Strategy selection for sustainable manufacturing with integrated AHP-VIKOR method under interval-valued fuzzy environment

Selection of an appropriate sustainability strategy is a multi-criteria decision making (MCDM) problem for manufacturing organizations due to incommensurate and conflicting evaluation criteria. In addition, incomplete information and different opinions of decision makers lead to uncertainties such as interval data and fuzziness. This study proposes a hierarchal MCDM method by combining Analytical Hierarchal Process (AHP) and VlseKriterijuska Optimizacija I Komoromisno Resenje (VIKOR) methods under interval-valued fuzzy environment to deal with ranking of sustainable manufacturing strategies. Linguistic variables were used to assess the ratings of strategies and weights for selection criteria. These linguistic variables were expressed in the triangular interval-valued fuzzy sets. Using a case study of manufacturing small and medium enterprise, the final ranking of the strategies was elicited in accordance with this procedure. Subsequently, a sensitivity analysis was performed to validate the stability of the proposed final ranking. This method can be used as a decision making tool for alternative or strategy selection in other areas where uncertainties are inherent.

[1]  Peter Loos,et al.  Towards Green BPM - Sustainability and Resource Efficiency through Business Process Management , 2010, Business Process Management Workshops.

[2]  Daniel Roos,et al.  The machine that changed the world : the story of lean production , 1991 .

[3]  T. Melton,et al.  The Benefits of Lean Manufacturing: What Lean Thinking has to Offer the Process Industries , 2005 .

[4]  D. Williamson,et al.  Drivers of Environmental Behaviour in Manufacturing SMEs and the Implications for CSR , 2006 .

[5]  Hani Hagras,et al.  A type 2-hesitation fuzzy logic based multi-criteria group decision making system for intelligent shared environments , 2014, Soft Comput..

[6]  James P. Womack,et al.  Lean Thinking: Banish Waste and Create Wealth in Your Corporation , 1996 .

[7]  Adriana Rejc Buhovac,et al.  Making Sustainability Work : Best Practices in Managing and Measuring Corporate Social, Environmental and Economic Impacts , 2017 .

[8]  V. Doyuran,et al.  Landfill site selection by using geographic information systems , 2006 .

[9]  Thomas Dyllick,et al.  Beyond the business case for corporate sustainability , 2002 .

[10]  Marc J. Epstein,et al.  Making Sustainability Work , 2008 .

[11]  Ruth Hillary Environmental management systems and the smaller enterprise , 2004 .

[12]  S. Vinodh,et al.  Sustainable concept selection using modified fuzzy TOPSIS: a case study , 2013 .

[13]  Travis P Wagner,et al.  Examining the concept of convenient collection: an application to extended producer responsibility and product stewardship frameworks. , 2013, Waste management.

[14]  J. R. San Cristóbal,et al.  Multi-criteria decision-making in the selection of a renewable energy project in Spain: the VIKOR method. , 2011 .

[15]  Behrooz Karimi,et al.  Deriving preference order of open pit mines equipment through MADM methods: Application of modified VIKOR method , 2011, Expert Syst. Appl..

[16]  Thomas L. Saaty,et al.  The Analytic Network Process: Decision Making With Dependence and Feedback , 2001 .

[17]  Luis G. Vargas,et al.  How to Make A Decision , 2012 .

[18]  T. Gutowski,et al.  Material efficiency: A white paper , 2011 .

[19]  Chen-Tung Chen,et al.  A decision-making method based on interval-valued fuzzy sets for cloud service evaluation , 2010, 4th International Conference on New Trends in Information Science and Service Science.

[20]  Akbar Esfahanipour,et al.  Decision making in stock trading: An application of PROMETHEE , 2007, Eur. J. Oper. Res..

[21]  S. Vinodh,et al.  Application of fuzzy compromise solution method for fit concept selection , 2014 .

[22]  Fabio Iraldo,et al.  Environmental Management Systems and SMEs , 2000 .

[23]  S. Farid Mousavi,et al.  Group decision making process for supplier selection with VIKOR under fuzzy environment , 2010, Expert Syst. Appl..

[24]  Reza Tavakkoli-Moghaddam,et al.  A comprehensive decision making structure for partitioning of make-to-order, make-to-stock and hybrid products , 2009, Soft Comput..

