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Development of an ITARA-based hybrid multi-criteria decision-making model for material selection

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Abstract

The optimum selection of material in manufacturing environment should be investigated using a strategic perspective because of its complex nature. The ideal alternative cannot be found easily due to the different criteria, so the decision maker has to consider several factors for selecting the appropriate material. As a result, the decision maker should design a proper form of decision support system to solve the given problem. From decision-maker perspective, it is not easy to determine criteria weights of materials selection problem. Especially, several criteria cause inadequate subjective evaluation. In order to prevent this, different novel hybrid models were developed by using indifference threshold-based attribute ratio analysis (ITARA), VlseKriterijumska Optimizacija I Kompromisno Resenje (VIKOR) technique for order of preference by similarity to ideal solution (TOPSIS) and multi-objective optimization on the basis of ratio (MOORA) methods. Two case studies (material selection of flywheel and cryogenic storage tank) were taken from the literature to test these models. ITARA is used to calculate the criteria weights in the problems, and the final rankings are obtained by using VIKOR, TOPSIS and MOORA. The results indicate that the proposed methods produced successful results in terms of material selection perspective.

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Abbreviations

AHP:

Analytic hierarchy process

ANP:

Analytic network process

ARAS:

Additive ratio assessment

COPRAS:

Complex proportional assessment

DEMATEL:

Decision-making trial and evaluation laboratory

ELECTRE:

Elimination and choice translating reality

EXPROM2:

Extended PROMETHEE II

EVAMIX:

Evaluation of mixed data

GRA:

Grey relational analysis

GTMA:

Graph theory and matrix approach

ITARA:

Indifference threshold-based attribute ratio analysis

MCDM:

Multi-criteria decision making

MOORA:

Multi-objective optimization on the basis of ratio analysis

OCRA:

Occupational repetitive actions

TODIM:

An acronym in Portuguese of interactive and multi-criteria decision making

TOPSIS:

Technique for order of preference by similarity to ideal solution

VIKOR:

VlseKriterijumska Optimizacija I Kompromisno Resenje (Serbian term)

WPM:

Weighted product method

References

  • Brauers WKM, Zavadskas EK (2012) Robustness of MULTIMOORA: a method for multi-objective optimization. Informatica 23(1):1–25

    MathSciNet  MATH  Google Scholar 

  • Çalışkan H, Kurşuncu B, Kurbanoğlu C, Güven ŞY (2013) Material selection for the tool holder working under hard milling conditions using different multi criteria decision making methods. Mater Des 45:473–479

    Article  Google Scholar 

  • Chatterjee P, Chakraborty S (2012) Material selection using preferential ranking methods. Mater Des 35:384–393

    Article  Google Scholar 

  • Chatterjee P, Athawale VM, Chakraborty S (2009) Selection of materials using compromise ranking and outranking methods. Mater Des 30:4043–4053

    Article  Google Scholar 

  • Chatterjee P, Athawale VM, Chakraborty S (2011) Materials selection using complex proportional assessment and evaluation of mixed data methods. Mater Des 32:851–860

    Article  Google Scholar 

  • Chauhan A, Vaish R (2013) Hard coating material selection using multi-criteria decision making. Mater Des 44:240–245

    Article  Google Scholar 

  • Darji VP, Rao RV (2014) Intelligent multi criteria decision making methods for material selection in sugar industry. Procedia Mater Sci 5:2585–2594

    Article  Google Scholar 

  • Fayazbakhsh K, Abedian A, Manshadi BD, Khabbaz RS (2009) Introducing a novel method for materials selection in mechanical design using Z-transformation in statistics for normalization of material properties. Mater Des 30:4396–4404

    Article  Google Scholar 

  • Hafezalkotob A, Hafezalkotob A (2016) Extended MULTIMOORA method based on Shannon entropy weight for materials selection. J Ind Eng Int 12:1–13

    Article  MATH  Google Scholar 

  • Hatami-Marbini A, Tavana M, Moradi M, Kangi F (2013) A fuzzy group electre method for safety and health assessment in hazardous waste recycling facilities. Saf Sci 51:414–426

    Article  Google Scholar 

  • Hatefi MA (2019) Indifference threshold-based attribute ratio analysis: a method for assigning the weights to the attributes in multiple attribute decision making. Appl Soft Comput 74:643–651

    Article  Google Scholar 

  • İpek M, Selvi İH, Findik F, Torkul O, Cedimoğlu IH (2013) An expert system based material selection approach to manufacturing. Mater Des 47:331–340

    Article  Google Scholar 

  • Jahan A, Edwards KL (2013a) Weighting of dependent and target-based criteria for optimal decision-making in materials selection process: biomedical applications. Mater Des 49:1000–1008

