and Their Applications," International Journal of Intelligent Systems, vol. 32, no. 10, 2017.

[3] B. Agarski, I. Budak, B. Kosec and J. Hodolic, "An approach to multi–criteria environmental evaluation with multiple weight assignment," Environmental modeling and assessment, vol. 17, no. 3, pp. 255-266, 2012.

[4] A. Mardani, A. Jusoh, Z. Khalifah, N. Zakwan and A. Valipour, "Multiple criteria decision-making techniques and their applications - A review of the literature from 2000 to 2014," Economic Research-Ekonomska Istraživanja, vol. 25, no. 1, pp. 516-571, 2015.

[5] E. K. Zavadskas, Z. Turskis and S. Kildienė, "State of art surveys of overviews on MCDM/MADM methods," Technological and Economic Development of Economy, vol. 20, pp. 165-179, 2014.

[6] D. Stanujkic, N. Magdalinovic, D. Milanovic, S. Magdalinovic and G. Popovic, "An Efficient and Simple Multiple Criteria Model for a Grinding Circuit Selection Based on MOORA Method," Informatica, vol. 25, no. 1, pp. 73-93, 2014.

[7] M. Keshavarz, E. Zavadskas, Z. Turskis and J. Antucheviciene, "A new combinative distance-based assessment (CODAS) method for multi-criteria decision-making.," Economic Computation and Economic Cybernetics Studies and Research, vol. 50, no. 3, pp. 25-44, 2016.

[8] D. Jato-Espino, E. Castillo-López, J. Rodríguez-Hernández and J. C. Canteras-Jordana, "A Review of Application of Multi-Criteria Decision Making Methods in
Construction. Automation in Construction," Automation in Construction, vol. 45, pp. 151-162, 2014.

[9] J. Mayor, S. Botero and J. D. González-Ruiz, "Modelo de decisión multicriterio difuso para la selección de contratistas en proyectos de infraestructura: caso Colombia Introducción," Obras y proyectos, vol. 20, pp. 56-74, 2016.

[10] B. Roy and R. Slowinski, "Questions guiding the choice of a multicriteria decision aiding method," EURO Journal on Decision Processes, vol. 1, no. 1/2, pp. 69-97, 2013.

[11] L. A. Zadeh, "Fuzzy sets. Information and Control," Information and control, vol. 8, no. 3, pp. 338-353, 1965.

[12] D. Stanujkic, E. Zavadskas, W. Brauers and D. Karabasevic, "An extension of the MULTIMOORA method for solving complex decision-making problems based on the use of interval-valued triangular fuzzy numbers," Transformation in business administration, vol. 14, pp. 355-375, 2015.

[13] T. L. Saaty, The Analytic Hierarchy Process: Planning, Priority Setting, Resources Allocation, New York: McGraw-Hill, 1980.

[14] T. Bian, J. Hu and Y. Deng, "Identifying influential nodes in complex networks based on AHP," Physica A: Statistical Mechanics and its Applications, vol. 479, pp. 422-436, 2017.

[15] T. L. Saaty, Fundamentals of Decision Making and Priority Theory with the Analytic Hierarchy Process, vol. 6, Rws, 2000.

[16] V. Yadav and M. K. Sharma, "Multi-criteria supplier selection model using the analytic hierarchy process approach," Journal of Modelling in Management, vol. 11, no. 1, pp. 326-354, 2016.

[17] S. Shihab, N. Z. Khan, P. Myla, S. Upadhyay, Z. A. Khan and A. N. Siddiquee, "Application of MOORA method for multi optimization of GMAW process parameters in stain-less steel cladding," Management Science Letters, vol. 8, no. 4, pp. 241-246, 2018.

[18] Z. Ardakani, F. Bartolini and G. Brunori, "Food and Nutrition Security in Iran: Application of TOPSIS Technique," New Medit, vol. 16, no. 1, pp. 18-28, 2017.

