Skip to main content
Top
Published in: Clean Technologies and Environmental Policy 1/2016

12-06-2015 | Original Paper

Sustainability evaluation of alternative part configurations in product design: weighted decision matrix and artificial neural network approach

Authors: Mohd Fahrul Hassan, Muhamad Zameri Mat Saman, Safian Sharif, Badrul Omar

Published in: Clean Technologies and Environmental Policy | Issue 1/2016

Log in

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

search-config
loading …

Abstract

Recently, sustainable products have been demanded by world legislation not only to generate profits, meet consumers’ needs, or reduce adverse impacts on the environment, but also considering all aspects of economic, societal, and environmental. Numerous sustainable product designs have been introduced by considering sustainability in developing product concept; however, the sustainability issues considered during the evaluation of different product configurations are rather limited. In response, this study proposes a systematic approach to evaluate sustainability of configuration design alternatives based on weighted decision matrix and artificial neural network. Weighted decision matrix is used as a platform to deal with inconsistency data based on a point scale and generate ratings based on the score given. In this phase, configuration designs are measured at an interval scale and the score is derived using a nine-point Likert scale, which is used to determine the score of the configuration design with regard to the sustainability criteria compared with other alternatives. Then, artificial neural network is utilized to estimate the sustainability performance in a single value, named Weighted Sustainability Score by aggregating the generated ratings using a trained network. A case study of an armed chair is conducted to illustrate the proposed approach in detail. The accuracy of the proposed approach on the result for environmental evaluation is validated by environmental-based commercial software. The results demonstrate that the proposed approach provides similar decision with the commercial software in ranking the alternative part configurations with regard to environmental consideration. Consequently, the study shows the effectiveness of the proposed approach in a part of evaluating environmental aspect, and would do the same for systematically evaluating sustainability elements.

