Skip to main content
Top
Published in: Soft Computing 13/2018

23-05-2017 | Methodologies and Application

Enhanced fuzzy-analytic hierarchy process

Authors: Satish Tyagi, Terrence Chambers, Kai Yang

Published in: Soft Computing | Issue 13/2018

Log in

Activate our intelligent search to find suitable subject content or patents.

search-config
loading …

Abstract

Application of fuzzy-analytic hierarchical process (fuzzy-AHP) has been growing continuously to select the best alternative. In the fuzzy-AHP approach, first the complex problem is itemized into a hierarchical structure for pairwise comparisons. Once a comparison matrix is formed, a triangular fuzzy number concept is adopted to assign priority weights with a view to capture the inherent vagueness in linguistic terms of the decision-maker. In evaluation, if two triangular fuzzy numbers are not intersecting \(({ t}_{11}- { t}_{23}\ge ~0)\), then corresponding degree of possibility value is assumed to be zero (0). However, such situation simply represents the case of one criterion being immensely stronger than other and should not receive a zero value. In this regard, the article proposes an enhanced fuzzy-AHP approach where the triangles are extended about x-axis. This allows developing a mathematical formulation to estimate the true values of height of ordinate (degree of possibility). The empirical study of ranking the SECI modes in the order they influence the performance of the detailed design phase is considered to demonstrate the applicability and usefulness of the proposed framework. In order to measure the performance, five criteria are selected based on a rigorous literature review. After stringent experimentation, it is found that combination and externalization modes highly influence but other modes in order of internalization and socialization loosely have an effect on underlying phase.

Dont have a licence yet? Then find out more about our products and how to get one now:

Springer Professional "Wirtschaft+Technik"

Online-Abonnement

Mit Springer Professional "Wirtschaft+Technik" erhalten Sie Zugriff auf:

  • über 102.000 Bücher
  • über 537 Zeitschriften

aus folgenden Fachgebieten:

  • Automobil + Motoren
  • Bauwesen + Immobilien
  • Business IT + Informatik
  • Elektrotechnik + Elektronik
  • Energie + Nachhaltigkeit
  • Finance + Banking
  • Management + Führung
  • Marketing + Vertrieb
  • Maschinenbau + Werkstoffe
  • Versicherung + Risiko

Jetzt Wissensvorsprung sichern!

Springer Professional "Wirtschaft"

Online-Abonnement

Mit Springer Professional "Wirtschaft" erhalten Sie Zugriff auf:

  • über 67.000 Bücher
  • über 340 Zeitschriften

aus folgenden Fachgebieten:

  • Bauwesen + Immobilien
  • Business IT + Informatik
  • Finance + Banking
  • Management + Führung
  • Marketing + Vertrieb
  • Versicherung + Risiko




Jetzt Wissensvorsprung sichern!

Springer Professional "Technik"

Online-Abonnement

Mit Springer Professional "Technik" erhalten Sie Zugriff auf:

  • über 67.000 Bücher
  • über 390 Zeitschriften

aus folgenden Fachgebieten:

  • Automobil + Motoren
  • Bauwesen + Immobilien
  • Business IT + Informatik
  • Elektrotechnik + Elektronik
  • Energie + Nachhaltigkeit
  • Maschinenbau + Werkstoffe




 

Jetzt Wissensvorsprung sichern!