    Article  Google Scholar 

  • Jahan A, Edwards KL (2013b) Multi-criteria decision analysis for supporting the selection of engineering materials in product design. Butterworth-Heinemann, Oxford

    Google Scholar 

  • Jahan A, Ismail MY, Sapuan SM, Mustapha F (2010) Material screening and choosing methods—a review. Mater Des 31:696–705

    Article  Google Scholar 

  • Jahan A, Mustapha F, Ismail MY, Sapuan SM (2011) A comprehensive VIKOR method for material selection. Mater Des 32:1215–1221

    Article  Google Scholar 

  • Jahan A, Bahraminasab M, Edwards KL (2012) A target-based normalization technique for materials selection. Mater Des 35:647–654

    Article  Google Scholar 

  • Jee DH, Kang KJ (2000) A method for optimal material selection aided with decision making theory. Mater Des 21:199–206

    Article  Google Scholar 

  • Karande P, Chakraborty S (2012) Application of multi-objective optimization on the basis of ratio analysis (MOORA) method for materials selection. Mater Des 37:317–324

    Article  Google Scholar 

  • Khabbaz RS, Manshadi BD, Abedian A, Mahmudi R (2009) A simplified fuzzy logic approach for materials selection in mechanical engineering design. Mater Des 30:687–697

    Article  Google Scholar 

  • Kumar V, Nair S, Tiwari R, Chakraborty I (2003) Rolling element bearing design through genetic algorithms. Eng. Optim 35(6):649–659

    Article  Google Scholar 

  • Liu HC, You JX, Zhen L, Fan XJ (2014) A novel hybrid multiple criteria decision making model for material selection with target-based criteria. Mater Des 60:380–390

    Article  Google Scholar 

  • Maniya K, Bhatt MG (2010) A selection of material using a novel type of decision-making method. Preference Selection Index Method. Mater Des 31(4):1785–1789

    Article  Google Scholar 

  • Manshadi BD, Mahmudi H, Abedian A, Mahmudi R (2007) A novel method for materials selection in mechanical design: combination of non-linear normalization and a modified digital logic method. Mater Des 28:8–15

    Article  Google Scholar 

  • Mansor MR, Sapuan SM, Zainudin ES, Nuraini AA (2013) Hybrid natural and glass fibers reinforced polymer composites material selection using analytical hierarchy process for automotive brake lever design. Mater Des 51:484–492

    Article  Google Scholar 

  • Milani AS, Shanian A, Madoliat R, Nemes JA (2005) The effect of normalization norms in multiple attribute decision making (MADM) models: a case study in gear material selection. Struct Multidiscip Optim 29(4):312–318

    Article  Google Scholar 

  • Milani AS, Shanian A, Lynam C, Scarinci T (2013) An application of the analytic network process in multiple criteria material selection. Mater Des 44:622–632

    Article  Google Scholar 

  • Opricovic S, Tzeng GH (2007) Extended VIKOR method in comparison with out ranking methods. Eur J Oper Res 178:514–529

    Article  MATH  Google Scholar 

  • Ramanathan R, Ganesh L (1995) Energy resource allocation incorporating qualitative and quantitative criteria: an integrated model using goal programming and AHP. Socio Econ Plan Sci 29:197–218

    Article  Google Scholar 

  • Rao RV (2006) A material selection model using graph theory and matrix approach. Mater Sci Eng, A 431:248–255

    Article  Google Scholar 

  • Rao RV, Davim JP (2008) A decision-making framework model for material selection using a combined multiple attribute decision making method. Int J Adv Manuf Technol 35:751–760

    Article  Google Scholar 

  • Rao RV, Patel BK (2010) A subjective and objective integrated multiple attribute decision making method for material selection. Mater Des 31:4738–4747

    Article  Google Scholar 

  • Singh T, Patnaik A, Chauhan R (2016) Optimization of tribological properties of cement kiln dust-filled brake pad using grey relation analysis. Mater Des 89:1335–1342

    Article  Google Scholar 

  • Triantaphyllou E (2000) Multi-criteria decision making methods: a comparative study. Springer, Berlin. ISBN 978-1-4419-4838-0

    Book  MATH  Google Scholar 

  • Yazdani M, Payam AF (2015) A comparative study on material selection of microelectromechanical systems electrostatic actuators using Ashby, VIKOR and TOPSIS. Mater Des 65:328–333

    Article  Google Scholar 

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Correspondence to M. Alper Sofuoğlu.

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Alper Sofuoğlu, M. Development of an ITARA-based hybrid multi-criteria decision-making model for material selection. Soft Comput 23, 6715–6725 (2019). https://doi.org/10.1007/s00500-019-04056-6

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