A neuro-fuzzy controller for speed control of a permanent magnet synchronous motor drive

Elmas Ç., Ustun O., Sayan H. H.

EXPERT SYSTEMS WITH APPLICATIONS, cilt.34, sa.1, ss.657-664, 2008 (SCI-Expanded) identifier identifier

  • Yayın Türü: Makale / Tam Makale
  • Cilt numarası: 34 Sayı: 1
  • Basım Tarihi: 2008
  • Doi Numarası: 10.1016/j.eswa.2006.10.002
  • Dergi Adı: EXPERT SYSTEMS WITH APPLICATIONS
  • Derginin Tarandığı İndeksler: Science Citation Index Expanded (SCI-EXPANDED), Scopus
  • Sayfa Sayıları: ss.657-664
  • Anahtar Kelimeler: fuzzy logic control, neural networks, permanent magnet synchronous motor drive, MACHINES, NETWORK, LOGIC
  • Gazi Üniversitesi Adresli: Evet

Özet

This paper introduces a neuro-fuzzy controller (NFC) for the speed control of a PMSM. A four layer neural network (NN) is used to adjust input and output parameters of membership functions in a fuzzy logic controller (FLC). The back propagation learning algorithm is used for training this network. The performance of the proposed controller is verified by both simulations and experiments. The hardware implementation of the controllers is made using a TMS320F240 DSP. The results are compared with the results obtain from a Proportional + Integral (PI) controller. Simulation and experimental results indicate that the proposed NFC is reliable and effective for the speed control of the PMSM over a wide range of operations of the PMSM drive. (c) 2006 Elsevier Ltd. All rights reserved.