[25]  Mohammad Jafar Tarokh,et al.  A fuzzy VIKOR method for supplier selection based on entropy measure for objective weighting , 2011, Expert Syst. Appl..

[26]  Rob Bauer,et al.  The Economic Value of Corporate Eco‐Efficiency , 2006 .

[27]  Ming-Lang Tseng,et al.  Modeling sustainable production indicators with linguistic preferences , 2013 .

[28]  Lynelle Preston,et al.  Sustainability at Hewlett-Packard: From Theory to Practice , 2001 .

[29]  Xiao-Bing Hu,et al.  Multi-objective optimization of material selection for sustainable products: Artificial neural networks and genetic algorithm approach , 2009 .

[30]  Thomas L. Saaty What is the analytic hierarchy process , 1988 .

[31]  Matthias Ehrgott,et al.  Multiple criteria decision analysis: state of the art surveys , 2005 .

[32]  Mehmet Bayram Yildirim,et al.  A framework for a fuzzy sustainable maintenance strategy selection problem , 2011, Proceedings of the 2011 IEEE International Symposium on Sustainable Systems and Technology.

[33]  Matthew J. Liberatore,et al.  An extension of the analytic hierarchy process for industrial R&D project selection and resource allocation , 1987, IEEE Transactions on Engineering Management.

[34]  M. Gorzałczany A method for inference in approximate reasoning based on interval-valued fuzzy sets , 1987 .

[35]  S. Vinodh,et al.  PROMETHEE based sustainable concept selection , 2012 .

[36]  G. H. Huang,et al.  Development of an interval-valued fuzzy linear-programming method based on infinite alpha-cuts for water resources management , 2010, Environ. Model. Softw..

[37]  Ma Ga Yang,et al.  Impact of lean manufacturing and environmental management on business performance: An empirical study of manufacturing firms , 2011 .

[38]  Chen-Fu Chien,et al.  An AHP-based approach to ERP system selection , 2005 .

[39]  R. Domingo,et al.  Model of efficient and sustainable improvements in a lean production system through processes of environmental innovation , 2013 .

[40]  S. Vinodh,et al.  Leanness assessment using multi-grade fuzzy approach , 2011 .

[41]  Saadettin Erhan Kesen,et al.  A fuzzy AHP approach to personnel selection problem , 2009, Appl. Soft Comput..

[42]  Jian-Xin You,et al.  Failure mode and effects analysis using intuitionistic fuzzy hybrid TOPSIS approach , 2015, Soft Comput..

[43]  Richard Bellman,et al.  Decision-making in fuzzy environment , 2012 .

[44]  Ting-Yu Chen,et al.  A PROMETHEE-based outranking method for multiple criteria decision analysis with interval type-2 fuzzy sets , 2013, Soft Computing.

[45]  Jean Pierre Brans,et al.  HOW TO SELECT AND HOW TO RANK PROJECTS: THE PROMETHEE METHOD , 1986 .

[46]  Kannan Govindan,et al.  Environmental management and operational performance in automotive companies in Brazil: The role of human resource management and lean manufacturing , 2013 .

[47]  Ming-Shin Kuo,et al.  A novel interval-valued fuzzy MCDM method for improving airlines’ service quality in Chinese cross-strait airlines , 2011 .

[48]  Ruediger Kuehr,et al.  Strategic sustainable development — selection, design and synergies of applied tools , 2002 .

[49]  Ki‐Hoon Lee Why and how to adopt green management into business organizations , 2009 .

[50]  Gwo-Hshiung Tzeng,et al.  Compromise solution by MCDM methods: A comparative analysis of VIKOR and TOPSIS , 2004, Eur. J. Oper. Res..

[51]  Chris Ryan,et al.  Eco-efficiency gains from remanufacturing: A case study of photocopier remanufacturing at Fuji Xerox Australia , 2001 .

[52]  I. S. Jawahir,et al.  Priority Evaluation of Product Metrics for Sustainable Manufacturing , 2011 .

[53]  Peide Liu,et al.  Research on the supplier selection of a supply chain based on entropy weight and improved ELECTRE-III method , 2011 .

[54]  William R. Sheate,et al.  Functional and systems aspects of the sustainable product and service development approach for industry , 2006 .

