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Original Articles

Application of Feed Forward and Recurrent Neural Network Topologies for the Modeling and Identification of Binary Distillation Column

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Pages 167-175 | Published online: 01 Sep 2014

References

  • M Piovoso, K Kosanovich, V Rohhlenko, and A Guez, “A comparison of three nonlinear controller designs applied to a nonadiabatic first-order exothermic reaction in a CSTR”, Proc.Amer. Cont. Conf., pp. 490–4, 1992.
  • E P Nehas, M A Henson, and D E Seborg, “Nonlinear internal model control strategy for neural network models,” Comput. and Chem. Eng., Vol. 16, pp. 1039–57, 1992.
  • M Pottmann, and D Seborg, “A nonlinear predictive control strategy based on radial basis function networks,” Proc. IFAC DYCORD Symposium, pp. 536–44, 1992.
  • S Jagannathan, and F L Lewis, “Identification of nonlinear dynamical systems using multilayered neural networks,” Automatica, Vol. 32, no. 12, pp. 1707–12, 1996.
  • G Kenné, T Ahmed-Ali, F Lamnabhi-Lagarrigue, and H Nkwawo, “Nonlinear systems parameters estimation using radial basis function network,” Control Engineering Practice, Vol. 14, no. 7, pp. 819–32, 2006.
  • J I Canelon, L Shieh, and N B Karayiannis, “A new approach for neural control of nonlinear discrete dynamic systems,” Information Sciences, Vol. 174, no. 3–4, pp. 177–96, 2005.
  • W Yu, “Nonlinear system identification using discrete-time recurrent neural networks with stable learning algorithms,” Information Sciences, Vol. 158, pp. 131–47, 2004.
  • S K Oh, W Pedrycz, and H S Park, “Hybrid identification in fuzzy-neural networks,” Fuzzy Sets and Systems, Vol. 138, no. 2, pp. 399–426, 2003.
  • A Yazdizadeh, and K Khorasani, “Adaptive time delay neural network structures for nonlinear system identification,” Neurocomputing, Vol. 47, no. 1–4, pp. 207–40, 2002.
  • M Onder Efe, and O Kaynak, “A comparative study of neural network structures in identification of nonlinear systems,” Mechatronics, Vol. 9, no. 3, pp. 287–300, 1999.
  • V Singh, I Gupta, and H O Gupta, “ANN-Based Estimator for Distillation Using Levenberg-Marquardt Approach,” Engineering Applications of Artificial Intelligence, Vol. 20, no. 2 pp. 249–59, 2007.
  • S Haykin, “Neural Networks a Comprehensive Foundation”, London, U.K.: Prentice Hall; 1999.
  • H Demuth, M Beale, and M Hagan, “Neural Networks Toolbox 7, User’s Guide, ,” Natick, MA, U.S.A.: The MathWorks; 2010.

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