Literature
go back to reference Barker TJ, Zabinsky ZB (2011) A multi-criteria decision making model for reverse logistics using analytical hierarchy process. Omega Int J Manag Sci 39(5):558–573CrossRef Barker TJ, Zabinsky ZB (2011) A multi-criteria decision making model for reverse logistics using analytical hierarchy process. Omega Int J Manag Sci 39(5):558–573CrossRef
go back to reference Borade AB, Kannan G, Bansod SV (2013) Analytical hierarchy process-based framework for VMI adoption. Int J Prod Res 51(4):963–978CrossRef Borade AB, Kannan G, Bansod SV (2013) Analytical hierarchy process-based framework for VMI adoption. Int J Prod Res 51(4):963–978CrossRef
go back to reference Chan FTS (2003) Interactive selection model for supplier selection process: an analytical hierarchy process approach. Int J Prod Res 41(15):3549–3579CrossRef Chan FTS (2003) Interactive selection model for supplier selection process: an analytical hierarchy process approach. Int J Prod Res 41(15):3549–3579CrossRef
go back to reference Chan FTS, Kumar N (2007) Global supplier development considering risk factors using fuzzy extended AHP-based approach. Omega 35:417–431CrossRef Chan FTS, Kumar N (2007) Global supplier development considering risk factors using fuzzy extended AHP-based approach. Omega 35:417–431CrossRef
go back to reference Chan FTS, Kumar N, Tiwari MK, Lau HCW, Choy KL (2008) Global supplier selection: a fuzzy-AHP approach. Int J Prod Res 46(14):3825–3857CrossRefMATH Chan FTS, Kumar N, Tiwari MK, Lau HCW, Choy KL (2008) Global supplier selection: a fuzzy-AHP approach. Int J Prod Res 46(14):3825–3857CrossRefMATH
go back to reference Chang DY (1992) Extent analysis and synthetic decision. Optimization techniques and applications. World scientific, Singapore Chang DY (1992) Extent analysis and synthetic decision. Optimization techniques and applications. World scientific, Singapore
go back to reference Chang DY (1996) Applications of the extent analysis method on fuzzy AHP. Eur J Oper Res 95:649–655CrossRefMATH Chang DY (1996) Applications of the extent analysis method on fuzzy AHP. Eur J Oper Res 95:649–655CrossRefMATH
go back to reference Chakraborty S, Banik D (2006) Design of a material handling equipment selection model using analytic hierarchy process. Int J Adv Manuf Technol 28(11–12):1237–1245CrossRef Chakraborty S, Banik D (2006) Design of a material handling equipment selection model using analytic hierarchy process. Int J Adv Manuf Technol 28(11–12):1237–1245CrossRef
go back to reference Cheng CH, Yang KL, Hwang CL (1999) Evaluating attack helicopters by AHP based on linguistic variable weight. Eur J Oper Res 116(2):423–443CrossRefMATH Cheng CH, Yang KL, Hwang CL (1999) Evaluating attack helicopters by AHP based on linguistic variable weight. Eur J Oper Res 116(2):423–443CrossRefMATH
go back to reference Cheng EL, Li H (2001) Information priority setting for better resource allocation using analytic hierarchy process (AHP). Inf Manag Comput Secur 9(2):61–70CrossRef Cheng EL, Li H (2001) Information priority setting for better resource allocation using analytic hierarchy process (AHP). Inf Manag Comput Secur 9(2):61–70CrossRef
go back to reference Dragović I, Turajlić N, Radojević D, Petrović B (2014) Combining boolean consistent fuzzy logic and AHP illustrated on the web service selection problem. Int J Comput Intell Syst 7(1):84–93CrossRef Dragović I, Turajlić N, Radojević D, Petrović B (2014) Combining boolean consistent fuzzy logic and AHP illustrated on the web service selection problem. Int J Comput Intell Syst 7(1):84–93CrossRef
go back to reference Ghodsypour SH, O’brien C (1998) A decision support system for supplier selection using an integrated analytic hierarchy process and linear programming. Int J Prod Econ 56–57:119–212 Ghodsypour SH, O’brien C (1998) A decision support system for supplier selection using an integrated analytic hierarchy process and linear programming. Int J Prod Econ 56–57:119–212