[55]  M. S. Shama,et al.  Compromise ranking approach for sustainable concept selection in an Indian modular switches manufacturing organization , 2013 .

[56]  Hideki Kobayashi,et al.  A Practical Method for Quantifying Eco‐efficiency Using Eco‐design Support Tools , 2005 .

[57]  Stephen Evans,et al.  A comparison of four sustainable manufacturing strategies , 2008 .

[58]  Peter Ball,et al.  Steps towards sustainable manufacturing through modelling material, energy and waste flows , 2012 .

[59]  Thomas L. Saaty,et al.  Decision making with dependence and feedback : the analytic network process : the organization and prioritization of complexity , 1996 .

[60]  L. Bernstein,et al.  Industrial energy efficiency and climate change mitigation , 2009, Renewable Energy.

[61]  Tabasam Rashid,et al.  Robot selection by using generalized interval-valued fuzzy numbers with TOPSIS , 2014, Appl. Soft Comput..

[62]  I. Turksen Interval valued fuzzy sets based on normal forms , 1986 .

[63]  Cengiz Kahraman,et al.  Multicriteria renewable energy planning using an integrated fuzzy VIKOR & AHP methodology: The case of Istanbul , 2010 .

[64]  Peter T. Ward,et al.  Lean manufacturing: context, practice bundles, and performance , 2003 .

[65]  R. Burritt,et al.  Sustainability Accounting and Reporting: Development, Linkages and Reflection. An Introduction , 2006 .

[66]  Morteza Yazdani,et al.  A state-of the-art survey of TOPSIS applications , 2012, Expert Syst. Appl..

[67]  Irina Maslennikova,et al.  Xerox's Approach to Sustainability , 2000, Interfaces.

[68]  Wen-Hsien Tsai,et al.  Selecting management systems for sustainable development in SMEs: A novel hybrid model based on DEMATEL, ANP, and ZOGP , 2009, Expert Syst. Appl..

[69]  Alireza Afshari,et al.  Simple Additive Weighting approach to Personnel Selection problem , 2010 .

[70]  Thomas L. Saaty,et al.  Models, Methods, Concepts & Applications of the Analytic Hierarchy Process , 2012 .

[71]  Jan Lepoutre,et al.  Investigating the Impact of Firm Size on Small Business Social Responsibility: A Critical Review , 2006 .

[72]  Ernst Worrell,et al.  Potentials and policy implications of energy and material efficiency improvement , 1997 .

[73]  Norzima Zulkifli,et al.  Application of a modified VIKOR method for decision-making problems in lean tool selection , 2014 .

[74]  Bopaya Bidanda,et al.  Modeling sustainable product lifecycle decision support systems , 2009 .

[75]  Sathyan Subbiah,et al.  Multi-criteria decision making techniques for compliant polishing tool selection , 2015, The International Journal of Advanced Manufacturing Technology.

[76]  Senem Kursun Bahadir,et al.  Selection of appropriate e-textile structure manufacturing process prior to sensor integration using AHP , 2015 .

[77]  B. Vahdani,et al.  Extension of VIKOR method based on interval-valued fuzzy sets , 2010 .

[78]  Amir Saman Kheirkhah,et al.  Fuzzy logic in manufacturing: A review of literature and a specialized application , 2011 .

[79]  G. Anand,et al.  Selection of lean manufacturing systems using the PROMETHEE , 2008 .

[80]  José María Moreno-Jiménez,et al.  The multicriteria selection of products in technological diversification strategies: an application to the Spanish automotive industry based on AHP , 2014 .

[81]  Salah El-Haggar Sustainable industrial design and waste management : cradle-to-cradle for sustainable development , 2007 .

[82]  Christoph Herrmann,et al.  Eco-efficiency of manufacturing processes: A grinding case , 2012 .

[83]  Lotfi A. Zadeh,et al.  Fuzzy Sets , 1996, Inf. Control..

[84]  Gwo-Hshiung Tzeng,et al.  Multicriteria Planning of Post‐Earthquake Sustainable Reconstruction , 2002 .

[85]  Pius Achanga,et al.  Critical success factors for lean implementation within SMEs , 2006 .

[86]  P. Yu A Class of Solutions for Group Decision Problems , 1973 .

[87]  Hsu-Shih Shih,et al.  A hybrid MCDM model for strategic vendor selection , 2006, Math. Comput. Model..

