Sustainable procurement decision of electric coal under fuzzy information environment

Document Type : Article


1 School of Science, Wuhan University of Technology, Wuhan 430070, P.R. China.

2 School of Mathematics and Economics, Hubei University of Education, P.R. China.

3 College of Automation, Wuhan University of Technology, Wuhan 430070, P.R. China.


Green supply chain management is a crucial challenge for the sustainable development of the enterprises. In this paper, we study the problem of supplier selection for the multi-attribute and multi-source green procurement of electric coal under fuzzy information environment. Concretely, we establish a new index system of supplier selection by considering both the economic factors and environmental factors, and then present a multi-attribute decision making method based on 2-tuple deviation degree to rank all alternative suppliers in the green procurement of electric coal. We also highlight the implementation, availability, and feasibility of the green procurement decision method of electric coal by using an example of the multi-source procurement of electricity coal. We try to provide theoretical basis and decision-making reference for the thermal power enterprise to implement scientific green procurement management of electric coal.


Main Subjects

1.Zhao, X.L. and Qi, J.X. Regulation model of supply  chain cooperative conict-the case of coal and electric  power enterprises", Chinese Journal of Management  Science, 16(4), pp. 96-103 (2008). 
2. Cattaneo, C., Manera, M., and Scarpa, E. Industrial  coal demand in China: A provincial analysis", Resource  and Energy Economics, 33(1), pp. 12-35 (2011). 
3. Rao, C.J., Zheng, J.J., Hu, Z., and Goh, M. Compound  mechanism design on multi-attribute and multisource  procurement of electricity coal", Scientia Iranica,  Transactions E: Industrial Engineering, 23(3), pp.  1384-1398 (2016).  4. Meade, N. and Islam, T. Modelling European usage  of renewable energy technologies for electricity generation",  Technological Forecasting & Social Change, 90,  pp. 497-509 (2015).  5. Rao, C.J., Zhao, Y., and Li, C.F. Asymmetric Nash  equilibrium in emission rights auctions", Technological  Forecasting and Social Change, 79(3), pp. 429-435  (2012).  6. Rao, C.J., Goh, M., Zhao, Y., and Zheng, J.J.  Location selection of sustainability city logistics centers",  Transportation Research Part D: Transport and  Environment, 36, pp. 29-44 (2015).  7. Yang, N., Liao, X.W., and Huang, W.W. Decision  support for preference elicitation in multi-attribute  electronic procurement auctions through an agentbased  intermediary", Decision Support Systems, 57,  pp. 127-138 (2014).  8. Shiromaru, I., Inuiguchi, M., and Sakawa, M. A  fuzzy satis_cing method for electric power plant coal  purchase using genetic algorithm", European Journal  of Operational Research, 126, pp. 218-230 (2000).  9. Lai, S.Y. and Yang, H.M. Nash equilibrium analysis  of electric power supply chain with fuel supplier", in  Proceedings of Asia-Paci_c Power and Energy Engineering  Conference, pp. 582-590 (2009).  10. Dai, Y., Yang, H.M., and Wu, J. Electricity supply  chain coordination based on quantity discount contracts",  in Proceedings of the IEEE International Conference  on Industrial Technology, pp. 383-393 (2009).  11. Yan, G. Study on procurement coordination of supply  chain in internet-based E-business environment",  Master Thesis of Xiamen University, Xiamen (2008).  12. Rao, C.J., Xiao, X.P., Goh, M., Zheng, J.J., and  Wen, J.H. Compound mechanism design of supplier  selection based on multi-attribute auction and risk  management of supply chain", Computers & Industrial  Engineering, 105, pp. 63-75 (2017).  13. Rao, C.J., Goh, M., and Zheng, J.J. Decision  mechanism for supplier selection under sustainability",  International Journal of Information Technology &  Decision Making, 16(1), pp. 87-115 (2017).  