Simulation study on fault diagnosis of power electronic circuits based on Wavelet packet analysis and support vector machine

Joint Authors

Sun, Hongyan
Zhang, Lan

Source

Journal of Electrical Systems

Issue

Vol. 14, Issue 4 (31 Dec. 2018), pp.21-33, 13 p.

Publisher

Piercing Star House

Publication Date

2018-12-31

Country of Publication

Algeria

No. of Pages

13

Main Subjects

Electronic engineering

Topics

Abstract EN

With the development of power electronic technology, power electronic equipment is becoming more and more complex, and the fault problems are becoming increasingly prominent.

Fault diagnosis of power electronic equipment can find out and solve the fault problems in time and ensure the safe operation of the equipment.

In this study, a fault diagnosis method based on wavelet packet analysis and support vector machine was proposed.

Firstly, the wavelet packet transform was used to decompose and denoise the signal, and the original fault feature vector was extracted for reconstruction.

The improved support vector machine algorithm was used to diagnose the fault based on the new fault feature vector.

The three-phase rectifier circuit was taken as an example to make stimulation experiments, and it was found that the method had 95% accuracy, which proved that the method had high accuracy and application value in fault diagnosis of power electronic circuits.

American Psychological Association (APA)

Sun, Hongyan& Zhang, Lan. 2018. Simulation study on fault diagnosis of power electronic circuits based on Wavelet packet analysis and support vector machine. Journal of Electrical Systems،Vol. 14, no. 4, pp.21-33.
https://search.emarefa.net/detail/BIM-833588

Modern Language Association (MLA)

Sun, Hongyan& Zhang, Lan. Simulation study on fault diagnosis of power electronic circuits based on Wavelet packet analysis and support vector machine. Journal of Electrical Systems Vol. 14, no. 4 (2018), pp.21-33.
https://search.emarefa.net/detail/BIM-833588

American Medical Association (AMA)

Sun, Hongyan& Zhang, Lan. Simulation study on fault diagnosis of power electronic circuits based on Wavelet packet analysis and support vector machine. Journal of Electrical Systems. 2018. Vol. 14, no. 4, pp.21-33.
https://search.emarefa.net/detail/BIM-833588

Data Type

Journal Articles

Language

English

Notes

Includes bibliographical references : p. 32-33

Record ID

BIM-833588