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 "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 Abdalla HS, Ebied MA (2011) A holistic approach for sustainable product design. In: Bernard A (ed) Global product development. Springer, Berlin, pp 329–338CrossRef Abdalla HS, Ebied MA (2011) A holistic approach for sustainable product design. In: Bernard A (ed) Global product development. Springer, Berlin, pp 329–338CrossRef
go back to reference Al-Barqawi H, Zayed T (2008) Infrastructure management: integrated AHP/ANN model to evaluate municipal water mains’ performance. J Infrastruct Syst 14(4):305–318CrossRef Al-Barqawi H, Zayed T (2008) Infrastructure management: integrated AHP/ANN model to evaluate municipal water mains’ performance. J Infrastruct Syst 14(4):305–318CrossRef
go back to reference Bernstein WZ, Ramanujan D, Devanathan S, Zhao F, Sutherland J, Ramani K (2010) Function impact matrix for sustainable concept generation: a designer’s perspective. In: ASME 2010 international design engineering technical conference & computers and information in engineering conference, 15–18 August, Quebec, Canada, pp 377–383 Bernstein WZ, Ramanujan D, Devanathan S, Zhao F, Sutherland J, Ramani K (2010) Function impact matrix for sustainable concept generation: a designer’s perspective. In: ASME 2010 international design engineering technical conference & computers and information in engineering conference, 15–18 August, Quebec, Canada, pp 377–383
go back to reference Brandi HS, Daroda RJ, Olinto AC (2013) The use of the Canberra metrics to aggregate metrics to sustainability. Clean Technol Environ Policy 16:911–920CrossRef Brandi HS, Daroda RJ, Olinto AC (2013) The use of the Canberra metrics to aggregate metrics to sustainability. Clean Technol Environ Policy 16:911–920CrossRef
go back to reference Chen C, Zhu J, Yu J-Y, Noori H (2012) A new methodology for evaluating sustainable product design performance with two-stage network data envelopment analysis. Eur J Oper Res 221:348–359CrossRef Chen C, Zhu J, Yu J-Y, Noori H (2012) A new methodology for evaluating sustainable product design performance with two-stage network data envelopment analysis. Eur J Oper Res 221:348–359CrossRef
go back to reference Dehpanah P, Nejat A (2015) The aerodynamic design evaluation of a blended-wing-body configuration. Aerosp Sci Technol 43:96–110CrossRef Dehpanah P, Nejat A (2015) The aerodynamic design evaluation of a blended-wing-body configuration. Aerosp Sci Technol 43:96–110CrossRef
go back to reference Dieter GE, Schmidt LC (2012) Engineering Design, 5th edn. McGraw-Hill, New York Dieter GE, Schmidt LC (2012) Engineering Design, 5th edn. McGraw-Hill, New York
go back to reference Eswarlal VK, Dey PK, Budhwar P, Shankar R (2011) Analysis of interactions among variables of renewable energy projects: a case study on renewable energy project in India. J Sci Ind Res 70:713–720 Eswarlal VK, Dey PK, Budhwar P, Shankar R (2011) Analysis of interactions among variables of renewable energy projects: a case study on renewable energy project in India. J Sci Ind Res 70:713–720
go back to reference Fet AM, Skaar C, Michelsen O (2009) Product category rules and environmental product declarations as tools to promote sustainable products: experiences from a case study of furniture production. Clean Technol Environ Policy 11:201–207CrossRef Fet AM, Skaar C, Michelsen O (2009) Product category rules and environmental product declarations as tools to promote sustainable products: experiences from a case study of furniture production. Clean Technol Environ Policy 11:201–207CrossRef
go back to reference Ghadimi P, Azadnia AH, Yusof NM, Saman MZM (2012) A weighted fuzzy approach for product sustainability assessment: a case study in automotive industry. J Clean Prod 33:10–21CrossRef Ghadimi P, Azadnia AH, Yusof NM, Saman MZM (2012) A weighted fuzzy approach for product sustainability assessment: a case study in automotive industry. J Clean Prod 33:10–21CrossRef
go back to reference Gupta A, Vangari R, Jayal AD, Jawahir IS (2010) Priority evaluation of product metrics for sustainable manufacturing. In: 20th CIRP design conference, Nantes, France, pp 631–641 Gupta A, Vangari R, Jayal AD, Jawahir IS (2010) Priority evaluation of product metrics for sustainable manufacturing. In: 20th CIRP design conference, Nantes, France, pp 631–641
go back to reference Hassan MF, Saman MZM, Sharif S, Omar B (2012) Integration of morphological analysis theory and artificial neural network approach for sustainable product design: a case study of portable vacuum cleaner. Int J Sustain Manuf 2(4):293–316CrossRef Hassan MF, Saman MZM, Sharif S, Omar B (2012) Integration of morphological analysis theory and artificial neural network approach for sustainable product design: a case study of portable vacuum cleaner. Int J Sustain Manuf 2(4):293–316CrossRef
