Skip to main content
Top

17-02-2024

Concept Design Evaluation of Sustainable Product–Service Systems: A QFD–TOPSIS Integrated Framework with Basic Uncertain Linguistic Information

Authors: Qiang Yang, Zhen-Song Chen, Jiang-Hong Zhu, Luis Martínez, Witold Pedrycz, Mirosław J. Skibniewski

Published in: Group Decision and Negotiation

Log in

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

search-config
loading …

Abstract

The product–service system (PSS) is a strategic design approach proposed to address sustainability in socio-economic systems amidst rapid industrialization and transition. Evaluating the concept design of a PSS is a crucial and initial step prior to implementation. This study presents an innovative framework for evaluating concept designs of sustainable PSS based on a well-defined evaluation index system via integrating quality function deployment (QFD) and the technique for order preference by similarity to ideal solution (TOPSIS) while accommodating extended basic uncertain linguistic information (EBULI). Specifically, a QFD-based framework is first developed to identify the requirements of various stakeholders and then to establish the multi-dimensional criteria for evaluating sustainable PSS. Then, a House of Quality-based relationship matrix is introduced to determine the weights of criteria more accurately. Further, an adaptive consensus-reaching process method based on an expert weighting optimization model is proposed to ensure a collective outputs recognized by multiple involved stakeholders. Finally, an improved EBULI-based TOPSIS method is presented to determine the priority ranking of alternative sustainable PSS concepts. A case study on a car-sharing PSS project demonstrates the viability and effectiveness of the proposed QFD–TOPSIS integrated approach under EBULI settings. The alternative PSS concept design, which demonstrates relatively good performance in criteria of high importance, is selected as the most suitable option. Moreover, relevant comparative and sensitivity analyses reveal that the proposed approach exhibits superiorities in appropriate criteria elicitation, accurate weights determination, and high consensus ranking outputs.

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!

Appendix
Available only for authorised users
Literature
go back to reference Akao Y, Mazur GH (2003) The leading edge in QFD: past, present and future. Int J Qual Reliab Manag 20(1):20CrossRef Akao Y, Mazur GH (2003) The leading edge in QFD: past, present and future. Int J Qual Reliab Manag 20(1):20CrossRef
go back to reference Beliakov G, James S, Mordelová J, Rückschlossová T, Yager RR (2010) Generalized Bonferroni mean operators in multi-criteria aggregation. Fuzzy Sets Syst 161(17):2227–2242CrossRef Beliakov G, James S, Mordelová J, Rückschlossová T, Yager RR (2010) Generalized Bonferroni mean operators in multi-criteria aggregation. Fuzzy Sets Syst 161(17):2227–2242CrossRef
go back to reference Bertoni A, Larsson T (2017) Data mining in product service systems design: literature review and research questions. Procedia CIRP 64:306–311CrossRef Bertoni A, Larsson T (2017) Data mining in product service systems design: literature review and research questions. Procedia CIRP 64:306–311CrossRef
go back to reference Bonferroni C (1950) Sulle medie multiple di potenze. Boll dell’Unione Mat Ital 5(3–4):267–270 Bonferroni C (1950) Sulle medie multiple di potenze. Boll dell’Unione Mat Ital 5(3–4):267–270
