Early detection of unbalance voltage in three phase induction motor based on SVM

Unbalance voltage supply in induction motor is a crucial problem. This paper proposes an original system to detect an unbalance voltage condition in induction motor using Support Vector Machine (SVM). Induction motor current, as a signal due to the unbalance voltage supply in three-phase induction m...

Full description

Saved in:
Bibliographic Details
Main Authors: Sawitri, D. R., Asfani, D. A., Purnomo, M. H., Purnama, I. K. E., Ashari, M.
Format: Conference Proceeding
Language:English
Subjects:
Circuit faults
Feature extraction
Induction Motor
Induction motors
Kernel
Noise reduction
Principal component analysis
Support Vector Machine (SVM)
Support vector machines
Unbalance Voltage
Online Access:Request full text
Tags: Add Tag
No Tags, Be the first to tag this record!
Description
Summary:Unbalance voltage supply in induction motor is a crucial problem. This paper proposes an original system to detect an unbalance voltage condition in induction motor using Support Vector Machine (SVM). Induction motor current, as a signal due to the unbalance voltage supply in three-phase induction motor, is recorded in lab bench. The features of recorded signals are extracted by wavelet transform and Principal Component Analysis algorithm. Then, the quality of detection is classified by SVM, and the average result of detection is 86%.
DOI:10.1109/DEMPED.2013.6645772