go back to reference Hassan MF, Saman MZS, Sharif S, Omar B (2013) Evaluation of sustainability performance of product design element concepts using analytic hierarchy process. Appl Mech Mater 315:799–808CrossRef Hassan MF, Saman MZS, Sharif S, Omar B (2013) Evaluation of sustainability performance of product design element concepts using analytic hierarchy process. Appl Mech Mater 315:799–808CrossRef
go back to reference Hede S, Nunes MJL, Ferreira PFV, Rocha LA (2013) Incorporating sustainability in decision-making for medical device development. Technol Soc 35:276–293CrossRef Hede S, Nunes MJL, Ferreira PFV, Rocha LA (2013) Incorporating sustainability in decision-making for medical device development. Technol Soc 35:276–293CrossRef
go back to reference Helo PT (2006) Product configuration analysis with design structure matrix. Ind Manag Data Syst 106(7):997–1011CrossRef Helo PT (2006) Product configuration analysis with design structure matrix. Ind Manag Data Syst 106(7):997–1011CrossRef
go back to reference Hong G, Hu L, Xue D, Tu YL, Xiong YL (2008) Identification of the optimal product configuration and parameters based on individual customer requirements on performance and costs in one-of-a-kind production. Int J Prod Res 46(12):3297–3326CrossRef Hong G, Hu L, Xue D, Tu YL, Xiong YL (2008) Identification of the optimal product configuration and parameters based on individual customer requirements on performance and costs in one-of-a-kind production. Int J Prod Res 46(12):3297–3326CrossRef
go back to reference Jiang H, Ruan J (2010) Investment risk assessment on high-tech projects based on analytical hierarchy process and BP neural network. J Netw 5(4):393–402 Jiang H, Ruan J (2010) Investment risk assessment on high-tech projects based on analytical hierarchy process and BP neural network. J Netw 5(4):393–402
go back to reference Lee J, Han S (2010) Knowledge-based configuration design of a train bogie. J Mech Sci Technol 24(12):2503–2510CrossRef Lee J, Han S (2010) Knowledge-based configuration design of a train bogie. J Mech Sci Technol 24(12):2503–2510CrossRef
go back to reference Lee C, Song B, Park Y (2009) Generation of new service concepts: a morphology analysis and genetic algorithm approach. Expert Syst Appl 36(10):12454–12460CrossRef Lee C, Song B, Park Y (2009) Generation of new service concepts: a morphology analysis and genetic algorithm approach. Expert Syst Appl 36(10):12454–12460CrossRef
go back to reference Lim SR, Park JM (2009) Environmental indicators for communication of life cycle impact assessment results and their applications. J Environ Manage 90(11):3305–3312CrossRef Lim SR, Park JM (2009) Environmental indicators for communication of life cycle impact assessment results and their applications. J Environ Manage 90(11):3305–3312CrossRef
go back to reference Lindow K, Heimann O, Adolphy S, Hayka H, Stark R (2013a) Decision-making support for sustainable product development. In: Abramovici M, Stark R (eds) Smart product engineering. Springer, Berlin, pp 979–988CrossRef Lindow K, Heimann O, Adolphy S, Hayka H, Stark R (2013a) Decision-making support for sustainable product development. In: Abramovici M, Stark R (eds) Smart product engineering. Springer, Berlin, pp 979–988CrossRef
go back to reference Lindow K, Woll R, Inoue M, Ishikawa H, Stark R (2013b) Approaches for sustainability assessment in the conceptual design phase. In: Chakrabarti A (ed) CIRP design 2012. Springer, London, pp 377–387CrossRef Lindow K, Woll R, Inoue M, Ishikawa H, Stark R (2013b) Approaches for sustainability assessment in the conceptual design phase. In: Chakrabarti A (ed) CIRP design 2012. Springer, London, pp 377–387CrossRef
go back to reference Liu Y, Liu Z (2010) An integration method for reliability analyses and product configuration. Int J Adv Manuf Technol 50(5–8):831–841CrossRef Liu Y, Liu Z (2010) An integration method for reliability analyses and product configuration. Int J Adv Manuf Technol 50(5–8):831–841CrossRef
go back to reference May O, Taisch M, Kerga E (2012) Assessment of sustainable practices in new product development. In: Frick J, Laugen BT (eds) Advances in production management systems. Value networks: innovation, technologies, and management, vol 384. Springer, Berlin, pp 437–447CrossRef May O, Taisch M, Kerga E (2012) Assessment of sustainable practices in new product development. In: Frick J, Laugen BT (eds) Advances in production management systems. Value networks: innovation, technologies, and management, vol 384. Springer, Berlin, pp 437–447CrossRef
