Focused Time Delay Neural Network For Tuning Automatic Voltage Regulator

Main Author: Aribowo, Widi
Format: Article info Focused Time Delay Neural Network application/pdf eJournal
Bahasa: eng
Terbitan: Politeknik Elektronika Negeri Surabaya (PENS) , 2019
Subjects:
AVR
Online Access: http://emitter.pens.ac.id/index.php/emitter/article/view/315
http://emitter.pens.ac.id/index.php/emitter/article/view/315/130
Daftar Isi:
  • 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.