go back to reference Chang Y, Ming X, Chen Z, Zhou T, Liao X, Song W (2023) Stakeholder requirement evaluation of smart industrial service ecosystem under pythagorean fuzzy environment for complex industrial contexts: a case study of renewable energy park. Adv Eng Inform 55:101823CrossRef Chang Y, Ming X, Chen Z, Zhou T, Liao X, Song W (2023) Stakeholder requirement evaluation of smart industrial service ecosystem under pythagorean fuzzy environment for complex industrial contexts: a case study of renewable energy park. Adv Eng Inform 55:101823CrossRef
go back to reference Chen D, Chu X, Sun X, Li Y (2015) A new product service system concept evaluation approach based on information axiom in a fuzzy-stochastic environment. Int J Comput Integr Manuf 28(11):1123–1141 Chen D, Chu X, Sun X, Li Y (2015) A new product service system concept evaluation approach based on information axiom in a fuzzy-stochastic environment. Int J Comput Integr Manuf 28(11):1123–1141
go back to reference Chen D, Chu X, Yang X, Sun X, Li Y, Su Y (2015) PSS solution evaluation considering sustainability under hybrid uncertain environments. Expert Syst Appl 42(14):5822–5838CrossRef Chen D, Chu X, Yang X, Sun X, Li Y, Su Y (2015) PSS solution evaluation considering sustainability under hybrid uncertain environments. Expert Syst Appl 42(14):5822–5838CrossRef
go back to reference Chen ZS, Chin KS, Li YL, Yang Y (2016) On generalized extended Bonferroni means for decision making. IEEE Trans Fuzzy Syst 24(6):1525–1543CrossRef Chen ZS, Chin KS, Li YL, Yang Y (2016) On generalized extended Bonferroni means for decision making. IEEE Trans Fuzzy Syst 24(6):1525–1543CrossRef
go back to reference Chen ZS, Chin KS, Li YL, Yang Y (2016) Proportional hesitant fuzzy linguistic term set for multiple criteria group decision making. Inf Sci 357:61–87CrossRef Chen ZS, Chin KS, Li YL, Yang Y (2016) Proportional hesitant fuzzy linguistic term set for multiple criteria group decision making. Inf Sci 357:61–87CrossRef
go back to reference Chen ZS, Chin KS, Tsui KL (2019) Constructing the geometric Bonferroni mean from the generalized Bonferroni mean with several extensions to linguistic 2-tuples for decision-making. Appl Soft Comput 78:595–613CrossRef Chen ZS, Chin KS, Tsui KL (2019) Constructing the geometric Bonferroni mean from the generalized Bonferroni mean with several extensions to linguistic 2-tuples for decision-making. Appl Soft Comput 78:595–613CrossRef
go back to reference Chen ZS, Martínez L, Chang JP, Wang XJ, Xionge SH, Chin KS (2019) Sustainable building material selection: a QFD-and ELECTRE III-embedded hybrid MCGDM approach with consensus building. Eng Appl Artif Intell 85:783–807CrossRef Chen ZS, Martínez L, Chang JP, Wang XJ, Xionge SH, Chin KS (2019) Sustainable building material selection: a QFD-and ELECTRE III-embedded hybrid MCGDM approach with consensus building. Eng Appl Artif Intell 85:783–807CrossRef
go back to reference Chen Z, Ming X, Wang R, Bao Y (2020) Selection of design alternatives for smart product service system: a rough-fuzzy data envelopment analysis approach. J Clean Prod 273:122931CrossRef Chen Z, Ming X, Wang R, Bao Y (2020) Selection of design alternatives for smart product service system: a rough-fuzzy data envelopment analysis approach. J Clean Prod 273:122931CrossRef
go back to reference Chen Z, Ming X, Zhou T, Chang Y, Sun Z (2020) A hybrid framework integrating rough-fuzzy best-worst method to identify and evaluate user activity-oriented service requirement for smart product service system. J Clean Prod 253:119954CrossRef Chen Z, Ming X, Zhou T, Chang Y, Sun Z (2020) A hybrid framework integrating rough-fuzzy best-worst method to identify and evaluate user activity-oriented service requirement for smart product service system. J Clean Prod 253:119954CrossRef
