Focused Time Delay Neural Network For Tuning Automatic Voltage Regulator

This paper proposes a novel controller for automatic voltage regulator (AVR) system. The controller is used Focused Time Delay Neural Network (FTDNN). It does not require dynamic backpropagation to compute the network gradient. FTDNN AVR can train network faster than other dynamic networks. Simulati...

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Bibliographic Details
Published in:Emitter : International Journal of Engineering Technology 2019-06, Vol.7 (1), p.34-43
Main Author: Aribowo, Widi
Format: Article
Language:English
Subjects:
Automatic Voltage Regulator
AVR
Focused Time Delay Neural Network
FTDNN
Single Machine
SMIB
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Summary:This paper proposes a novel controller for automatic voltage regulator (AVR) system. The controller is used Focused Time Delay Neural Network (FTDNN). It does not require dynamic backpropagation to compute the network gradient. FTDNN AVR can train network faster than other dynamic networks. Simulation was performed to compare load angle (load angle) and Speed. The performance of the system with FTDNN-AVR has compared with a Conventional AVR (C-AVR) and RNN AVR. Simulations in Matlab/Simulink show the effectiveness of FTDNN-AVR design, and superior robust performance with different cases.
ISSN:2355-391X
2443-1168
DOI:10.24003/emitter.v7i1.315