[19] M. Azizkhani, A. Vakili, Y. Noorollahi and F. Naseri, "Potential survey of photovoltaic power plants using Analytical Hierarchy Process (AHP) method in Iran," Renewable and Sustainable Energy Reviews, vol. 75, pp. 1198-1206, 2017.

[20] A. Taibi and B. Atmani, "Combining Fuzzy AHP with GIS and Decision Rules for Industrial Site Selection," International Journal of Interactive Multimedia and Artificial Intelligence, vol. 4, no. 6, pp. 60-69, 2017.

[21] L. Chybowski, M. Twardochleb and B. Wiśnicki, "Multi-criteria Decision making in Components Importance Analysis applied to a Complex Marine System. Odlučivanje na temelju multikriterijske analize značajnosti komponenti u kompleksnom pomorskom sustavu," NAŠE MORE : znanstveni časopis za more i pomorstvo, vol. 63, no. 4, pp. 264-271, 2016.

[22] R. Pratap and H. P. Nachtnebel, "Analytical hierarchy process (AHP) application for reinforcement of hydropower strategy in Nepal," Renewable and Sustainable Energy Reviews, vol. 55, pp. 43-58, 2016.

[23] J. Filipović, V. Bakić and B. Jovanović, "Prioritization of manufacturing sectors in Serbia for energy management improvement – AHP method," Energy conversion and management, vol. 98, pp. 225-235, 2015.

[24] C. Hwang and K. Yoon, Multiple Attribute Decision Making: Methods and Applications., New York: Springer-Verlag, 1981.

[25] R. Dandage, S. S. Mantha and S. B. Rane , "Ranking the risk categories in international projects using the TOPSIS method," International Journal of Managing Projects in Business, vol. 11, no. 2, pp. 317-331, 2018.

[26] A. M. Abdulshahed, I. A. Badi and M. M. Blaow , "A grey-based decision- making approach to the supplier selection problem in a steelmaking company: A case study in Libya," Grey Systems: Theory and Application, vol. 7, no. 3, pp. 385-396, 2017.

[27] A. P. Balcerzak, "Digital economy in Czech Republic, Slovakia, Hungary. Measurement with TOPSIS based on entropy measure for objective weighting," Institute of Economic Research, pp. 1-11, 2017.

[28] Z.-P. Fan, Y. Xi and Y. Li, "Supporting the purchase decisions of consumers: A comprehensive method for selecting desirable online products," Kybernetes, pp. 689-715, 2018.

[29] D. Niu, Z. Song, M. Wang and X. Xiao, "Improved TOPSIS method for power distribution network investment decision-making based on benefit evaluation indicatorsystem," International Journal of Energy Sector Management, vol. 11, no. 4, pp. 595-608, 2017.

[30] P. Rani, S. Baghla and H. Monga, "Energy Efficient Network Selection in Heterogeneous Network using TOPSIS," International Journal on Recent and Innovation Trends in Computing and Communication, vol. 5, no. 6, pp. 197-202, 2017.

[31] A. Talukdar, H. Rahman and P. C. Sarker, "Multi criteria Decision Analysis Algorithm based Optimal Selection of PV Panel for Grid-tie PV Electricity Generation System in context of Dhaka, Bangladesh," International Journal of Innovative Research in Electrical, Electronic, Instrumentation and Control Engineering, vol. 5, no. 2, 2017.

[32] A. Balcerzak and P. Bernard, "Application of TOPSIS for analysis of sustainble development in European Union countries," in The 10th International Days of Statistics and Economics. Conference Proceedings, Praga, Septiembre 2016.

[33] J. Baranauskiene, G. Mazure and V. Aleknevičienė, "Rural community public proyect valuation applying TOPSIS multicriteria method," in Research for Rural Development. International Scientific Conference Proceedings, Latvia, 2015.

[34] A. K. Tripathi, S. Dubey, V. K. Pandey and S. K. Tiwari, "Selection of Refrigerant for Air Conditioning System Using MCDM-TOPSIS Approach," International Journal of Emerging Technology and Advanced Engineering, vol. 5, no. 2, pp. 384-388, 201.