go back to reference Chen Z, Zhou T, Ming X, Zhang X, Miao R (2022) Configuration optimization of service solution for smart product service system under hybrid uncertain environments. Adv Eng Inform 52:101632CrossRef Chen Z, Zhou T, Ming X, Zhang X, Miao R (2022) Configuration optimization of service solution for smart product service system under hybrid uncertain environments. Adv Eng Inform 52:101632CrossRef
go back to reference Chen ZS, Zhang X, Rodríguez RM, Pedrycz W, Martínez L, Skibniewski MJ (2022) Expertise-structure and risk-appetite-integrated two-tiered collective opinion generation framework for large scale group decision making. IEEE Trans Fuzzy Syst 30(12):5496–5510CrossRef Chen ZS, Zhang X, Rodríguez RM, Pedrycz W, Martínez L, Skibniewski MJ (2022) Expertise-structure and risk-appetite-integrated two-tiered collective opinion generation framework for large scale group decision making. IEEE Trans Fuzzy Syst 30(12):5496–5510CrossRef
go back to reference Chou JR (2021) A TRIZ-based product–service design approach for developing innovative products. Comput Ind Eng 161:107608CrossRef Chou JR (2021) A TRIZ-based product–service design approach for developing innovative products. Comput Ind Eng 161:107608CrossRef
go back to reference Cong J, Chen CH, Zheng P (2020) Design entropy theory: a new design methodology for smart PSS development. Adv Eng Inform 45:101124CrossRef Cong J, Chen CH, Zheng P (2020) Design entropy theory: a new design methodology for smart PSS development. Adv Eng Inform 45:101124CrossRef
go back to reference de Jesus Pacheco DA, ten Caten CS, Jung CF, Sassanelli C, Terzi S (2019) Overcoming barriers towards sustainable product–service systems in small and medium-sized enterprises: state of the art and a novel decision matrix. J Clean Prod 222:903–921CrossRef de Jesus Pacheco DA, ten Caten CS, Jung CF, Sassanelli C, Terzi S (2019) Overcoming barriers towards sustainable product–service systems in small and medium-sized enterprises: state of the art and a novel decision matrix. J Clean Prod 222:903–921CrossRef
go back to reference Desa U, et al (2016) Transforming our world: the 2030 agenda for sustainable development Desa U, et al (2016) Transforming our world: the 2030 agenda for sustainable development
go back to reference Dong Y, Wu Y, Zhang H, Zhang G (2015) Multi-granular unbalanced linguistic distribution assessments with interval symbolic proportions. Knowl Based Syst 82:139–151CrossRef Dong Y, Wu Y, Zhang H, Zhang G (2015) Multi-granular unbalanced linguistic distribution assessments with interval symbolic proportions. Knowl Based Syst 82:139–151CrossRef
go back to reference Fargnoli M, Haber N, Sakao T (2019) PSS modularisation: a customer-driven integrated approach. Int J Prod Res 57(13):4061–4077CrossRef Fargnoli M, Haber N, Sakao T (2019) PSS modularisation: a customer-driven integrated approach. Int J Prod Res 57(13):4061–4077CrossRef
go back to reference García-Zamora D, Labella Á, Ding W, Rodríguez RM, Martínez L (2022) Large-scale group decision making: a systematic review and a critical analysis. IEEE/CAA J Autom Sin 9(6):949–966CrossRef García-Zamora D, Labella Á, Ding W, Rodríguez RM, Martínez L (2022) Large-scale group decision making: a systematic review and a critical analysis. IEEE/CAA J Autom Sin 9(6):949–966CrossRef
go back to reference Geng X, Chu X, Zhang Z (2010) A new integrated design concept evaluation approach based on vague sets. Expert Syst Appl 37(9):6629–6638CrossRef Geng X, Chu X, Zhang Z (2010) A new integrated design concept evaluation approach based on vague sets. Expert Syst Appl 37(9):6629–6638CrossRef
go back to reference Gou X, Xu Z, Liao H (2017) Multiple criteria decision making based on Bonferroni means with hesitant fuzzy linguistic information. Soft Comput 21(21):6515–6529CrossRef Gou X, Xu Z, Liao H (2017) Multiple criteria decision making based on Bonferroni means with hesitant fuzzy linguistic information. Soft Comput 21(21):6515–6529CrossRef