go back to reference Ostrosi E, Fougères AJ (2011) Optimization of product configuration assisted by fuzzy agents. Int J Interact Des Manuf 5(1):29–44CrossRef Ostrosi E, Fougères AJ (2011) Optimization of product configuration assisted by fuzzy agents. Int J Interact Des Manuf 5(1):29–44CrossRef
go back to reference Ramani K, Ramanujan D, Bernstein WZ, Zhao F, Sutherland J, Handwerker C, Choi J-K, Kim H, Thurston D (2010) Integrated sustainable life cycle design: a review. J Mech Des 132:1–15 Ramani K, Ramanujan D, Bernstein WZ, Zhao F, Sutherland J, Handwerker C, Choi J-K, Kim H, Thurston D (2010) Integrated sustainable life cycle design: a review. J Mech Des 132:1–15
go back to reference Rao KS, Varadarajan YS, Rajendra N (2014) Artificial neural network approach for the prediction of abrasive wear behavior of carbon fabric reinforced epoxy composite. Indian J Eng Mater Sci 21:16–22 Rao KS, Varadarajan YS, Rajendra N (2014) Artificial neural network approach for the prediction of abrasive wear behavior of carbon fabric reinforced epoxy composite. Indian J Eng Mater Sci 21:16–22
go back to reference Jawahir IS, Rouch Jr, KE, Dillon OW, Joshi KJ, Venkatachalam A, Jaafar IH (2006) Total life-cycle considerations in product design for sustainability: a framework for comprehensive evaluation. Keynote paper. In: Proc. TMT 2006, Lloret de Mar, Barcelona, Spain, pp 1–10 Jawahir IS, Rouch Jr, KE, Dillon OW, Joshi KJ, Venkatachalam A, Jaafar IH (2006) Total life-cycle considerations in product design for sustainability: a framework for comprehensive evaluation. Keynote paper. In: Proc. TMT 2006, Lloret de Mar, Barcelona, Spain, pp 1–10
go back to reference Ruiz-Mercado GJ, Gonzalez MA, Smith RL (2014) Expanding GREENSCOPE beyond the gate: a green chemistry and life cycle perspective. Clean Technol Environ Policy 16:703–717CrossRef Ruiz-Mercado GJ, Gonzalez MA, Smith RL (2014) Expanding GREENSCOPE beyond the gate: a green chemistry and life cycle perspective. Clean Technol Environ Policy 16:703–717CrossRef
go back to reference Saaty TL (1991) Decision-making with dependence and feedback: the analytic network process. RWS Publication, Pittsburgh Saaty TL (1991) Decision-making with dependence and feedback: the analytic network process. RWS Publication, Pittsburgh
go back to reference Santos SF, Brandi HS (2015) Model framework to construct a single aggregate sustainability indicator: an application to the biodiesel supply chain. Clean Technol Environ Policy. doi:10.1007/s10098-015-0919-8 Santos SF, Brandi HS (2015) Model framework to construct a single aggregate sustainability indicator: an application to the biodiesel supply chain. Clean Technol Environ Policy. doi:10.​1007/​s10098-015-0919-8
go back to reference Sivanandam SN, Deepa SN (2008) Introduction to genetic algorithms. Springer, Berlin Sivanandam SN, Deepa SN (2008) Introduction to genetic algorithms. Springer, Berlin
go back to reference Spillemaeckers S, Vanhoutte G (2006) A product sustainability assessment. In: Jonker J, de Witte M (eds) Management models for corporate social responsibility. Springer, Berlin, pp 257–264CrossRef Spillemaeckers S, Vanhoutte G (2006) A product sustainability assessment. In: Jonker J, de Witte M (eds) Management models for corporate social responsibility. Springer, Berlin, pp 257–264CrossRef
go back to reference Tang J, Xu J, Wan S, Ma D (2011) Comprehensive evaluation and selection system of coal distributors with analytic hierarchy process and artificial neural network. J Comput 6(2):208–215CrossRef Tang J, Xu J, Wan S, Ma D (2011) Comprehensive evaluation and selection system of coal distributors with analytic hierarchy process and artificial neural network. J Comput 6(2):208–215CrossRef
go back to reference Vidoni R, Bietresato M, Gasparetto A, Mazzetto F (2015) Evaluation and stability comparison of different vehicle configurations for robotic agricultural operations on side-slopes. Biosyst Eng 129:197–211CrossRef Vidoni R, Bietresato M, Gasparetto A, Mazzetto F (2015) Evaluation and stability comparison of different vehicle configurations for robotic agricultural operations on side-slopes. Biosyst Eng 129:197–211CrossRef
go back to reference Vinodh S (2011) Environmental conscious product design using CAD and CAE. Clean Technol Environ Policy 13(2):359–367CrossRef Vinodh S (2011) Environmental conscious product design using CAD and CAE. Clean Technol Environ Policy 13(2):359–367CrossRef
go back to reference Vinodh S, Rathod G (2011) Application of ECQFD for enabling environmentally conscious design and sustainable development in an electric vehicle. Clean Technol Environ Policy 13:381–396CrossRef Vinodh S, Rathod G (2011) Application of ECQFD for enabling environmentally conscious design and sustainable development in an electric vehicle. Clean Technol Environ Policy 13:381–396CrossRef
