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Soft Starting of Induction Motors: using Microcontrollers and ANN Model - Softcover

Kashif, Syed Abdul Rahman; Asghar Saqib, Muhammad

 
9783844327762: Soft Starting of Induction Motors: using Microcontrollers and ANN Model
Softcover
ISBN 10: 3844327762 ISBN 13: 9783844327762
Verlag: LAP LAMBERT Academic Publishing, 2011

Inhaltsangabe

Starting inrush current and pulsations in the induced torque affect the performance of an induction motor. Artificial neural networks (ANNs) and adaptive neuro fuzzy inference system (ANFIS) can enhance the performance of the motor by making a control system which would provide smooth starting to induction motor. Dynamic model of induction machine in different frames of reference was implemented using Matlab Simulink. Feed forward back propagation based and radial basis neural networks were trained, with data obtained using simulations, to estimate different parameters required by ANFIS to adjust firing angle of back-to-back connected pairs of thyristors in AC voltage controller. Inrush current and pulsations in torque were reduced significantly. Radial basis and feed forward neural networks were compared for off-line and on-line training, training time, memory required for implementations, number of neurons, computational procedures and algorithms, reliability of the system and most important cost of implementation. Artificial neural networks and Adaptive neuro fuzzy inference system were developed using tool boxes in Matlab Simulink.

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Über die Autorin bzw. den Autor

Syed Abdul Rahman Kashif did his B.Sc. and M.Sc. in ElectricalPower, in 2005 and 2008 respectively, from University ofEngineering and Technology, Lahore. He is now pursuing his PhDand is a Lecturer in the Department of Electrical Engineeringat UET, Lahore. His major research area is Applications ofArtificial Intelligence in Electrical Drives.

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Verlag
LAP LAMBERT Academic Publishing
Erscheinungsdatum
2011
Sprache
Englisch
ISBN 10 
3844327762
ISBN 13 
9783844327762
Einband
Taschenbuch
Anzahl der Seiten
104
Kontakt zum Hersteller
Nicht verfügbar
Verantwortliche Person
BoD - Books on Demand GmbH
info@bod.de

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