go back to reference Herrera F, Martínez L (2000) A 2-tuple fuzzy linguistic representation model for computing with words. IEEE Trans Fuzzy Syst 8(6):746–752CrossRef Herrera F, Martínez L (2000) A 2-tuple fuzzy linguistic representation model for computing with words. IEEE Trans Fuzzy Syst 8(6):746–752CrossRef
go back to reference Jin L, Mesiar R, Borkotokey S, Kalina M (2018) Certainty aggregation and the certainty fuzzy measures. Int J Intell Syst 33(4):759–770CrossRef Jin L, Mesiar R, Borkotokey S, Kalina M (2018) Certainty aggregation and the certainty fuzzy measures. Int J Intell Syst 33(4):759–770CrossRef
go back to reference Jin LS, Xu YQ, Chen ZS, Mesiar R, Yager RR (2022) Relative basic uncertain information in preference and uncertain involved information fusion. Int J Comput Intell Syst 15(1):1–7CrossRef Jin LS, Xu YQ, Chen ZS, Mesiar R, Yager RR (2022) Relative basic uncertain information in preference and uncertain involved information fusion. Int J Comput Intell Syst 15(1):1–7CrossRef
go back to reference Junior AEB, de Toledo JC, González MOA (2020) Systematized methods for the development of product–service systems: a systematic literature review. Prod Manag Dev 18(1):3–18CrossRef Junior AEB, de Toledo JC, González MOA (2020) Systematized methods for the development of product–service systems: a systematic literature review. Prod Manag Dev 18(1):3–18CrossRef
go back to reference Kagawa S, Tasaki T, Moriguchi Y (2006) The environmental and economic consequences of product lifetime extension: empirical analysis for automobile use. Ecol Econ 58(1):108–118CrossRef Kagawa S, Tasaki T, Moriguchi Y (2006) The environmental and economic consequences of product lifetime extension: empirical analysis for automobile use. Ecol Econ 58(1):108–118CrossRef
go back to reference Kimita K, Sakao T, Shimomura Y (2018) A failure analysis method for designing highly reliable product–service systems. Res Eng Des 29(2):143–160CrossRef Kimita K, Sakao T, Shimomura Y (2018) A failure analysis method for designing highly reliable product–service systems. Res Eng Des 29(2):143–160CrossRef
go back to reference Kjaer LL, Pigosso DC, McAloone TC, Birkved M (2018) Guidelines for evaluating the environmental performance of product/service-systems through life cycle assessment. J Clean Prod 190:666–678CrossRef Kjaer LL, Pigosso DC, McAloone TC, Birkved M (2018) Guidelines for evaluating the environmental performance of product/service-systems through life cycle assessment. J Clean Prod 190:666–678CrossRef
go back to reference Labella A, Rodríguez RM, Martínez L (2020) Computing with comparative linguistic expressions and symbolic translation for decision making: ELICIT information. IEEE Trans Fuzzy Syst 28(10):2510–2522CrossRef Labella A, Rodríguez RM, Martínez L (2020) Computing with comparative linguistic expressions and symbolic translation for decision making: ELICIT information. IEEE Trans Fuzzy Syst 28(10):2510–2522CrossRef
go back to reference Li X, Wang Z, Chen CH, Zheng P (2021) A data-driven reversible framework for achieving sustainable smart product–service systems. J Clean Prod 279:123618CrossRef Li X, Wang Z, Chen CH, Zheng P (2021) A data-driven reversible framework for achieving sustainable smart product–service systems. J Clean Prod 279:123618CrossRef
go back to reference Lindahl M, Sundin E, Sakao T (2014) Environmental and economic benefits of integrated product service offerings quantified with real business cases. J Clean Prod 64:288–296CrossRef Lindahl M, Sundin E, Sakao T (2014) Environmental and economic benefits of integrated product service offerings quantified with real business cases. J Clean Prod 64:288–296CrossRef