[35] H. Majumder and A. Saha, "Application of MCDM based hybrid optimization tool during turning of ASTM A588," Decision Science Letters, vol. 7, no. 2, pp. 143-156, 2018.

[36] W. . K. M. Brauers and E. K. Zavadskas, "Robustness of MULTIMOORA: a method for multi-objective optimization," Informatica, vol. 23, no. 1, pp. 1-25, 2012.

[37] A. Masran, R. Hondro, M. Syahrizal, A. Putera and R. S. Raahim, "Student Admission Assessment using Multi-Objective Optimization on the Basis of Ratio Analysis (MOORA)," Journal Online Jaringan COT POLIPD (JOJAPS), vol. 10, pp. 2-6, 2017.

[38] W.-f. Dai, Q.-y. Zhong and . C.-z. Qi, "Multistage Multiattribute Group Decision-Making Method Based on Triangular Fuzzy MULTIMOORA," Mathematical Problems in Engineering, 2016.

[39] J. Achebo and W. E. Odinikuku, "Optimization of Gas Metal Arc Welding Process Parameters Using Standard Deviation (SDV) and Multi-Objective Optimization on the Basis of Ratio Analysis (MOORA).," Journal of Minerals and Materials Characterization and Engineering, vol. 3, no. 4, pp. 298-308, 2015.

[40] D. Karabasevic, D. Stanujkic, S. Urosevic and M. Maksimovic, "Selection of candidates in the mining industry based on the application of the SWARA and the MULTIMOORA methods," cta Montanistica Slovaca, vol. 20, no. 2, pp. 116-124, 2015.

[41] E. K. Zavadskas, J. Antucheviciene, S. H. Razavi Hajiagha and S. S. & Hashemi, "The interval-valued intuitionistic fuzzy MULTIMOORA method for group decision making in engineering," Mathematical Problems in Engineering, no. 2, 2015.

[42] A. K. Sahu, N. K. Sahu and A. K. Sahu, "Appraisal of CNC machine tool by integrated MULTI-MOORA-IVGN circumferences: An empirical study," Grey Systems: Theory and Application, vol. 4, no. 1, pp. 104-123, 2014.

[43] A. K. Sahu, S. Datta and S. S. Mahapatra, "Supply chain performance benchmarking using grey-MOORA approach: An empirical research," Grey Systems: Theory and Application, vol. 4, no. 1, pp. 24-55, 2014.

[41] E. K. Zavadskas, J. Antucheviciene, S. H. Razavi Hajiagha and S. S. & Hashemi, "The interval-valued intuitionistic fuzzy MULTIMOORA method for group decision making in engineering," Mathematical Problems in Engineering, no. 2, 2015. [44] S. Datta, N. Sahu and S. Mahapatra, "Robot selection based on grey
MULTIMOORA approach," Grey Systems: Theory and Application, vol. 3, no. 2, pp. 201-232, 2013.

[45] F. Zhou, X. Wang and A. Samvedi, "Quality improvement pilot program selection based on dynamic hybrid MCDM approach," Industrial Management and Data Systems, vol. 118, no. 1, pp. 144-163, 2018.

[46] X. Wang and J. Cai, "A group decision-making model based on distance-based VIKOR with incomplete heterogeneous information and its application to emergency supplier selection," Kybernetes, vol. 46, no. 3, pp. 501-529, 2017.

[47] W. Jiang, "Limited public resources allocation model based on social fairness using an extended VIKOR method," Kybernetes, vol. 45, no. 7, pp. 998-1012, 2016.

[48] A. K. Sahu, S. Datta and S. S. Mahapatra, "Evaluation and selection of resilient suppliers in fuzzy environment: Exploration of fuzzy-VIKOR," Benchmarking: An International Journal, vol. 23, no. 3, pp. 651-673, 2016.

[49] Q. LI and N. Zhao, "Stochastic interval-grey number VIKOR method based on prospect theory," Grey Systems: Theory and Application, vol. 5, no. 1, pp. 105-116, 2015.