14. Rao, C.J., Xiao, X.P., Xie, M., Goh, M., and Zheng,  J.J. Low carbon supplier selection under multi-source  and multi-attribute procurement", Journal of Intelligent  & Fuzzy Systems, 32(6), pp. 4009-4022 (2017).  15. Rao, C.J. and Peng, J. Fuzzy group decision making  model based on credibility theory and gray relative  degree", International Journal of Information Technology  & Decision Making, 8, pp. 515-527 (2009).  16. Sun, B.Z., Ma, W.M., and Qian, Y.H. Multigranulation  fuzzy rough set over two universes and its application  to decision making", Knowledge-Based Systems,  123, pp. 61-74 (2017).  17. Liu, S., Chan, F.T.S., and Ran, W.X. Multi-attribute  group decision-making with multi-granularity linguistic  assessment information: An improved approach  based on deviation and TOPSIS", Applied Mathematical  Modelling, 37, pp. 10129-10140 (2013).  18. Sun, B.Z., Ma, W.M., and Xiao, X. Three-way  group decision making based on multigranulation fuzzy  decision-theoretic rough set over two universes", International  Journal of Approximate Reasoning, 81, pp.  87-102 (2017).  19. Wan, S.P., Wang, Q.Y., and Dong, J.Y. The extended  VIKOR method for multi-attribute group decision  making with triangular intuitionistic fuzzy numbers",  Knowledge-Based Systems, 52, pp. 65-77 (2013).  20. Xu, Z.S. A method based on distance measure for  interval-valued intuitionistic fuzzy group decision making",  Information Sciences, 180, pp. 181-190 (2010).  21. Rao, C.J., Zheng, J.J., Wang, C., and Xiao, X.P. A  hybrid multi-attribute group decision making method  based on grey linguistic 2-tuple", Iranian Journal of  Fuzzy Systems, 13(2), pp. 37-59 (2016).  22. Peng, B., Zhou, J.M., and Peng, D.H. Cloud 2model  based approach to group decision making with uncertain  pure linguistic information", Journal of Intelligent  & Fuzzy Systems, 32(3), pp. 1959-1968 (2017).  23. Sun, B.Z., Ma, W.M., and Li, X.N. Linguistic value  soft set-based approach to multiple criteria group  decision-making", Applied Soft Computing, 58, pp.  285-296 (2017).  24. Wan, S.P., Xu, G.L., and Dong, J.Y. Supplier selection  using ANP and ELECTRE II in interval 2-tuple  linguistic environment", Information Sciences, 385-  386, pp. 19-38 (2017).  25. Geng, X.L., Qiu, H.Q., and Gong, X.M. An extended  2-tuple linguistic DEA for solving MAGDM  problems considering the inuence relationships among  attributes", Computers & Industrial Engineering, 112,  pp. 135-146 (2017).  26. Sun, B.Z., Ma, W.M., and Zhao, H.Y. An approach to  emergency decision-making based on decision-theoretic  rough set over two universes", Soft Computing, 20(9),  pp. 3617-3628 (2016).  27. Zhu, H., Zhao, J.B., and Xu, Y. 2-dimension linguistic  computational model with 2-tuples for multi-attribute  group decision making", Knowledge-Based Systems,  103, pp. 132-142 (2016).  28. Wu, Y.N., Chen, K.F., Zeng, B.X., Yang, M., and  Zhang, H.B. A cloud decision framework in pure 2-  tuple linguistic setting and its application for lowspeed  wind farm site selection", Journal of Cleaner  Production, 142, pp. 2154-2165 (2017).  29. Liu, P.D., Tang, G.L., Liu, W.L., Mohammadi, Z.,  and Salarieh, H. Induced generalized interval neutrosophic  Shapley hybrid operators and their application  in multi-attribute decision making", Scientia Iranica,  Transactions E: Industrial Engineering, 24(4), pp.  2164-2181 (2017).  30. Yue, Z. and Jia, Y. A projection-based approach  to intuitionistic fuzzy group decision making", Scientia  Iranica, Transactions E: Industrial Engineering,  24(3), pp. 1505-1518 (2017).  31. Wan, S.P. and Xu, J. A method for multi-attribute  group decision making with triangular intuitionistic  fuzzy numbers and application to trustworthy service  selection", Scientia Iranica, Transactions E: Industrial  Engineering, 24(2), pp. 794-807 (2017).  