go back to reference Kahraman C, Beskese A, Kaya I (2010) Selection among ERP outsourcing alternatives using a fuzzy multi-criteria decision making methodology. Int J Prod Res 48(2):547–566CrossRefMATH Kahraman C, Beskese A, Kaya I (2010) Selection among ERP outsourcing alternatives using a fuzzy multi-criteria decision making methodology. Int J Prod Res 48(2):547–566CrossRefMATH
go back to reference Kwong CK, Bai H (2003) Determining the importance weights for the customer requirements in QFD using a fuzzy AHP with an extent analysis approach. IIE Trans. 35(7):619–626CrossRef Kwong CK, Bai H (2003) Determining the importance weights for the customer requirements in QFD using a fuzzy AHP with an extent analysis approach. IIE Trans. 35(7):619–626CrossRef
go back to reference Lee WB, Lau H, Liu ZZ, Tam S (2001) A fuzzy analytic hierarchy process approach in modular product design. Expert Syst 18(1):32–42CrossRef Lee WB, Lau H, Liu ZZ, Tam S (2001) A fuzzy analytic hierarchy process approach in modular product design. Expert Syst 18(1):32–42CrossRef
go back to reference Morgan J, Liker J (2006) The Toyota product development system: integrating people, process, and technology. Productivity Press, New York Morgan J, Liker J (2006) The Toyota product development system: integrating people, process, and technology. Productivity Press, New York
go back to reference Özler C, KocakoÇ ID, ŞehirlioĢlu AK (2008) Using analytic hierarchy process to determine process economics in multivariate loss functions. International Journal of Production Research 46(4):1121–1135 Özler C, KocakoÇ ID, ŞehirlioĢlu AK (2008) Using analytic hierarchy process to determine process economics in multivariate loss functions. International Journal of Production Research 46(4):1121–1135
go back to reference Rapp WV (2000) Automobiles: Toyota Motor Corporation-Gaining and Sustaining Long-term Advantage Through Information Technology. Working Paper Center on Japanese Economy and Business for Columbia Sloan Foundation Project, NY Rapp WV (2000) Automobiles: Toyota Motor Corporation-Gaining and Sustaining Long-term Advantage Through Information Technology. Working Paper Center on Japanese Economy and Business for Columbia Sloan Foundation Project, NY
go back to reference Saaty TL (1980) The analytic hierarchy process. McGraw-Hill Book Co., New YorkMATH Saaty TL (1980) The analytic hierarchy process. McGraw-Hill Book Co., New YorkMATH
go back to reference Sarfaraz A, Jenab K, D’Souza AC (2012) Evaluating ERP implementation choices on the basis of customisation using fuzzy AHP. Int J Prod Res 50(23):7057–7067CrossRef Sarfaraz A, Jenab K, D’Souza AC (2012) Evaluating ERP implementation choices on the basis of customisation using fuzzy AHP. Int J Prod Res 50(23):7057–7067CrossRef
go back to reference Singh RK, Khilwani N, Tiwari MK (2007) Justification for the selection of a reconfigurable manufacturing system: a fuzzy analytical hierarchy based approach. Int J Prod Res 45(14):3165–3190CrossRefMATH Singh RK, Khilwani N, Tiwari MK (2007) Justification for the selection of a reconfigurable manufacturing system: a fuzzy analytical hierarchy based approach. Int J Prod Res 45(14):3165–3190CrossRefMATH
go back to reference Tabucanon MT, Batanov DN, Verma DK (1994) Intelligent decision support system (DSS) for the selection process of alternative machines for flexible manufacturing systems (FMS). Comput Ind 25:131–143CrossRef Tabucanon MT, Batanov DN, Verma DK (1994) Intelligent decision support system (DSS) for the selection process of alternative machines for flexible manufacturing systems (FMS). Comput Ind 25:131–143CrossRef
