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Original Articles

A genetic programming based fuzzy regression approach to modelling manufacturing processes

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Pages 1967-1982 | Received 24 Jun 2008, Accepted 24 Nov 2008, Published online: 17 Mar 2009

References

  • Babets , K and Geskin , ES . 2000 . Application of fuzzy logic for modelling of waterjet depainting . Machining Science and Technology , 4 ( 1 ) : 81 – 100 .
  • Bates , DM and Watts , DG . 1998 . Nonlinear regression analysis and its applications , New York : Wiley .
  • Chang , YHO and Ayyub , BM . 2001 . Fuzzy regression methods–a comparative assessment . Fuzzy Sets and Systems , 119 ( 2 ) : 187 – 203 .
  • Chen , DX . 2002 . Modelling and off-line control of fluid dispensing for electronics packaging , Thesis (PhD). University of Saskatchewan .
  • Chiang , HH , Hieber , CA and Wang , KK . 1991 . A unified simulation of the filling and postfilling stages in injection molding. Part 1: formulation . Polymer Engineering and Science , 31 ( 2 ) : 116 – 124 .
  • Friedman , JH . 1991 . Multivariate adaptive regression splines . The Annals of Statistics , 19 ( 1 ) : 1 – 141 .
  • Gabor , D , Wildes , W and Woodcock , R . 1961 . A universal non-linear filter, predictor and simulator which optimises itself by a learning process . Proceedings of IEE , 108B : 422 – 438 .
  • Goldberg , DE . 1989 . Genetic algorithms in search, optimisation and machine learning , Addison Wesley .
  • Gray , GJ . 1996 . Nonlinear model structure identification using genetic programming and a block diagram oriented simulated tool . Electronic Letters , 32 ( 15 ) : 1422 – 1424 .
  • Han , R , Shi , L and Gupta , M . 2000 . Three-dimensional simulation of microchip encapsulation process . Polymer Engineering and Science , 40 ( 3 ) : 776 – 785 .
  • Holland , JH . 1975 . Adaptation in natural and artificial systems , Michigan Press .
  • Ip , CKW , Kwong , CK , Bai , H and Tsim , YS . 2003a . The process modelling of epoxy dispensing for microchip encapsulation using fuzzy linear regression with fuzzy intervals . International Journal of Advanced Manufacturing Technology , 22 ( 4–5 ) : 417 – 423 .
  • Ip , KW , Kwong , CK and Wong , YW . 2003b . Fuzzy regression approach to modelling transfer moulding for microchip encapsulation . Journal of Materials Processing Technology , 140 ( 1 ) : 147 – 151 .
  • Kang , SY , Xie , H and Lee , YC . 1993 . Physical and fuzzy logic modelling of a flip-chip thermo-compression bonding process . Journal of Electronic Packaging , 115 ( 1 ) : 63 – 70 .
  • Khalil , HK . 2002 . Nonlinear systems , Prentice Hall .
  • Koza , J . 1992 . Genetic programming: On the programming of computers by means of natural evolution , Cambridge : MIT Press .
  • Koza , J . 1994 . Genetic programming II: Automatic discovery of reusable programs , Cambridge : MIT Press .
  • Kwong , CK and Bai , H . 2005 . Fuzzy regression approach to process modelling and optimisation of epoxy dispensing . International Journal of Production Research , 43 ( 12 ) : 2359 – 2375 .
  • Lai , YJ and Chang , SI . 1994 . A fuzzy approach for multiresponse optimisation: An off-line quality engineering problem . Fuzzy Sets and Systems , 63 ( 2 ) : 117 – 129 .
  • Lakshminarayanan , S . 2000 . New product design via analysis of historical databases . Computers and Chemical Engineering , 24 ( 2–7 ) : 671 – 676 .
  • Li , HX , Tso , SK and Deng , H . 2001 . A concept approach to integrate design and control for the epoxy dispensing process . International Journal of Advanced Manufacturing Technology , 17 ( 2 ) : 677 – 682 .
  • Li , HL , Chou , T and Chou , CP . 2007 . Optimisation of resistance spot welding process using Taguchi method and a neural network . Experimental Techniques , 31 ( 5 ) : 30 – 36 .
  • Madar , J , Abonyi , J and Szeifert , F . 2005 . Genetic programming for the identification of nonlinear input–output models . Industrial and Engineering Chemistry Research , 44 ( 9 ) : 3178 – 3186 .
  • McKay , B , Willis , MJ and Barton , GW . 1997 . Steady-state modelling of chemical processes using genetic programming . Computers and Chemical Engineering , 21 ( 9 ) : 981 – 996 .
  • Schaiable , B and Lee , YC . 1997 . Fuzzy logic based regression models for electronics manufacturing applications . Advances in Electronic Packaging , 1 : 147 – 155 .
  • Seber , GAF . 2003 . Linear regression analysis , Wiley .
  • Simpson , PK . 1989 . Artificial neural systems , New York : Pergamon Press .
  • Takagi , T and Sugeno , M . 1985 . Fuzzy identification of systems and its application to modelling and control . IEEE Transactions on Systems, Man and Cybernetics , 15 ( 1 ) : 116 – 132 .
  • Tanaka , H , Uejima , S and Asai , K . 1982 . Linear regression analysis with fuzzy model . IEEE Transactions on Systems, Man, and Cybernetics , 12 ( 6 ) : 903 – 907 .
  • Tanaka , H and Watada , J . 1988 . Possibilistic linear systems and their application to the linear regression model . Fuzzy Sets and Systems , 272 ( 3 ) : 275 – 289 .
  • Tong , KW , Kwong , CK and Yu , KM . 2004 . Intelligent process design system for the transfer moulding of electronic packages . International Journal of Production Research , 42 ( 10 ) : 1911 – 1931 .
  • Willis , MJ . 1997 . Systems modelling using genetic programming . Computers and Chemical Engineering , 21 : 1161 – 1166 .
  • Xie , H , Lee , YC , Mahajan , RL and Su , R . 1994 . Process optimisation using a fuzzy logic response surface method . IEEE Transactions on Components, Packaging and Manufacturing Technology–Part A , 17 ( 2 ) : 202 – 210 .
  • Zimmermann , HJ . 1985 . Fuzzy sets theory and its applications , Boston : Kluwer .

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