Green supplier selection and order allocation in a low-carbon paper industry: integrated multi-criteria heterogeneous decision-making and multi-objective linear programming approaches

The low-carbon supply chain is one of the predominant topics towards a green economy and it establishes the opportunity to reduce carbon emissions across the product value chain. This paper focuses on recycling and optimized sourcing in the paper industry as a case company. The main objective is to engage the case company with their supplier networks to diminish the greenhouse gases (GHG) emissions and cost in their production process. It proposes a model to support the selection of the best green supplier and an allocation of order among the potential suppliers. The proposed model contains a two-phase hybrid approach. The first phase presents the rating and selection of potential suppliers by considering economics (cost), operational factors (quality and delivery), and environmental criteria (recycle capability and GHG emission control) using Fuzzy Technique for Order of Preference by Similarity to Ideal Solution (Fuzzy TOPSIS) methodology. The second phase presents the order allocation process using multi-objective linear programming in order to minimize cost, material rejection, late delivery, recycle waste and $$\mathrm{CO}_{2}$$CO2 emissions in the production process. A case study from a paper manufacturing industry is presented to elucidate the effectiveness of the proposed model. The results demonstrate a 26.2 % reduction of carbon emission by using recycle products in the production process. The firm benefits by forming a systematic methodology for green supplier evaluation and order allocation. Finally, a conclusion and a suggested direction of future research are introduced.

[1]  Ali H. Diabat,et al.  Integrated fuzzy multi criteria decision making method and multi-objective programming approach for supplier selection and order allocation in a green supply chain , 2013 .

[2]  James Nga-Kwok Liu,et al.  Application of decision-making techniques in supplier selection: A systematic review of literature , 2013, Expert Syst. Appl..

[3]  Cecilia Tam,et al.  Energy Transition for Industry: India and the Global Context , 2011 .

[4]  Tilak Raj,et al.  Greening the supply chain practices: an Indian perspective of enablers' relationships , 2009, Int. J. Adv. Oper. Manag..

[5]  Pekka Korhonen,et al.  Multiple Objective Linear Programming in Supporting Forest Management , 1999 .

[6]  Charbel José Chiappetta Jabbour,et al.  Selecting green suppliers based on GSCM practices: Using fuzzy TOPSIS applied to a Brazilian electronics company , 2014, Eur. J. Oper. Res..

[7]  Lyès Benyoucef,et al.  Simulation based fuzzy TOPSIS approach for group multi-criteria supplier selection problem , 2012, Eng. Appl. Artif. Intell..

[8]  Caroline M. Eastman,et al.  Response: Introduction to fuzzy arithmetic: Theory and applications : Arnold Kaufmann and Madan M. Gupta, Van Nostrand Reinhold, New York, 1985 , 1987, Int. J. Approx. Reason..

[9]  Tai-Yue Wang,et al.  A fuzzy model for supplier selection in quantity discount environments , 2009, Expert Syst. Appl..

[10]  Peter J. Byrne,et al.  A case analysis of a sustainable food supply chain distribution system—A multi-objective approach , 2014 .

[11]  Seyed Hassan Ghodsypour,et al.  Vendor selection and order allocation using an integrated fuzzy case-based reasoning and mathematical programming model , 2009 .

[12]  Ali H. Diabat,et al.  A fuzzy multi criteria approach for evaluating green supplier's performance in green supply chain with linguistic preferences , 2013 .

[13]  S. Mohammad Arabzad,et al.  An Integrated Model For Supplier Selection and Order Allocation; Using Shannon Entropy, SWOT and Linear Programming , 2012 .

[14]  Joseph Sarkis,et al.  Green supplier development: analytical evaluation using rough set theory , 2010 .

[15]  Maria Virvou,et al.  Evaluating an intelligent graphical user interface by comparison with human experts , 2004, Knowl. Based Syst..

[16]  Kannan Govindan,et al.  Application of fuzzy VIKOR for evaluation of green supply chain management practices , 2015 .

[17]  Jie Lu,et al.  An Integrated Group Decision-Making Method Dealing with Fuzzy Preferences for Alternatives and Individual Judgments for Selection Criteria , 2003 .

[18]  Seyed Hassan Ghodsypour,et al.  A decision support system for supplier selection using an integrated analytic hierarchy process and linear programming , 1998 .

[19]  Yong Geng,et al.  Role of behavioural factors in green supply chain management implementation in Indian mining industries , 2013 .

[20]  Ge Wang,et al.  Product-driven supply chain selection using integrated multi-criteria decision-making methodology , 2004 .

[21]  L. D. Boer,et al.  A review of methods supporting supplier selection , 2001 .

[22]  Fang Wei-guo,et al.  A multi-attribute group decision-making method approaching to group ideal solution , 2007, 2007 IEEE International Conference on Grey Systems and Intelligent Services.

[23]  Gülfem Tuzkaya,et al.  A two-phase possibilistic linear programming methodology for multi-objective supplier evaluation and order allocation problems , 2008, Inf. Sci..

[24]  Kannan Govindan,et al.  Multi criteria decision making approaches for green supplier evaluation and selection: a literature review , 2015 .