go back to reference Vinodh S, Jayakrishna K, Kumar V, Dutta R (2014a) Development of decision support system for sustainability evaluation: a case study. Clean Techn Environ Policy 16:163–174CrossRef Vinodh S, Jayakrishna K, Kumar V, Dutta R (2014a) Development of decision support system for sustainability evaluation: a case study. Clean Techn Environ Policy 16:163–174CrossRef
go back to reference Vinodh S, Kamala V, Jayakrishna K (2014b) Integration of ECQFD, TRIZ and AHP for innovative and sustainable product development. Appl Math Model 38:2758–2770CrossRef Vinodh S, Kamala V, Jayakrishna K (2014b) Integration of ECQFD, TRIZ and AHP for innovative and sustainable product development. Appl Math Model 38:2758–2770CrossRef
go back to reference Viswanathana S, Allada V (2006) Product configuration optimization for disassembly planning: a differential approach. Omega 34(6):599–616CrossRef Viswanathana S, Allada V (2006) Product configuration optimization for disassembly planning: a differential approach. Omega 34(6):599–616CrossRef
go back to reference Wang HS, Che ZH, Wang MJ (2009) A three-phase integrated model for product configuration change problems. Expert Syst Appl 36(3):5491–5509CrossRef Wang HS, Che ZH, Wang MJ (2009) A three-phase integrated model for product configuration change problems. Expert Syst Appl 36(3):5491–5509CrossRef
go back to reference Wei W, Fan W, Li Z (2014) Multi-objective optimization and evaluation method of modular product configuration design scheme. Int J Adv Manuf Technol 75:1527–1536 Wei W, Fan W, Li Z (2014) Multi-objective optimization and evaluation method of modular product configuration design scheme. Int J Adv Manuf Technol 75:1527–1536
go back to reference Xiao R, Zu Y, Mei S (2012) Creative product configuration design driven by functional features. J Manuf Syst 31(1):69–75CrossRef Xiao R, Zu Y, Mei S (2012) Creative product configuration design driven by functional features. J Manuf Syst 31(1):69–75CrossRef
go back to reference Yan J, Feng C (2014) Sustainable design-oriented product modularity combined with 6R concept: a case study of rotor laboratory bench. Clean Technol Environ Policy 16:95–109CrossRef Yan J, Feng C (2014) Sustainable design-oriented product modularity combined with 6R concept: a case study of rotor laboratory bench. Clean Technol Environ Policy 16:95–109CrossRef
go back to reference Yu L, Chen Y (2010) Anapriori-based knowledge mining method for product configuration design. Adv Mater Res 139–141:1490–1493CrossRef Yu L, Chen Y (2010) Anapriori-based knowledge mining method for product configuration design. Adv Mater Res 139–141:1490–1493CrossRef
go back to reference Zhang X, Lu T, Shuaib M, Rotella G, Huang A, Feng SC, Rouch K, Badurdeen F, Jawahir IS (2012) A metrics-based methodology for establishing Product Sustainability Index (ProdSI) for manufactured products. In: Dornfeld DA, Linke BS (eds) Leveraging technology for a sustainable world. Springer, Berlin, pp 435–441CrossRef Zhang X, Lu T, Shuaib M, Rotella G, Huang A, Feng SC, Rouch K, Badurdeen F, Jawahir IS (2012) A metrics-based methodology for establishing Product Sustainability Index (ProdSI) for manufactured products. In: Dornfeld DA, Linke BS (eds) Leveraging technology for a sustainable world. Springer, Berlin, pp 435–441CrossRef
go back to reference Zhu B, Wang Z, Yang H, Mo R, Zhao Y (2008) Applying fuzzy multiple attributes decision making for product configuration. J Intell Manuf 19(5):591–598CrossRef Zhu B, Wang Z, Yang H, Mo R, Zhao Y (2008) Applying fuzzy multiple attributes decision making for product configuration. J Intell Manuf 19(5):591–598CrossRef
go back to reference Zhu H, Liu F, Shao X, Zhang G (2010) Integration of rough set and neural network ensemble to predict the configuration performance of a modular product family. Int J Prod Res 48(24):7371–7393CrossRef Zhu H, Liu F, Shao X, Zhang G (2010) Integration of rough set and neural network ensemble to predict the configuration performance of a modular product family. Int J Prod Res 48(24):7371–7393CrossRef
Metadata
Title
Sustainability evaluation of alternative part configurations in product design: weighted decision matrix and artificial neural network approach
Authors
Mohd Fahrul Hassan
Muhamad Zameri Mat Saman
Safian Sharif
Badrul Omar
Publication date
12-06-2015
Publisher
Springer Berlin Heidelberg
Published in
Clean Technologies and Environmental Policy / Issue 1/2016
Print ISSN: 1618-954X
Electronic ISSN: 1618-9558
DOI
https://doi.org/10.1007/s10098-015-0990-1

Other articles of this Issue 1/2016

Clean Technologies and Environmental Policy 1/2016 Go to the issue