go back to reference Liu P, Zhang K, Wang P, Wang F (2022) A clustering-and maximum consensus-based model for social network large-scale group decision making with linguistic distribution. Inf Sci 602:269–297CrossRef Liu P, Zhang K, Wang P, Wang F (2022) A clustering-and maximum consensus-based model for social network large-scale group decision making with linguistic distribution. Inf Sci 602:269–297CrossRef
go back to reference Lu Y, Xu Y, Huang J, Wei J, Herrera-Viedma E (2022) Social network clustering and consensus-based distrust behaviors management for large-scale group decision-making with incomplete hesitant fuzzy preference relations. Appl Soft Comput 117:108373CrossRef Lu Y, Xu Y, Huang J, Wei J, Herrera-Viedma E (2022) Social network clustering and consensus-based distrust behaviors management for large-scale group decision-making with incomplete hesitant fuzzy preference relations. Appl Soft Comput 117:108373CrossRef
go back to reference Luiten H, Knot M, van der Horst T (2001) Sustainable product–service-systems: the Kathalys method. In: Proceedings second international symposium on environmentally conscious design and inverse manufacturing. IEEE, pp 190–197 Luiten H, Knot M, van der Horst T (2001) Sustainable product–service-systems: the Kathalys method. In: Proceedings second international symposium on environmentally conscious design and inverse manufacturing. IEEE, pp 190–197
go back to reference Martin M, Heiska M, Björklund A (2021) Environmental assessment of a product–service system for renting electric-powered tools. J Clean Prod 281:125245CrossRef Martin M, Heiska M, Björklund A (2021) Environmental assessment of a product–service system for renting electric-powered tools. J Clean Prod 281:125245CrossRef
go back to reference Martinez V, Bastl M, Kingston J, Evans S (2010) Challenges in transforming manufacturing organisations into product–service providers. J Manuf Technol Manag 21(4):449CrossRef Martinez V, Bastl M, Kingston J, Evans S (2010) Challenges in transforming manufacturing organisations into product–service providers. J Manuf Technol Manag 21(4):449CrossRef
go back to reference Mesiar R, Borkotokey S, Jin L, Kalina M (2018) Aggregation under uncertainty. IEEE Trans Fuzzy Syst 26(4):2475–2478CrossRef Mesiar R, Borkotokey S, Jin L, Kalina M (2018) Aggregation under uncertainty. IEEE Trans Fuzzy Syst 26(4):2475–2478CrossRef
go back to reference Neramballi A, Sakao T, Willskytt S, Tillman AM (2020) A design navigator to guide the transition towards environmentally benign product/service systems based on LCA results. J Clean Prod 277:124074CrossRef Neramballi A, Sakao T, Willskytt S, Tillman AM (2020) A design navigator to guide the transition towards environmentally benign product/service systems based on LCA results. J Clean Prod 277:124074CrossRef
go back to reference Pan JN, Nguyen HTN (2015) Achieving customer satisfaction through product–service systems. Eur J Oper Res 247(1):179–190CrossRef Pan JN, Nguyen HTN (2015) Achieving customer satisfaction through product–service systems. Eur J Oper Res 247(1):179–190CrossRef
go back to reference Pang J, Liang J, Song P (2017) An adaptive consensus method for multi-attribute group decision making under uncertain linguistic environment. Appl Soft Comput 58:339–353CrossRef Pang J, Liang J, Song P (2017) An adaptive consensus method for multi-attribute group decision making under uncertain linguistic environment. Appl Soft Comput 58:339–353CrossRef
go back to reference Qu M, Yu S, Chen D, Chu J, Tian B (2016) State-of-the-art of design, evaluation, and operation methodologies in product service systems. Comput Ind 77:1–14CrossRef Qu M, Yu S, Chen D, Chu J, Tian B (2016) State-of-the-art of design, evaluation, and operation methodologies in product service systems. Comput Ind 77:1–14CrossRef