[25]  Nigel J. Smith,et al.  Application of a fuzzy based decision making methodology to construction project risk assessment , 2007 .

[26]  Jack Steven Goulding,et al.  Carbon emission reduction strategies in the UK industrial sectors: an empirical study , 2013 .

[27]  Ezgi Aktar Demirtaş,et al.  An integrated multiobjective decision making process for supplier selection and order allocation , 2008 .

[28]  E. Plambeck Reducing greenhouse gas emissions through operations and supply chain management , 2012 .

[29]  Shuo-Yan Chou,et al.  A fuzzy simple additive weighting system under group decision-making for facility location selection with objective/subjective attributes , 2008, Eur. J. Oper. Res..

[30]  Shahrul Kamaruddin,et al.  Comparison of Multi Criteria Decision Making Methods From The Maintenance Alternative Selection Perspective , 2013 .

[31]  H. Zimmermann Fuzzy programming and linear programming with several objective functions , 1978 .

[32]  W. B. Lee,et al.  Design of an intelligent supplier relationship management system: a hybrid case based neural network approach , 2003, Expert Syst. Appl..

[33]  Kannan Govindan,et al.  Selection of third party reverse logistics provider using Fuzzy extent analysis , 2011 .

[34]  K. S. Chaudhuri,et al.  An economic order quantity model for deteriorating items with trended demand under inflation, time discounting and a trade credit policy , 2013, Int. J. Adv. Oper. Manag..

[35]  Wei-Chang Yeh,et al.  Using multi-objective genetic algorithm for partner selection in green supply chain problems , 2011, Expert Syst. Appl..

[36]  Qinghua Zhu,et al.  Eco-efficiency based green supply chain management: Current status and opportunities , 2014, Eur. J. Oper. Res..

[37]  Khodakaram Salimifard,et al.  A green routing problem: optimising CO2 emissions and costs from a bi-fuel vehicle fleet , 2014, Int. J. Adv. Oper. Manag..

[38]  Ali Mohaghar,et al.  An integrated group decision-making process for supplier selection and order allocation using multi-attribute utility theory and linear programming , 2008, J. Frankl. Inst..

[39]  Rajesh Gupta,et al.  Selection of logistic service provider using fuzzy PROMETHEE for a cement industry , 2012 .

[40]  Ming-Lang Tseng,et al.  Green supply chain management with linguistic preferences and incomplete information , 2011, Appl. Soft Comput..

[41]  Maria Virvou,et al.  Personalised adult e-training on computer use based on multiple attribute decision making , 2004, Interact. Comput..

[42]  Ali Diabat,et al.  Analyzing the drivers of green manufacturing with fuzzy approach , 2015 .

[43]  Asli Sencer Erdem,et al.  Development of a decision support system for supplier evaluation and order allocation , 2012, Expert Syst. Appl..

[44]  S. Farid Mousavi,et al.  TQM consultant selection in SMEs with TOPSIS under fuzzy environment , 2009, Expert Syst. Appl..

[45]  R. Lin,et al.  An integrated FANP–MOLP for supplier evaluation and order allocation , 2009 .

[46]  Xiaowei Xu,et al.  Multi-criteria decision making approaches for supplier evaluation and selection: A literature review , 2010, Eur. J. Oper. Res..

[47]  E. Reissner On asymptotic solutions for nonsymmetric deformations of shallow shells of revolution , 1964 .

[48]  A. Hoffman Climate Change Strategy: The Business Logic behind Voluntary Greenhouse Gas Reductions , 2004 .

[49]  S. H. Ghodsypour,et al.  Fuzzy multiobjective linear model for supplier selection in a supply chain , 2006 .

[50]  King Lun Choy,et al.  Development of an intelligent customer-supplier relationship management system: the application of case-based reasoning , 2003, Ind. Manag. Data Syst..

[51]  Ki-Hoon Lee,et al.  Integrating carbon footprint into supply chain management: the case of Hyundai Motor Company (HMC) in the automobile industry , 2011 .

[52]  R. Handfield,et al.  The Green Supply Chain: Integrating Suppliers into Environmental Management Processes , 1998 .

[53]  R. Tiwari,et al.  Fuzzy goal programming- an additive model , 1987 .

[54]  A. M. Fet,et al.  What is required for greener supplier selection? A literature review and conceptual model development , 2013 .

[55]  Felix T. S. Chan,et al.  Using case-based reasoning to evaluate supplier environmental management performance , 2003, Expert Syst. Appl..

[56]  He-Yau Kang,et al.  A green supplier selection model for high-tech industry , 2009, Expert Syst. Appl..

[57]  Zhang Jing,et al.  The Strategies of Advancing the Cooperation Satisfaction among Enterprises Based on Low Carbon Supply Chain Management , 2011 .

[58]  R. Dekker,et al.  The impact of greening on supply chain design and cost: a case for a developing region , 2012 .

[59]  Ana Beatriz Lopes de Sousa Jabbour,et al.  Quality management, environmental management maturity, green supply chain practices and green performance of Brazilian companies with ISO 14001 certification: Direct and indirect effects , 2014 .

