Nonlinear model predictive controller using neural network

Karahan O., Ozgen C., Halici U., Leblebicioglu K.

1997 IEEE International Conference on Neural Networks (ICNN 97), Texas, Amerika Birleşik Devletleri, 9 - 12 Haziran 1997, ss.690-693 identifier identifier

  • Yayın Türü: Bildiri / Tam Metin Bildiri
  • Cilt numarası:
  • Doi Numarası: 10.1109/icnn.1997.616105
  • Basıldığı Şehir: Texas
  • Basıldığı Ülke: Amerika Birleşik Devletleri
  • Sayfa Sayıları: ss.690-693
  • Orta Doğu Teknik Üniversitesi Adresli: Evet

Özet

In this paper, a non-linear Model Predictive Control (MPC) algorithm is proposed which extends the capacities of Linear Model Predictive Controllers to control non-linear systems. A Neural Network (NN) is used to model the deviation of the non-linear system from its linear MPC model. Proposed algorithm is tested in control of an industrial multi-component high purity distillation column by simulation. Results of NN-MPC show high improvement in control of system over linear MPC algorithm.