[88]  Drakoulis Martakos,et al.  Supplier selection in electronic marketplaces using satisficing and fuzzy AHP , 2010, Expert Syst. Appl..

[89]  Siba Sankar Mahapatra,et al.  Decision-making in selecting reverse logistics alternative using interval-valued fuzzy sets combined with VIKOR approach , 2013 .

[90]  Reza Tavakkoli-Moghaddam,et al.  Soft computing based on interval valued fuzzy ANP-A novel methodology , 2012, J. Intell. Manuf..

[91]  J. Buckley,et al.  Fuzzy hierarchical analysis , 1999, FUZZ-IEEE'99. 1999 IEEE International Fuzzy Systems. Conference Proceedings (Cat. No.99CH36315).

[92]  Stefan Schaltegger,et al.  Sustainability Accounting and Reporting , 2006 .

[93]  S. Zamani,et al.  Contractor Selection Using Fuzzy Hybrid AHP-VIKOR , 2013 .

[94]  Jerry M. Mendel,et al.  Centroid of a type-2 fuzzy set , 2001, Inf. Sci..

[95]  Peter Ball,et al.  The emergence of sustainable manufacturing practices , 2012 .

[96]  Patrik Söderholm,et al.  Material efficiency: An economic perspective , 2012 .

[97]  Behnam Vahdani,et al.  Extension of the ELECTRE method based on interval-valued fuzzy sets , 2011, Soft Comput..

[98]  Dimitris Askounis,et al.  A new TOPSIS-based multi-criteria approach to personnel selection , 2010, Expert Syst. Appl..

[99]  I. S. Jawahir,et al.  Sustainable manufacturing: Modeling and optimization challenges at the product, process and system levels , 2010 .

[100]  Raffaella Taddeo,et al.  Value and Wastes in Manufacturing. An Overview and a New Perspective Based on Eco-Efficiency , 2014 .

[101]  A. Thakker,et al.  A novel approach to materials selection strategy case study: Wave energy extraction impulse turbine blade , 2008 .

[102]  M. Halme,et al.  Business models for material efficiency services: Conceptualization and application , 2007 .

[103]  Salvatore Sessa,et al.  Type-2 interval fuzzy rule-based systems in spatial analysis , 2014, Inf. Sci..

[104]  S. Vinodh,et al.  Application of fuzzy VIKOR for concept selection in an agile environment , 2013 .

[105]  James J. Buckley,et al.  Fuzzy hierarchical analysis: the Lambda-Max method , 2001, Fuzzy Sets Syst..

[106]  Dong Jun,et al.  Macro-site selection of wind/solar hybrid power station based on ELECTRE-II , 2014 .

[107]  Evangelos Triantaphyllou,et al.  Multi-criteria Decision Making Methods: A Comparative Study , 2000 .

[108]  Mark Hadfield,et al.  A sustainable product design model , 2006 .

[109]  Mushtaq Ahmed Memon,et al.  Integrated solid waste management based on the 3R approach , 2010 .

[110]  Ching-Lai Hwang,et al.  Multiple Attribute Decision Making: Methods and Applications - A State-of-the-Art Survey , 1981, Lecture Notes in Economics and Mathematical Systems.

[111]  Chunquan Li,et al.  Refractured Well Selection for Multicriteria Group Decision Making by Integrating Fuzzy AHP with Fuzzy TOPSIS Based on Interval-Typed Fuzzy Numbers , 2012, J. Appl. Math..

[112]  Reza Baradaran Kazemzadeh,et al.  PROMETHEE: A comprehensive literature review on methodologies and applications , 2010, Eur. J. Oper. Res..

[113]  Harold M. Schroeder Developments in the recycling industry and the growth of product stewardship: the role of enterprise information systems , 2012 .

[114]  Xiaoping Li,et al.  The applications of interval-valued fuzzy numbers and interval-distribution numbers , 1998, Fuzzy Sets Syst..

[115]  Shankar Chakraborty,et al.  Tool steel material selection using PROMETHEE II method , 2015 .

[116]  C. Hwang Multiple Objective Decision Making - Methods and Applications: A State-of-the-Art Survey , 1979 .

[117]  Pin-Yu Chu,et al.  A fuzzy AHP application in government-sponsored R&D project selection☆ , 2008 .