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Digital Library of the
European Council for Modelling and Simulation |
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Title: |
On The Design Of The DISO Controllers For A Neuro-Fuzzy
Vector Control. The Training Data Acquisition |
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Authors: |
Dan S. Mihai |
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Published in:
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(2009).ECMS
2009 Proceedings edited by J. Otamendi, A. Bargiela, J. L. Montes, L. M. Doncel
Pedrera. European Council for Modeling and
Simulation. doi:10.7148/2009 ISBN: 978-0-9553018-8-9 23rd
European Conference on Modelling and Simulation, Madrid, June
9-12, 2009 |
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Citation
format: |
Mihai, D. S. (2009). On The Design Of
The DISO Controllers For A Neuro-Fuzzy Vector
Control. The Training Data Acquisition. ECMS 2009 Proceedings edited by J. Otamendi, A. Bargiela, J. L.
Montes, L. M. Doncel Pedrera (pp. 714-719). European Council for Modeling
and Simulation. doi:10.7148/2009-0714-0719 |
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DOI: |
http://dx.doi.org/10.7148/2009-0714-0719 |
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Abstract: |
The paper deals with the synthesis
of some neuro-fuzzy speed and current controllers
for a vector control based structure associated with an asynchronous motor
and an inverter. Many operating conditions for the system are taken into
account, like speed reference profile (including some special ones for a
smooth motion in a transportation system), quadrants, load torque etc. The
final goal is to substitute all the standard controllers with neuro-fuzzy variants, able to ensure a high robustness so
that the influences of the motor parameters, load torque, sampling period and
operating conditions could be minimized and good global performance could be
achieved. The paper intends to reveal some details not directly visible
applying an automatic neural network training procedure for the generating
the fuzzy controllers. However, these details could improve the solutions.
The results are compared with those from the initial / reference system. |
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