A Fuzzy Control Model for Restraint of Bullwhip Effect in Uncertain Closed-Loop Supply Chain With Hybrid Recycling Channels

By considering the uncertainties in the closed-loop supply chain system with hybrid recycling channels, a fuzzy control model is constructed to restrain the bullwhip effect. Firstly, the basic models of the uncertain closed-loop supply chain with hybrid recycling channels are established where the m...

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Published inIEEE transactions on fuzzy systems Vol. 25; no. 2; pp. 475 - 482
Main Authors Zhang, Songtao, Li, Xue, Zhang, Chunyang
Format Journal Article
LanguageEnglish
Published IEEE 01.04.2017
Subjects
Bullwhip effect
closed-loop supply chain
Fuzzy control
hybrid recycling
Recycling
Robust control
Robustness
Supply chains
Uncertainty
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Abstract By considering the uncertainties in the closed-loop supply chain system with hybrid recycling channels, a fuzzy control model is constructed to restrain the bullwhip effect. Firstly, the basic models of the uncertain closed-loop supply chain with hybrid recycling channels are established where the manufacturer and the third party recovery provider collect the recycled products at the same time. Then, the basic models of the closed-loop supply chain are converted into a nonlinear fuzzy switching model based on the discrete Takagi-Sugeno (T-S) fuzzy control system. Secondly, a fuzzy robust control method is utilized to reduce the impacts caused by the internal and external uncertain factors on the closed-loop supply chain. This method can not only restrain the bullwhip effect, but also make supply chain remain robust stability. Finally, the simulation results show the feasibility and effectiveness of the constructed fuzzy control system.
AbstractList By considering the uncertainties in the closed-loop supply chain system with hybrid recycling channels, a fuzzy control model is constructed to restrain the bullwhip effect. Firstly, the basic models of the uncertain closed-loop supply chain with hybrid recycling channels are established where the manufacturer and the third party recovery provider collect the recycled products at the same time. Then, the basic models of the closed-loop supply chain are converted into a nonlinear fuzzy switching model based on the discrete Takagi-Sugeno (T-S) fuzzy control system. Secondly, a fuzzy robust control method is utilized to reduce the impacts caused by the internal and external uncertain factors on the closed-loop supply chain. This method can not only restrain the bullwhip effect, but also make supply chain remain robust stability. Finally, the simulation results show the feasibility and effectiveness of the constructed fuzzy control system.
Author Chunyang Zhang
Xue Li
Songtao Zhang
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Cites_doi 10.1109/TSMC.1985.6313399
10.1016/j.apm.2010.07.013
10.1016/j.omega.2011.08.011
10.1186/2210-4690-2-4
10.1016/j.ijpe.2010.10.026
10.1109/MSIE.2011.5707494
10.1080/00207540600678912
10.1007/BF03342742
10.1021/ie404104c
10.1016/j.fss.2004.04.008
10.1109/TFUZZ.2014.2315659
10.1287/mnsc.43.4.546
10.1021/ie5008757
10.1007/s13676-014-0043-7
10.1007/s00170-013-4982-1
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References ref12
ref14
ref11
zhang (ref20) 2016; 27
yi (ref10) 2014; 20
ref2
ref1
ref17
guo (ref15) 0
ref16
ref19
ref18
ref8
ref7
ref4
ref3
ref6
li (ref9) 2012; 30
ref5
liu (ref13) 0
References_xml – ident: ref17
  doi: 10.1109/TSMC.1985.6313399
– ident: ref3
  doi: 10.1016/j.apm.2010.07.013
– ident: ref5
  doi: 10.1016/j.omega.2011.08.011
– volume: 20
  start-page: 215
  year: 2014
  ident: ref10
  article-title: Hybrid recycling modes for closed-loop supply chain under premium and penalty mechanism
  publication-title: Comput Int Manufact Syst
– start-page: 1929
  year: 0
  ident: ref13
  article-title: control of bullwhip effect in dual-channel with e-markets
  publication-title: Proc 6th World Congr Intell Contr Autom
– ident: ref1
  doi: 10.1186/2210-4690-2-4
– ident: ref4
  doi: 10.1016/j.ijpe.2010.10.026
– volume: 30
  start-page: 51
  year: 2012
  ident: ref9
  article-title: Dynamic models and robust
  publication-title: Syst Eng
– ident: ref16
  doi: 10.1109/MSIE.2011.5707494
– ident: ref14
  doi: 10.1080/00207540600678912
– ident: ref6
  doi: 10.1007/BF03342742
– ident: ref8
  doi: 10.1021/ie404104c
– ident: ref18
  doi: 10.1016/j.fss.2004.04.008
– ident: ref7
  doi: 10.1109/TFUZZ.2014.2315659
– ident: ref12
  doi: 10.1287/mnsc.43.4.546
– ident: ref19
  doi: 10.1021/ie5008757
– volume: 27
  start-page: 201
  year: 2016
  ident: ref20
  article-title: Stability and stabilization of discrete T-S fuzzy time-delay system based on maximal overlapped-rules group
  publication-title: Journal of Systems Engineering and Electronics
– ident: ref2
  doi: 10.1007/s13676-014-0043-7
– ident: ref11
  doi: 10.1007/s00170-013-4982-1
– start-page: 2206
  year: 0
  ident: ref15
  article-title: control of bullwhip effects in closed-loop supply chain networks with two chains cooperation
  publication-title: Proc Int Conf Intell Contr Automat
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SubjectTerms Bullwhip effect
closed-loop supply chain
Fuzzy control
hybrid recycling
Recycling
Robust control
Robustness
Supply chains
Uncertainty
Title A Fuzzy Control Model for Restraint of Bullwhip Effect in Uncertain Closed-Loop Supply Chain With Hybrid Recycling Channels
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