DocumentCode :
2906134
Title :
Intelligent speed control of interior permanent magnet motor drives using a single untrained artificial neuron
Author :
Butt, Casey ; Rahman, M.A.
Author_Institution :
Fac. of Eng. & Appl. Sci., Memorial Univ. of Newfoundland, St. John´´s, NL, Canada
fYear :
2011
fDate :
15-18 May 2011
Firstpage :
400
Lastpage :
405
Abstract :
This paper presents an intelligent speed controller for the interior permanent magnet synchronous motor (IPMSM), based on a single artificial neuron (SAN). Traditional artificial neural network-based motor controllers require extensive offline training, which is both time consuming and requires extensive knowledge of motor behaviour for the specific drive system. In addition, drive behaviour is unpredictable when parameters outside the training set are encountered. The proposed drive system overcomes these limitations by requiring no offline training, is robust under varying operating parameters and is easily adaptable to various drive systems. Drive efficacy is verified in simulation as well as experimentally.
Keywords :
machine control; neurocontrollers; permanent magnet motors; synchronous motor drives; velocity control; artificial neural network-based motor controllers; intelligent speed controller; interior permanent magnet synchronous motor drive; motor drive system; offline training; single untrained artificial neuron; Equations; Hysteresis motors; Mathematical model; Rotors; Storage area networks; Torque; Training; IPMSM; artificial neural network; intelligent control; interior permanent magnet motor; motor control;
fLanguage :
English
Publisher :
ieee
Conference_Titel :
Electric Machines & Drives Conference (IEMDC), 2011 IEEE International
Conference_Location :
Niagara Falls, ON
Print_ISBN :
978-1-4577-0060-6
Type :
conf
DOI :
10.1109/IEMDC.2011.5994628
Filename :
5994628
Link To Document :
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