[50] H.-P. Fu, T.-H. Chang, C.-Y. Ku and T.-S. Chang, "The critical success factors affecting the adoption of inter-organization systems by SMEs," Journal of Business & Industrial Marketing, vol. 29, no. 5, pp. 400-416, 2014.

[51] Y. Peng, "Regional earthquake vulnerability assessment using a combination of MCDM methods," Annals of Operations Research, vol. 234, no. 1, pp. 95-110, 2015.

[52] C. M. Tam, T. K. L. Tong and C. T. Lau, "ELECTRE_III in evaluating performance of construction plants: case study on concrete vibrators," Construction Innovation, vol. 3, no. 1, pp. 45-61, 2003.

[53] V. W. Augustine and T. Lucas, "Decision support system of discount pricing analysis using method of elimination et choix traduisant la realite (ELECTRE)," Computer Science, vol. 19, no. 1, pp. 65-80, 2018.

[54] E. M. Y. Elbishari, M. . H. F. Al Hazza, E. Y. T. Adesta and S. Rahman, "An integrated approach for facilities planning by ELECTRE method An integrated approach for facilities planning by ELECTRE method," in IOP Conference Series: Materials Science and Engineering, 2018.

[55] Ahmadi, S. H. Sumatri, O. S. Suharyo and A. K. Susilo, "Selection anti submarine sensor of helicopter using ELECTRE III method," International Journal of Applied Engineering Research, vol. 12, pp. 1974-1981, 2017.

[56] A. Dahbi, S. Jabri, Y. Balouki and T. Gadi, "A new method to select the interesting association rules with multiple criteria," International Journal of Intelligent Engineering and Systems, vol. 10, no. 5, pp. 191-200, 2017.

[57] A. Mesran, G. Ginting, R. Rahim and S. Gienam, "Implementation of Elimination and Choice Expressing Reality ( ELECTRE ) Method in Selecting the Best Lecturer ( Case Study STMIK BUDI DARMA )," International Journal of Engineering Research and Technology (IJERT), vol. 6, no. 2, 2017.

[58] S. Nawir, R. Manda, T. Rahman and A. U. Fatmah, "Implementation of ELECTRE Method in Determining the Priority of a Sustainable Tourist Attraction Development in Gorontalo Regency," in IOP Conference Series: Materials Science and Engineering, 2017.

[59] I. A. Tişcă and C. D. Dumitrescu, "Choosing the optimal wind turbine variant using the "ELECTRE" method," in IOP Conference Series: Materials Science and Engineering, 2017.

[60] M. A. Shafia, M. R. Moghaddam and E. Teimoury, "Ranking Fuzzy Cognitive Map based scenarios using ELECTRE III: Applied on housing market. Expert Systems," Expert Systems, vol. 33, no. 5, pp. 417-431, 2016.

[61] M. Zaman, L. Botti and T. V. Thanh, "Does managerial efficiency relate to customer satisfaction? The case of Parisian boutique hotels," International Journal of Culture, Tourism and Hospitality Research, vol. 10, no. 4, pp. 455-470, 2016.

[62] H. Haider, R. Sadiq and S. Tesfamariam, "Selecting performance indicators for small and medium sized water utilities: Multi-criteria analysis using ELECTRE method," Urban Water Journal, vol. 12, no. 4, pp. 305-3272, 2015.

[63] A. Muñoz-Porcar, M. J. Alonso-Nuez, M. Flores-García and D. Duret-Solanas, "The renewal of assets using a tool to aid decision making," Management Decision, vol. 53, no. 7, pp. 1412-1429, 2015.

[64] T. Barros Jerônimo and D. Medeiros , "Measuring quality service: The use of a SERVPERF scale as an input for ELECTRE TRI multicriteria model," International Journal of Quality & Reliability Management, vol. 31, no. 6, pp. 652-664, 2014.

