A type-2 fuzzy system model for reducing bullwhip effects in supply chains and its application in steel manufacturing

作者: R. Gamasaee , M.H. Fazel Zarandi

DOI: 10.1016/J.SCIENT.2013.05.004

关键词: Fuzzy clusteringBullwhip effectMathematical optimizationComputer scienceFuzzy control systemFuzzy logicSupply chain managementDemand forecastingFuzzy transportationBullwhip

摘要: Abstract The purpose of this paper is to evaluate and reduce the bullwhip effect in fuzzy environments by means type-2 methodology. In order a supply chain, we propose new method for demand forecasting. First, data real steel industry Canada clustered with an interval c -regression clustering algorithm. Then, novel hybrid expert system developed This uses Fuzzy Disjunctive Normal Forms (FDNF) Conjunctive (FCNF) aggregation antecedents. An policy determine orders chain. results proposed are compared type-1 as well time series literature. show that significantly reduced; also, has less error high accuracy.

参考文章(35)
Matthew J. Sobel, Daniel P. Heyman, Stochastic models in operations research ,(1982)
M.H. Fazel Zarandi, M. Pourakbar, I.B. Turksen, A Fuzzy agent-based model for reduction of bullwhip effect in supply chain systems Expert Systems With Applications. ,vol. 34, pp. 1680- 1691 ,(2008) , 10.1016/J.ESWA.2007.01.031
Byung-In Choi, Frank Chung-Hoon Rhee, Interval type-2 fuzzy membership function generation methods for pattern recognition Information Sciences. ,vol. 179, pp. 2102- 2122 ,(2009) , 10.1016/J.INS.2008.04.009
M.H. Fazel Zarandi, I.B. Türkşen, O. Torabi Kasbi, Type-2 fuzzy modeling for desulphurization of steel process Expert Systems With Applications. ,vol. 32, pp. 157- 171 ,(2007) , 10.1016/J.ESWA.2005.11.023
Sunil Agrawal, Raghu Nandan Sengupta, Kripa Shanker, Impact of information sharing and lead time on bullwhip effect and on-hand inventory European Journal of Operational Research. ,vol. 192, pp. 576- 593 ,(2009) , 10.1016/J.EJOR.2007.09.015
Nilesh N. Karnik, Jerry M. Mendel, Centroid of a type-2 fuzzy set Information Sciences. ,vol. 132, pp. 195- 220 ,(2001) , 10.1016/S0020-0255(01)00069-X
Peter Kelle, Alistair Milne, The effect of (s, S) ordering policy on the supply chain International Journal of Production Economics. ,vol. 59, pp. 113- 122 ,(1999) , 10.1016/S0925-5273(98)00232-1
I Burhan Türkşen, None, Type I and type II fuzzy system modeling Fuzzy Sets and Systems. ,vol. 106, pp. 11- 34 ,(1999) , 10.1016/S0165-0114(98)00354-6