Jurnal Rekayasa elektrika
Vol 16, No 1 (2020)

Pendeteksian Harmonisa Arus Berbasis Feed Forward Neural Network Secara Real Time

Endro Wahjono (Politeknik Elektronika Negeri Surabaya)
Dimas Okky Anggriawan (Politeknik Elektronika Negeri Surabaya)
Achmad Luki Satriawan (Politeknik Elektronika Negeri Surabaya)
Aji Akbar Firdaus (Universitas Airlangga)
Eka Prasetyono (Politeknik Elektronika Negeri Surabaya)
Indhana Sudiharto (Politeknik ELektronika Negeri Surabaya)
Anang Tjahjono (Politeknik Elektronika Negeri Surabaya)
Anang Budikarso (Politeknik Elektronika Negeri Surabaya)



Article Info

Publish Date
02 May 2020

Abstract

The development of power electronics converters has been widespread in the industrial, commercial, and home applications. The device is considered to produce harmonics in non-linear loads. Harmonics cause a decrease in power quality in the electric power system. To prevent a decrease in power quality caused by harmonics in the power system, the detection of harmonics has an important role. Therefore, this paper proposed feed forward neural network (FFNN) for harmonic detection. The design of harmonic detection device is designed with a feed forward neural network method that it has two stages of information processing, namely the training stage and the testing stage. FFNN has input harmonics and THDi as output. To detect harmonics, frst training is conducted to recognize waveform patterns and calculate the fast fourier transform (FFT) process offline. Prototype using the AMC1100DUB current sensor, microcontroller and display. To validate the proposed algorithm, compared by standard measurement tool and FFT. The results show the proposed algorithm has good performance with the average percentage error compared by standard measurement tool and FFT of 5.33 %.

Copyrights © 2020






Journal Info

Abbrev

JRE

Publisher

Subject

Computer Science & IT Control & Systems Engineering Electrical & Electronics Engineering Energy Engineering

Description

The journal publishes original papers in the field of electrical, computer and informatics engineering which covers, but not limited to, the following scope: Electronics: Electronic Materials, Microelectronic System, Design and Implementation of Application Specific Integrated Circuits (ASIC), VLSI ...