go back to reference Reda H, Dvivedi A (2022) Decision-making on the selection of lean tools using fuzzy QFD and FMEA approach in the manufacturing industry. Expert Syst Appl 192:116416CrossRef Reda H, Dvivedi A (2022) Decision-making on the selection of lean tools using fuzzy QFD and FMEA approach in the manufacturing industry. Expert Syst Appl 192:116416CrossRef
go back to reference Rodríguez RM, Martínez L, Herrera F (2011) Hesitant fuzzy linguistic term sets for decision making. IEEE Trans Fuzzy Syst 20(1):109–119CrossRef Rodríguez RM, Martínez L, Herrera F (2011) Hesitant fuzzy linguistic term sets for decision making. IEEE Trans Fuzzy Syst 20(1):109–119CrossRef
go back to reference Rodríguez RM, Labella Á, De Tré G, Martínez L (2018) A large scale consensus reaching process managing group hesitation. Knowl Based Syst 159:86–97CrossRef Rodríguez RM, Labella Á, De Tré G, Martínez L (2018) A large scale consensus reaching process managing group hesitation. Knowl Based Syst 159:86–97CrossRef
go back to reference Sousa-Zomer TT, Miguel PAC (2017) A QFD-based approach to support sustainable product–service systems conceptual design. Int J Adv Manuf Technol 88(1):701–717CrossRef Sousa-Zomer TT, Miguel PAC (2017) A QFD-based approach to support sustainable product–service systems conceptual design. Int J Adv Manuf Technol 88(1):701–717CrossRef
go back to reference Tan X, Zhu J, Cabrerizo FJ, Herrera-Viedma E (2021) A cyclic dynamic trust-based consensus model for large-scale group decision making with probabilistic linguistic information. Appl Soft Comput 100:106937CrossRef Tan X, Zhu J, Cabrerizo FJ, Herrera-Viedma E (2021) A cyclic dynamic trust-based consensus model for large-scale group decision making with probabilistic linguistic information. Appl Soft Comput 100:106937CrossRef
go back to reference Tao Z, Shao Z, Liu J, Zhou L, Chen H (2020) Basic uncertain information soft set and its application to multi-criteria group decision making. Eng Appl Artif Intell 95:103871CrossRef Tao Z, Shao Z, Liu J, Zhou L, Chen H (2020) Basic uncertain information soft set and its application to multi-criteria group decision making. Eng Appl Artif Intell 95:103871CrossRef
go back to reference Tran TA, Park JY (2014) Development of integrated design methodology for various types of product–service systems. J Comput Des Eng 1(1):37–47 Tran TA, Park JY (2014) Development of integrated design methodology for various types of product–service systems. J Comput Des Eng 1(1):37–47
go back to reference Tseng ML, Wu KJ, Chiu AS, Lim MK, Tan K (2018) Service innovation in sustainable product service systems: improving performance under linguistic preferences. Int J Prod Econ 203:414–425CrossRef Tseng ML, Wu KJ, Chiu AS, Lim MK, Tan K (2018) Service innovation in sustainable product service systems: improving performance under linguistic preferences. Int J Prod Econ 203:414–425CrossRef
go back to reference Vezzoli C, Ceschin F, Diehl JC, Kohtala C (2015) New design challenges to widely implement ‘sustainable product–service systems’. J Clean Prod 97:1–12CrossRef Vezzoli C, Ceschin F, Diehl JC, Kohtala C (2015) New design challenges to widely implement ‘sustainable product–service systems’. J Clean Prod 97:1–12CrossRef
go back to reference Wang Z, Rodríguez RM, Wang YM, Martínez L (2021) A two-stage minimum adjustment consensus model for large scale decision making based on reliability modeled by two-dimension 2-tuple linguistic information. Comput Ind Eng 151:106973CrossRef Wang Z, Rodríguez RM, Wang YM, Martínez L (2021) A two-stage minimum adjustment consensus model for large scale decision making based on reliability modeled by two-dimension 2-tuple linguistic information. Comput Ind Eng 151:106973CrossRef
