Title :
Modelling of Artificial Neural Network Controller for Electric Drive in Virtual Laboratory
Author :
Gorobetz, Mikhail ; Levchenkov, Anatoly
Abstract :
In this paper authors presents modelling of neural network controller to control speed of DC drive. Main tasks of this research are to use artificial neural network for speed control of DC drive in virtual laboratory.The feed-forward back-propagation neural network is used for controller. Levenberg-Marquardt back-propagation algorithm is proposed as a training method. Neural network is trained to maintain rotation speed of DC drive in defined interval.Results of modelling show the possibility to use neural network controller for speed control of DC drive.
Keywords :
Artificial intelligence; Artificial neural networks; Backpropagation; Feedforward systems; Intelligent networks; Laboratories; Neural networks; Neurons; Transfer functions; Velocity control; Electric Drive; Modelling; Neural Network;
Conference_Titel :
Computer Modeling and Simulation, 2008. UKSIM 2008. Tenth International Conference on
Conference_Location :
Cambridge, UK
Print_ISBN :
0-7695-3114-8
DOI :
10.1109/UKSIM.2008.108