Simple Neuro-Controllers for Field-Oriented Induction Motor Servo Drives

  • Fayez F. M. (Electronics Research Institute (ERI), Power Electronics & Energy Conversion Department) ;
  • Sousy, E-I (Electronics Research Institute (ERI), Power Electronics & Energy Conversion Department) ;
  • M. M. Salem
  • Published : 2004.01.01

Abstract

In this paper, the position control of a detuned indirect field oriented control (IFOC) induction motor drive is studied. A proposed Simple-Neuro-Controllers (SNCs) are designed and analyzed to achieve high-dynamic performance both in the position command tracking and load regulation characteristics for robotic applications. The proposed SNCs are trained on-line based on the back propagation algorithm with a modified error function. Four SNCs are developed for position, speed and d-q axes stator currents respectively. Also, a synchronous proportional plus integral-derivative (PI-D) two-degree-of-freedom (2DOF) position controller and PI-D speed controller are designed for an ideal IFOC induction motor drive with the desired dynamic response. The performance of the proposed SNCs and synchronous PI-D 2DOF position controllers for detuned field oriented induction motor servo drive is investigated. Simulation results show that the proposed SNCs controllers provide high-performance dynamic characteristics which are robust with regard to motor parameter variations and external load disturbance. Furthermore, comparing the SNC position controller with the synchronous PI-D 2DOF position controller demonstrates the superiority of the proposed SNCs controllers due to attain a robust control performance for IFOC induction motor servo drive system.

Keywords

References

  1. Fayez F. M. El-Sousy, Faeka M.H. Khater and Farouk I. Ahmed, 'Analysis and Design of Indirect Field Orientation Control for Induction Machine Drive System', Proceeding of the 38th SICE annual conference, SICE99, Iwate, Japan, 28-30, pp. 901-908, July. 1999
  2. Fayez F. M. El-Sousy, 'Design and Implementation of 2DOF I-PD Controller for Indirect Field Orientation Control Induction Machine Drive System', ISlE 2001 IEEE International Symposium on Industrial Electronics, Pusan, Korea, 12-16, pp. 1112-1118, June. 2001
  3. Fayez F. M. El-Sousy and Maged N. F. Nashed, 'Robust Fuzzy Logic Current and Speed Controllers for Field-Oriented Induction Motor Drive', The Korean Institute of Power Electronics (KIPE), Journal of Power Electronics (JPE), April, 2003, Vol. 3, No. 2, pp. 115-123, 2003
  4. M. A.El-Sharkawy, 'Neural network application to high performance electric drive system', Proceeding of IECON’95, 6-10 November, 1995, Orlando, Florida, USA, pp. 44-49. 1995
  5. B. Karlik and K. Gulez, 'The performance analysis of induction motor with artificial neural networks', Proceeding of ICEON’95, 6-10 November, 1995, Orlando, Florida, USA, pp. 1452-1455, 1995
  6. A. Ba-Razzouk, et al 'Field-oriented control of induction motors using neural network decouplers', Proceeding of ICEON’95, 6-10 November, 1995, Orlando, Florida, USA, pp. 1428-1433, 1995
  7. A. Razzouk, and A. Cheriti, 'Field-oriented control of IM using neural-network decouplers', IEEE Trans. PE, Vol. 12, No. 4, pp. 752-763, July. 1997
  8. Tsong-Terng Sheu and Tien-Chi Chen, 'Self-tuning control of induction motor drive using neural network identifier', IEEE Trans. Energy Conversion, Vol. 14, No. 4, 1999
  9. B. K. Bose, Modern Power Electronics and AC Drives, Prentice Hall, Upper Saddle River, 2002
  10. Ahmed Rubaai and M. Kankam, 'Adaptive tracking controller for induction motor drives using online training of neural networks', IEEE Trans. Industrial Appl., Vol. 36, No. 5, 2000
  11. Fayez F. M. El-Sousy and M. M. Salem, 'Robust Neural Network Controllers for Indirect Field Orientation Control of Induction Machine Drive System', The 2002 International Conference on Control and Automation (ICCA'02), June 16-19, Xiamen, China, 2002
  12. M. M. Salem, A. M. Zaki, O. A. Mahgoub, E. Abu El-Zahab, and O. P. Malik, 'Experimental Studies with a Simple Neuro-Controller Based Excitation Controller', lEE Proceedings, Gen., Trans. and Distr., Vol. 149, No. 1, pp. 108-113, January. 2002. https://doi.org/10.1049/ip-gtd:20020010