32. Wang, W.Z. and Liu, X.W. The multi-attribute  decision making method based on interval-valued intuitionistic  fuzzy Einstein hybrid weighted geometric  operator", Computers and Mathematics with Applications,  66, pp. 1845-1856 (2013).  33. Wei, G.W. Grey relational analysis method for 2-  tuple linguistic multiple attribute group decision making  with incomplete weight information", Expert Systems  with Applications, 38, pp. 4824-4828 (2011).  34. Zhou, L.G. and Chen, H.Y. The induced linguistic  continuous ordered weighted geometric operator and  its application to group decision making", Computers  & Industrial Engineering, 66, pp. 222-232 (2013).  35. Liu, P.D. and Wang, Y.M. Multiple attribute group  decision making methods based on intuitionistic linguistic  power generalized aggregation operators", Applied  Soft Computing, 17, pp. 90-104 (2014).  36. Li, D.F. and Liu, J.C. A parameterized non-linear  programming approach to solve matrix games with  payo_s of I-fuzzy numbers", IEEE Transactions on  Fuzzy Systems, 23(4), pp. 885-896 (2015).  37. Ji, Y. and Goh, M. Proximal point algorithms for  multi-criteria DC programming with applications to  Portfolio optimization", Journal of Optimization Theory  and Applications, 169(1), pp. 280-289 (2016).  38. Yu, D.J. and Li, D.F. Managing interval-valued multiplicative  hesitant fuzzy information in GDM problems",  Scientia Iranica, Transactions E: Industrial  Engineering, 23(4), pp. 1918-1927 (2016).  39. Rao, C.J., Zhao, Y., Zheng, J.J. Wang, C., and Chen,  Z.W. An extended uniform price auction mechanism  of homogeneous divisible goods: supply optimization  and non-strategic bidding", International Journal of  Production Research, 54(13), pp. 4028-4042 (2016).  40. Chen, L., Peng, J., Liu, Z., and Zhao, R. Pricing  and e_ort decisions for a supply chain with uncertain  information", International Journal of Production Research,  55(1), pp. 264-284 (2017). 41. Liu, Z., Zhao, R., Liu, X., and Chen, L. Contract designing  for a supply chain with uncertain information  based on con_dence level", Applied Soft Computing,  56, pp. 617-631 (2017).  42. Li, Z., Chen, L., and Nan, G. Small-scale renewable  energy source trading: A contract theory approach",  IEEE Transactions on Industrial Informatics, 14(4),  pp. 1491-1500 (2018).  43. Rao, C.J., Zhao, Y., and Ma, S.H. Procurement  decision making mechanism of divisible goods based  on multi-attribute auction", Electronic Commerce Research  and Applications, 11, pp. 397-406 (2012).  44. Rao, C.J., Xiao, X.P., and Peng, J. Novel combinatorial  algorithm for the problems of fuzzy grey  multi-attribute group decision making", Journal of  Systems Engineering and Electronics, 18(4), pp. 774-  780 (2007).  45. Qu, S.J., Goh, M., Ji, Y., and Rober, D.S. A new  algorithm for linearly constrained C-convex vector  optimization with a supply chain network risk application",  European Journal of Operational Research, 247,  pp. 359-365 (2015).  46. Rao, C.J. and Li, P. Multi-stage sequential uniform  price auction mechanism for divisible goods", Expert  Systems with Applications, 40(15), pp. 6105-6114  (2013).  47. Herrera, F. and Martinez, L. A 2-tuple fuzzy linguistic  representation model for computing with words",  IEEE Trans on Fuzzy Systems, 8, pp. 746-752 (2000).  48. Herrera, F. A model based on linguistic 2-tuple  for dealing with multi-granularity hierarchical linguistic  contexts in multi-expert decision-making", IEEE  Trans on System Man and Cybernetics, Part B: Cybernetics,  31, pp. 227-234 (2001).  49. Zhang, H.M. Some interval-valued 2-tuple linguistic  aggregation operators and application in multiattribute  group decision making", Applied Mathematical  Modelling, 37, pp. 4269-4282 (2013).  50. Chen, Y.F., Technical Condition of Coal Used for  Pulverized Coal-_red Boiler for Power Generation  (GB/T7562-2010), China Standards Press, Beijing  (2010).