Estimation of speed, armature temperature, and resistance in brushed DC machines using a CFNN based on BFGS BP

Hacene MELLAH; Kamel Eddine HEMSAS; Rachid TALEB; Carlo CECATI

Makale detayları

Estimation of speed, armature temperature, and resistance in brushed DC machines using a CFNN based on BFGS BP

Yazarlar:

Hacene MELLAH | Kamel Eddine HEMSAS | Rachid TALEB | Carlo CECATI

Yayıncı:

TUBITAK

Ana Başlıklar:

Uygulamalı fizik

Dergi:

Turkish Journal of Electrical Engineering and Computer Science 2018 Vol.26 Issue 6, pp.3181-3191

Belge Tipi:

Makale

Yayın Tarihi:

11/2018

Belge Dili:

İngilizce

Document ID (Org No.):

2000734585

Sıklık:

İki Aylık

eISSN:

1303-6203

pISSN:

1300-0632

Özet:

 

In this paper, a sensorless speed and armature resistance   and temperature estimator for brushed (B) DC machines is proposed, based on   a cascade-forward neural network and quasi-Newton BFGS backpropagation.   Since we wish to avoid the use of a thermal sensor, a thermal model is   needed to estimate the temperature of the BDC machine. Previous studies   propose either nonintelligent estimators that depend on the model, such as   the extended Kalman filter and Luenberger's observer, or estimators that do   not estimate the speed, temperature, and resistance simultaneously. The   proposed method has been verified both by simulation and by comparison with   the simulation results available in the literature.

Makale detayları

Estimation of speed, armature temperature, and resistance in brushed DC machines using a CFNN based on BFGS BP

Yazarlar: Hacene MELLAH | Kamel Eddine HEMSAS | Rachid TALEB | Carlo CECATI

Yayıncı: TUBITAK

Ana Başlıklar: Uygulamalı fizik

Dergi: Turkish Journal of Electrical Engineering and Computer Science 2018 Vol.26 Issue 6, pp.3181-3191

Belge Tipi: Makale

Yayın Tarihi: 11/2018

Belge Dili: İngilizce

Document ID (Org No.): 2000734585

Sıklık: İki Aylık

eISSN: 1303-6203

pISSN: 1300-0632

Sayı

Yazarlar:

Hacene MELLAH | Kamel Eddine HEMSAS | Rachid TALEB | Carlo CECATI

Yayıncı:

TUBITAK

Ana Başlıklar:

Uygulamalı fizik

Dergi:

Turkish Journal of Electrical Engineering and Computer Science 2018 Vol.26 Issue 6, pp.3181-3191

Belge Tipi:

Makale

Yayın Tarihi:

11/2018

Belge Dili:

İngilizce

Document ID (Org No.):

2000734585

Sıklık:

İki Aylık

eISSN:

1303-6203

pISSN:

1300-0632