[65] S. S. Hashemi, S. Hossein and . R. Hajiagha, "Decision Making with Unknown Data: Development of ELECTRE Method Based on Black Numbers," Informatica, vol. 25, no. 1, pp. 21-36, 2014.

[66] T. Lühn, G. Schmidtmann and J. Geldermann, "Identification of sustainable expansion alternatives for heterogeneous grid topologies," International Journal of Energy Sector Management, vol. 12, no. 1, pp. 44-66, 2018.

[67] S. Metzner, "Transferring outranking models to real estate management: The assessment of potential investment markets using PROMETHEE," Journal of Property Investment and Finance, vol. 36, no. 2, pp. 135-157, 2018.

[68] J. Zhou, Y. Wang and Z. Sun, "Gabor Filtering and Adaptive Optimization Neural Network for Iris Double Recognition," Biometric Recognition, vol. 10996, pp. 441-449, 2018.

[69] S. Chakraborty and S. Bandhopadyay , "Cotton fibre selection and grading – a PROMETHEE-GAIA-based approach," International Journal of Clothing Science and Technology, vol. 29, no. 5, pp. 646-660, 2017.

[70] J. Trujillo Díaz and R. G. García Cáceres, "Sorting methodology to select carriers in a Colombian Green Coffee Supply Chain using PROMETHEE method," in Proceeding of the International Conference on Industrial Engineering and Operations Management, Bogota, 2017.

[71] A. Khaira and R. K. Dwivedi, "Identification of critical component to enhance equipment availability in a graphite manufacturing industry," International Journal of Mechanical and Production Engineering Research and Development (IJMPERD), vol. 7, no. 3, pp. 25-32, 2017.

[72] A. Roozbahani, E. Ebrahimi and M. E. Banihabib, "Ground water risk management using dynamic bayesian networks and PROMETHEE method," European Water, vol. 57, pp. 367-374, 2017.

[73] V. Soni, R. Anand, P. K. Dey, A. P. Dash and D. K. Banwet, "Quantifying e-governance efficacy towards Indian–EU strategic dialogue," Transforming Government: People, Process and Policy, vol. 11, no. 4, pp. 535-571, 2017.

[74] A. Mahmoudi, ,. S. Sadi-Nezhad, A. Makui and M. Vakili, "An extension on PROMETHEE based on the typical hesitant fuzzy sets to solve multi-attribute decision-making problem," Kybernetes, vol. 45, no. 8, pp. 1213-1231, 2016.

[75] D. K. Sen, S. Datta and S. S. Mahapatra, "Extension of PROMETHEE for robot selection decision making: Simultaneous exploration of objective data and subjective (fuzzy) data," Benchmarking: An International Journal, vol. 23, no. 4, pp. 983-1014, 2016.

[76] D. Alper and C. Basdar, "A Comparison of TOPSIS and ELECTRE Methods: An Application on the Factoring Industry," Business and Economics Research Journal, vol. 8, no. 3, pp. 627-646, 2017.

[77] J. Girubha, S. Vinodh and V. KEK, "Application of interpretative structural modelling integrated multi criteria decision making methods for sustainable supplier selection," Journal of Modelling in Management, vol. 11, no. 2, pp. 358-388, 2016.

[78] S. Gurung and R. Phipon, "Multi-criteria decision making for supplier selection using AHP and TOPSIS method," International Journal of Engineering Inventions, vol. 6, no. 2, pp. 13-17, 2016.

[79] R. E. Hodgett, "Comparison of multi-criteria decision-making methods for equipment selection," The International Journal of Advanced Manufacturing Technology, vol. 85, pp. 1145-1157, 2016.

[80] R. Ranjan, P. Chatterjee and S. Chakraborty, "Performance evaluation of Indian Railway zones using DEMATEL and VIKOR methods," Benchmarking: An International Journal, vol. 23, no. 1, pp. 78-95, 2016.

[81] S. Vinodh, T. S. Balagi and A. Patil, "A hybrid MCDM approach for agile concept selection using fuzzy DEMATEL, fuzzy ANP and fuzzy TOPSIS," The International Journal of Advanced Manufacturing Technology, vol. 83, no. 9/12, pp. 1979-1987, 2016.