go back to reference Wu X, Liao H (2021) Customer-oriented product and service design by a novel quality function deployment framework with complex linguistic evaluations. Inf Process Manag 58(2):102469CrossRef Wu X, Liao H (2021) Customer-oriented product and service design by a novel quality function deployment framework with complex linguistic evaluations. Inf Process Manag 58(2):102469CrossRef
go back to reference Wu C, Chen T, Li Z, Liu W (2021) A function-oriented optimising approach for smart product service systems at the conceptual design stage: a perspective from the digital twin framework. J Clean Prod 297:126597CrossRef Wu C, Chen T, Li Z, Liu W (2021) A function-oriented optimising approach for smart product service systems at the conceptual design stage: a perspective from the digital twin framework. J Clean Prod 297:126597CrossRef
go back to reference Wu J, Zhao Z, Sun Q, Fujita H (2021) A maximum self-esteem degree based feedback mechanism for group consensus reaching with the distributed linguistic trust propagation in social network. Inf Fusion 67:80–93CrossRef Wu J, Zhao Z, Sun Q, Fujita H (2021) A maximum self-esteem degree based feedback mechanism for group consensus reaching with the distributed linguistic trust propagation in social network. Inf Fusion 67:80–93CrossRef
go back to reference Xia M, Xu Z, Zhu B (2013) Geometric Bonferroni means with their application in multi-criteria decision making. Knowl Based Syst 40:88–100CrossRef Xia M, Xu Z, Zhu B (2013) Geometric Bonferroni means with their application in multi-criteria decision making. Knowl Based Syst 40:88–100CrossRef
go back to reference Yager RR (2004) On the retranslation process in Zadeh’s paradigm of computing with words. IEEE Trans Syst Man Cybern Part B (Cybernetics) 34(2):1184–1195CrossRef Yager RR (2004) On the retranslation process in Zadeh’s paradigm of computing with words. IEEE Trans Syst Man Cybern Part B (Cybernetics) 34(2):1184–1195CrossRef
go back to reference Yang X, Moore P, Pu JS, Wong CB (2009) A practical methodology for realizing product service systems for consumer products. Comput Ind Eng 56(1):224–235CrossRef Yang X, Moore P, Pu JS, Wong CB (2009) A practical methodology for realizing product service systems for consumer products. Comput Ind Eng 56(1):224–235CrossRef
go back to reference Yang Q, Chen ZS, Chan CY, Pedrycz W, Martínez L, Skibniewski MJ (2022) Large-scale group decision-making for prioritizing engineering characteristics in quality function deployment under comparative linguistic environment. Appl Soft Comput 127:109359CrossRef Yang Q, Chen ZS, Chan CY, Pedrycz W, Martínez L, Skibniewski MJ (2022) Large-scale group decision-making for prioritizing engineering characteristics in quality function deployment under comparative linguistic environment. Appl Soft Comput 127:109359CrossRef
go back to reference Zadeh LA (1975) The concept of a linguistic variable and its application to approximate reasoning-I. Inf Sci 8(3):199–249CrossRef Zadeh LA (1975) The concept of a linguistic variable and its application to approximate reasoning-I. Inf Sci 8(3):199–249CrossRef
go back to reference Zhang X, Ming X (2022) Comprehensive understanding of smart product service system from multi-dimension and multi-perspective: an innovative service model for customer–product interaction life cycle (CILC). Adv Eng Inform 52:101619CrossRef Zhang X, Ming X (2022) Comprehensive understanding of smart product service system from multi-dimension and multi-perspective: an innovative service model for customer–product interaction life cycle (CILC). Adv Eng Inform 52:101619CrossRef
