Speed controller of induction motor using neural network

Sy , Yi Sima and Haron, Zainal Alam and Muhd. Zina, Nooradzianie and Utomo, Wahyu Mulyo and Bohari, Azuwien Aida and Mat Ariff, Roslina (2014) Speed controller of induction motor using neural network. In: The 2nd Power and Energy Conversion Symposium (PECS 2014) , 12 May 2014, Universiti Teknikal Malaysia,Melaka .

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Abstract

Direct torque control based on neural network of an induction motor was presented in this paper. The neural network was trained for a speed controller. The complete proposed neural network based direct torque control scheme of induction motor as well as the generic direct torque control scheme is simulated using MATLAB. With the same speed and load torque reference, the simulations of both methods are run simultaneously. The acquired results compared with the conventional Proportional Integral Derivative direct torque control reveal the effectiveness of the neural network based direct torque control schemes of induction motor drives. The proposed scheme improved the performance of transient response by reduces the overshoot. Simulation results are presented to highlight the validity of the proposed method.

Item Type:Conference or Workshop Item (Paper)
Uncontrolled Keywords:induction motor drive; direct torque control; neural network control
Subjects:T Technology > TK Electrical engineering. Electronics Nuclear engineering > TK2000-2891 Dynamoelectric machinery and auxiliaries
Divisions:Faculty of Electrical and Electronic Engineering > Department of Electrical Power Engineerings
ID Code:5566
Deposited By:Normajihan Abd. Rahman
Deposited On:02 Jun 2014 15:44
Last Modified:21 Jan 2015 15:17

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