[82] M. Yazdani, E. K. Zavadskas, J. Ignatius and M. D. Abad, "Sensitivity analysis in MADM methods: Application of material selection," Economics of Engineering Decision, vol. 27, no. 4, pp. 382-391, 2016.

[83] G. Büyüközkan and A. Görener , "Evaluation of product development partners using an integrated AHP-VIKOR model," Kybernetes, vol. 44, no. 2, pp. 220-237, 2015.

[84] I. Linkov, O. Massey, J. Keisler, I. Rusyn and T. Hartung, "From “Weight of Evidence” to Quantitative Data Integration using Multicriteria Decision Analysis and Bayesian Methods," ALTEX, vol. 32, no. 1, 2015.

[85] H. Dincer and U. Hacioglu, "Performance evaluation with fuzzy VIKOR and AHP method based on customer satisfaction in Turkish banking sector," Kybernetes, vol. 42, no. 7, pp. 1072-1085, 2013.

[86] H. Li, Z. Jin, V. Li, G. Liu and R. M. Skitmore, "An entry mode decision making model for the international expansion of construction enterprises," Engineering, Construction and Architectural Management, vol. 20, no. 2, pp. 160-180, 2013.

[87] K. T. Atanassov, "Intuitionistic fuzzy sets. Fuzzy Sets and Systems," Fuzzy Sets and Systems, vol. 20, no. 1, pp. 87-96, 1986.

[88] L. Miguel, H. Bustince, J. Fernández, A. Jurio and D. Paternain, "El Problema del Orden en Conjuntos Atanassov Intuicionistas," 2015.

[89] H. Liao, Z. Xu and J. Xu, "An approach to hesitant fuzzy multi-stage multi-criterion decision making," Kybernetes, vol. 43, no. 9/10, pp. 1447-1468, 2014.

[90] V. Torra, "Hesitant fuzzy sets," International Journal of Intelligent Systems, vol. 25, no. 6, pp. 529-539, 2010.

[91] V. Torra and Y. Narukawa, "On hesitant fuzzy sets and decision," The 18th IEEE International Conference on Fuzzy Systems, pp. 1378-1382, 2009.

[92] H. Bustince, E. Barrenechea, M. Pagola, J. Fernández, Z. Xu, B. Bedregal, J. Montero, H. Hagras, F. Herrera and B. De Baets, "A historical account of types of fuzzy sets and their relationships," IEEE Transactions on Fuzzy Systems, vol. 24, no. 1, pp. 179-194, 2016.

[93] M. Li, Y. Yu and Y. Xu, "Knowledge checking service selection method in pythagorean fuzzy environment," International Conference on Logistics Engineering, Management and Computer Science, pp. 1438-1443, 2015.

[94] R. R. Yager, "Pythagorean fuzzy subsets," IFSA World Congress and NAFIPS Annual Meeting (IFSA/NAFIPS), pp. 57-61, 2013.

[95] X. Zhang and Z. Xu, "Extension of TOPSIS to Multiple Criteria Decision Making with Pythagorean Fuzzy Sets," International Journal of Intelligent Systems, vol. 29, no. 12, pp. 1061-1078, 2014.

[96] Y. Zhang, Y. Wang and Q. Liu, "The choice of industrial type Grey game research about customer preference , international competition and the choice of industrial type. Grey Systems," Theory and Application, vol. 8, no. 2, pp. 122-132, 2018.

[97] L. Peng and W. Cuiping, "A new two-stage grey evaluation decision-making method for interval grey numbers," Kybernetes, vol. 47, no. 4, pp. 801-815, 2018.

[98] M. B. Anand and S. Vinodh, "Application of fuzzy AHP – TOPSIS for ranking additive manufacturing processes for microfabrication," Rapid Prototyping Journal, vol. 24, no. 2, pp. 424-435, 2018.