go back to reference Tyagi SK, Ghorpade A, Karunakaran KP, Tiwari MK (2007) Optimal part orientation in layered manufacturing using evolutionary stickers-based DNA algorithm. Virtual Phys Prototyp 2(1):3–19CrossRef Tyagi SK, Ghorpade A, Karunakaran KP, Tiwari MK (2007) Optimal part orientation in layered manufacturing using evolutionary stickers-based DNA algorithm. Virtual Phys Prototyp 2(1):3–19CrossRef
go back to reference Tyagi SK, Yang K, Tyagi A, Verma A (2012) A fuzzy goal programming approach for optimal product family design of mobile phones and multiple-platform architecture. IEEE Trans Syst Man Cybern Part C Appl Rev 42(6):1519–1530CrossRef Tyagi SK, Yang K, Tyagi A, Verma A (2012) A fuzzy goal programming approach for optimal product family design of mobile phones and multiple-platform architecture. IEEE Trans Syst Man Cybern Part C Appl Rev 42(6):1519–1530CrossRef
go back to reference Tyagi SK, Yang K, Verma A (2013) Non-discrete ant colony optimisation (NdACO) to optimise the development cycle time and cost in overlapped product development. Int J Prod Res 51(2):346–361CrossRef Tyagi SK, Yang K, Verma A (2013) Non-discrete ant colony optimisation (NdACO) to optimise the development cycle time and cost in overlapped product development. Int J Prod Res 51(2):346–361CrossRef
go back to reference Vadde S, Zeid A, Kamarthi SV (2011) Pricing decisions in a multi-criteria setting for product recovery facilities. Omega Int J Manag Sci 39(2):186–193CrossRef Vadde S, Zeid A, Kamarthi SV (2011) Pricing decisions in a multi-criteria setting for product recovery facilities. Omega Int J Manag Sci 39(2):186–193CrossRef
go back to reference Wang G, Huang SH, Dismukesa JP (2004) Product-driven supply chain selection using integrated multi-criteria decision-making methodology. Int J Prod Econ 91(1):1–15CrossRef Wang G, Huang SH, Dismukesa JP (2004) Product-driven supply chain selection using integrated multi-criteria decision-making methodology. Int J Prod Econ 91(1):1–15CrossRef
go back to reference Wang YM, Elhag TMS, Hua ZS (2006) A modified fuzzy logarithmic least squares method for fuzzy analytic hierarchy process. Fuzzy Sets Syst 157:3055–3071MathSciNetCrossRefMATH Wang YM, Elhag TMS, Hua ZS (2006) A modified fuzzy logarithmic least squares method for fuzzy analytic hierarchy process. Fuzzy Sets Syst 157:3055–3071MathSciNetCrossRefMATH
go back to reference Yan LJ, Li ZB, Xi WK, Yuan XY (2012) Group-based product scheme-screening decision method based on fuzzy AHP and evidential reasoning theory. Int J Prod Res 50(1):133–159CrossRef Yan LJ, Li ZB, Xi WK, Yuan XY (2012) Group-based product scheme-screening decision method based on fuzzy AHP and evidential reasoning theory. Int J Prod Res 50(1):133–159CrossRef
go back to reference Yurdakul M (2004) AHP as a strategic decision-making tool to justify machine tool selection. J Mater Process Technol 146(3):365–376MathSciNetCrossRef Yurdakul M (2004) AHP as a strategic decision-making tool to justify machine tool selection. J Mater Process Technol 146(3):365–376MathSciNetCrossRef
go back to reference Zhu KJ, Jing Y, Chang DY (1999) A discussion on Extent Analysis Method and application of fuzzy AHP. Eur J Oper Res 116:450–456CrossRefMATH Zhu KJ, Jing Y, Chang DY (1999) A discussion on Extent Analysis Method and application of fuzzy AHP. Eur J Oper Res 116:450–456CrossRefMATH
Metadata
Title
Enhanced fuzzy-analytic hierarchy process
Authors
Satish Tyagi
Terrence Chambers
Kai Yang
Publication date
23-05-2017
Publisher
Springer Berlin Heidelberg
Published in
Soft Computing / Issue 13/2018
Print ISSN: 1432-7643
Electronic ISSN: 1433-7479
DOI
https://doi.org/10.1007/s00500-017-2639-y

Other articles of this Issue 13/2018

Soft Computing 13/2018 Go to the issue

Premium Partner