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

[61]  Lakshman S. Thakur,et al.  Supplier selection using fuzzy AHP and fuzzy multi-objective linear programming for developing low carbon supply chain , 2012, Expert Syst. Appl..

[62]  Peter J. Byrne,et al.  Integrated low-carbon distribution system for the demand side of a product distribution supply chain: a DoE-guided MOPSO optimiser-based solution approach , 2014 .

[63]  S. H. Ghodsypour,et al.  A weighted max–min model for fuzzy multi-objective supplier selection in a supply chain , 2011 .

[64]  M. Setak,et al.  Supplier Selection and Order Allocation Models in Supply Chain Management: A Review , 2012 .

[65]  Gülçin Büyüközkan,et al.  A novel hybrid MCDM approach based on fuzzy DEMATEL, fuzzy ANP and fuzzy TOPSIS to evaluate green suppliers , 2012, Expert Syst. Appl..

[66]  Huanbin Liu,et al.  Potential for reducing paper mill energy use and carbon dioxide emissions through plant-wide energy audits: A case study in China , 2013 .

[67]  David J. Barnes,et al.  A literature review of decision-making models and approaches for partner selection in agile supply chains , 2011 .

[68]  Kannan Govindan,et al.  ELECTRE: A comprehensive literature review on methodologies and applications , 2016, Eur. J. Oper. Res..

[69]  Peter J. Byrne,et al.  A solution method for a two-layer sustainable supply chain distribution model , 2015, Comput. Oper. Res..

[70]  Steven A. Melnyk,et al.  Applying environmental criteria to supplier assessment: A study in the application of the Analytical Hierarchy Process , 2002, Eur. J. Oper. Res..

[71]  Ki‐Hoon Lee Carbon accounting for supply chain management in the automobile industry , 2012 .

[72]  Christopher O'Brien,et al.  Optimizing whole supply chain benefit versus buyer's benefit through supplier selection , 2009 .

[73]  R. B. Jackson,et al.  CO 2 emissions from forest loss , 2009 .

[74]  A. Noorul Haq,et al.  Fuzzy analytical hierarchy process for evaluating and selecting a vendor in a supply chain model , 2006 .

[75]  T. Saaty,et al.  The Analytic Hierarchy Process , 1985 .

[76]  Kannan Govindan,et al.  Analyzing supplier development criteria for an automobile industry , 2010, Ind. Manag. Data Syst..

[77]  Cevriye Gencer,et al.  Analytic network process in supplier selection: A case study in an electronic firm , 2007 .

[78]  Hongwei Ding,et al.  A simulation optimization methodology for supplier selection problem , 2005, Int. J. Comput. Integr. Manuf..

[79]  Felix T.S. Chan,et al.  Integrating environmental criteria into the supplier selection process , 2003 .

[80]  Jennifer Blackhurst,et al.  AIDEA: a methodology for supplier evaluation and selection in a supplier-based manufacturing environment , 2007, Int. J. Manuf. Technol. Manag..

[81]  M. Breton,et al.  Supplier selection-order allocation: A two stage multiple criteria dynamic programming approach , 2011 .

[82]  Harold Krikke,et al.  Impact of closed-loop network configurations on carbon footprints: A case study in copiers , 2011 .

[83]  G. Noci,et al.  Designing "green" vendor rating systems for the assessment of suppliers environmental performance , 1997 .

[84]  Chaher Alzaman,et al.  Green supply chain modelling: literature review , 2014, Int. J. Bus. Perform. Supply Chain Model..

[85]  Ali H. Diabat,et al.  A carbon-capped supply chain network problem , 2009, 2009 IEEE International Conference on Industrial Engineering and Engineering Management.

[86]  Kannan Govindan,et al.  Fuzzy Axiomatic Design approach based green supplier selection: A case study from Singapore , 2015 .

[87]  Reza Farzipoor Saen A decision model for selecting appropriate suppliers , 2010, Int. J. Adv. Oper. Manag..

[88]  Kannan Govindan,et al.  Mixed methodology to analyze the relationship between maturity of environmental management and the adoption of green supply chain management in Brazil , 2014 .

[89]  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.

[90]  Samir K. Srivastava,et al.  Green Supply-Chain Management: A State-of-the-Art Literature Review , 2007 .

[91]  Jing Huang,et al.  Dual-stage genetic algorithm approach for capacitated lot sizing problem , 2013, Int. J. Adv. Oper. Manag..

[92]  Shan-Huo Chen Ranking fuzzy numbers with maximizing set and minimizing set , 1985 .

[93]  Najla Aissaoui,et al.  Supplier selection and order lot sizing modeling: A review , 2007, Comput. Oper. Res..

[94]  P. Murugesan,et al.  Multicriteria group decision making for the third party reverse logistics service provider in the supply chain model using fuzzy TOPSIS for transportation services , 2009, Int. J. Serv. Technol. Manag..

[95]  Manoj Kumar Tiwari,et al.  Green supply chain performance measurement using fuzzy ANP-based balanced scorecard: a collaborative decision-making approach , 2014 .

[96]  Ana Beatriz Lopes de Sousa Jabbour,et al.  Managing organizations for sustainable development in emerging countries: an introduction , 2014 .