[99] M. Seddiki, K. Anouche and A. Bennadji, "Integrated FAHP-FPROMETHEE for thermal insulation of masonry buildings," Facilities, vol. 35, no. 3-4, pp. 195-211, 2018.

[100] R. K. Sighn and S. Agrawal, "Analyzing disposition strategies in reverse supply chains: fuzzy TOPSIS approach," Management of Environmental Quality, vol. 29, no. 3, pp. 427-443, 2018.

[101] K. Rahman, M. Ullah, A. Fahmi and L. A. Zadeh, "Multiple Attribute Group Decision Making for Plant Location Selection with Pythagorean Fuzzy Weighted Geometric Aggregation Operator," The Nucleus, vol. 54, no. 1, pp. 66-74, 2017.

[102] G. Wei and M. Lu, "Dual hesitant pythagorean fuzzy Hamacher aggregation operators in multiple attribute decision making," Archives of Control Sciences, vol. 27, no. 3, pp. 365-395, 2017.

[103] R. Zhang, J. Wang, X. Zhu, M. Xia and M. Yu, "Some Generalized Pythagorean Fuzzy Bonferroni Mean Aggregation Operators with Their Application to Multiattribute Group Decision-Making. Complexity," Complexity, pp. 1-16, 2017.

[104] A. R. Fayek and M. N. Omar, "A Fuzzy Topsis Method for Prioritized Aggregation in Multi-Criteria Decision Making Problems," Journal of Multi-Criteria Decision Analysis, vol. 23, pp. 242-256, 2016.

[105] W. Liang, X. Zhang and M. Liu, "The maximizing deviation method based on interval-valued pythagorean fuzzy weighted aggregating operator for multiple criteria group decision analysis," Discrete Dynamics in Nature and Society, p. , 2015.

[106] S. Vinodh, S. Nagaraj and J. Girubha, "Application of Fuzzy VIKOR for selection of rapid prototyping technologies in an agile environment," Rapid Prototyping Journal, vol. 20, no. 6, pp. 523-532, 2014.

[107] I. Aschilean, G. Badea, G. S. Naghiu, I. Giurca and F. G. Iloaie, "Choosing the optimal technology to rehabilitate the pipes in water distribution systems using the AHP method," Energy Procedia, vol. 112, pp. 19-26, 2017.

[108] R. C. Gomes and M. R. Partidario, "Ecosystem services inclusive strategic environmental assessment," Environmental Impact Assessment Review, vol. 40, pp. 36-46, 2013.

[109] Z. Hui-min, W. Hang-yu and S. Shi-ya, "Research on filter’ s parameter selection based on PROMETHEE method Research on filter ’ s parameter selection based on PROMETHEE method," in IOP Conference Series: Materials Science and Engineering,, 2018.

[110] R. Karim and C. L. Karmaker, "Machine Selection by AHP and TOPSIS Methods," American Journal of Industrial Engineering, vol. 4, no. 1, pp. 7-13, 2016.

[111] A. Kobryń and J. Prystrom, "A Data Pre-Processing Model for the Topsis Method," Folia Oeconomica Stetinensia, vol. 16, no. 2, pp. 219-235, 2016.

[112] R. Poveda, Artist, Propuesta de una Metodología de Ayuda a la Decisión para los Procesos de Dirección y Gestión de Proyectos. [Art]. Universidad Politécnica de Valencia, 2006.

[113] R. Swamy, P. Tiwari and A. Sawhney, "Assessing determinants of PPP project performance: Applying AHP to urban drinking water sector in India," Property Management, vol. 36, no. 1, pp. 67-85, 2018.
Cómo citar
Villa Silva, A. J., Perez Domínguez, L., Martínez Gomez, E., Pérez Olguin, I. J. C., & Almeraz Durán, S. N. (2019). Una revisión de literatura de 1980 a 2018 de los métodos Multi-criterio . Mundo FESC, 9(18), 89-102. Recuperado a partir de https://www.fesc.edu.co/Revistas/OJS/index.php/mundofesc/article/view/452

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