Neural Network based Closed loop Speed Control of DC Motor using Arduino Uno
|International Journal of Engineering Trends and Technology (IJETT)||
|© 2013 by IJETT Journal|
|Year of Publication : 2013|
|Authors : Neerparaj Rai , Bijay Rai|
Neerparaj Rai , Bijay Rai. "Neural Network based Closed loop Speed Control of DC Motor using Arduino Uno". International Journal of Engineering Trends and Technology (IJETT). V4(2):137-140 Feb 2013. ISSN:2231-5381. www.ijettjournal.org. published by seventh sense research group
This paper presents the design and implementation of Arduino Uno based DC motor speed control system using Multilayer Neural Network controller and PID controller. A model reference structure i s developed using PID control to obtain the neural controller .The artificial neural network is trained by Levenberg - Marquardt back propagation algorithm. Feed forward neural network with two hidden neurons and one output neuron is used. Speed of the dc motor is controlled by varying the duty cycle of the pwm signal which is fed to the gate of the mosfet irf 640. Simulation and practical results are presented to demonstrate the effectiveness and advantage of the control system of DC motor with ANNs in comparison with the conventional control scheme in Matlab/Simulink R2009b . PID algorithm and ANN controller is implemented in Arduino Uno because of its easy compatibility and portability
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DC motor, Arduino, Artificial neural networks, Atmega 168.