go back to reference Zhang G, Dong Y, Xu Y (2014) Consistency and consensus measures for linguistic preference relations based on distribution assessments. Inf Fusion 17:46–55CrossRef Zhang G, Dong Y, Xu Y (2014) Consistency and consensus measures for linguistic preference relations based on distribution assessments. Inf Fusion 17:46–55CrossRef
go back to reference Zhang X, Li J, Eres H, Zheng C (2021) Prioritizing and aggregating interacting requirements for product–service system development. Expert Syst Appl 185:115636CrossRef Zhang X, Li J, Eres H, Zheng C (2021) Prioritizing and aggregating interacting requirements for product–service system development. Expert Syst Appl 185:115636CrossRef
go back to reference Zhang X, Su J, Herrera-Viedma E (2022) A decision support model for estimating participation-oriented designs of crowdsourcing platforms based on quality function deployment. Expert Syst Appl 202:117308CrossRef Zhang X, Su J, Herrera-Viedma E (2022) A decision support model for estimating participation-oriented designs of crowdsourcing platforms based on quality function deployment. Expert Syst Appl 202:117308CrossRef
go back to reference Zheng P, Lin TJ, Chen CH, Xu X (2018) A systematic design approach for service innovation of smart product–service systems. J Clean Prod 201:657–667CrossRef Zheng P, Lin TJ, Chen CH, Xu X (2018) A systematic design approach for service innovation of smart product–service systems. J Clean Prod 201:657–667CrossRef
go back to reference Zheng P, Wang Z, Chen CH, Khoo LP (2019) A survey of smart product–service systems: key aspects, challenges and future perspectives. Adv Eng Inform 42:100973CrossRef Zheng P, Wang Z, Chen CH, Khoo LP (2019) A survey of smart product–service systems: key aspects, challenges and future perspectives. Adv Eng Inform 42:100973CrossRef
go back to reference Zhou T, Chen Z, Cao Y, Miao R, Ming X (2022) An integrated framework of user experience-oriented smart service requirement analysis for smart product service system development. Adv Eng Inform 51:101458CrossRef Zhou T, Chen Z, Cao Y, Miao R, Ming X (2022) An integrated framework of user experience-oriented smart service requirement analysis for smart product service system development. Adv Eng Inform 51:101458CrossRef
go back to reference Zhou T, Chen Z, Ming X (2022) Multi-criteria evaluation of smart product–service design concept under hesitant fuzzy linguistic environment: a novel cloud envelopment analysis approach. Eng Appl Artif Intell 115:105228CrossRef Zhou T, Chen Z, Ming X (2022) Multi-criteria evaluation of smart product–service design concept under hesitant fuzzy linguistic environment: a novel cloud envelopment analysis approach. Eng Appl Artif Intell 115:105228CrossRef
go back to reference Zhou T, Ming X, Han T, Bao Y, Liao X, Tong Q, Liu S, Guan H, Chen Z (2023) Smart experience-oriented customer requirement analysis for smart product service system: a novel hesitant fuzzy linguistic cloud dematel method. Adv Eng Inform 56:101917CrossRef Zhou T, Ming X, Han T, Bao Y, Liao X, Tong Q, Liu S, Guan H, Chen Z (2023) Smart experience-oriented customer requirement analysis for smart product service system: a novel hesitant fuzzy linguistic cloud dematel method. Adv Eng Inform 56:101917CrossRef
Metadata
Title
Concept Design Evaluation of Sustainable Product–Service Systems: A QFD–TOPSIS Integrated Framework with Basic Uncertain Linguistic Information
Authors
Qiang Yang
Zhen-Song Chen
Jiang-Hong Zhu
Luis Martínez
Witold Pedrycz
Mirosław J. Skibniewski
Publication date
17-02-2024
Publisher
Springer Netherlands
Published in
Group Decision and Negotiation
Print ISSN: 0926-2644
Electronic ISSN: 1572-9907
DOI
https://doi.org/10.1007/s10726-023-09870-w