Change Point Detection for Piecewise Envelope Current Signal Based on Wavelet Transform

Joint Authors

Wang, Haiyan
Zhou, Feng
Jiang, Chunyang
Qin, Ling
Zhang, Huaiqing

Source

Journal of Electrical and Computer Engineering

Issue

Vol. 2018, Issue 2018 (31 Dec. 2018), pp.1-10, 10 p.

Publisher

Hindawi Publishing Corporation

Publication Date

2018-07-03

Country of Publication

Egypt

No. of Pages

10

Main Subjects

Information Technology and Computer Science

Abstract EN

One of the key issues of the accurate parameters analysis for the piecewise envelope current signal is to position the change point precisely.

Discrete wavelet transform (DWT) modulus maxima method can detect change point, but the detection window of DWT will cause suspicious change point.

Besides, the amount of calculated data is very large in actual process of envelope current signal.

Therefore, in this paper, the envelope is used instead of the original sampling data for DWT so as to reduce the calculation amount.

What is more, combined with the sliding dislocation window method, the change point can be located accurately and the pseudo-change point can be eliminated.

The simulation results as well as the electric locomotive current and forging machine current examples show that it is feasible to detect the change point precisely through the proposed method, which provides possibilities for real-time online monitoring of change point.

American Psychological Association (APA)

Wang, Haiyan& Zhou, Feng& Jiang, Chunyang& Qin, Ling& Zhang, Huaiqing. 2018. Change Point Detection for Piecewise Envelope Current Signal Based on Wavelet Transform. Journal of Electrical and Computer Engineering،Vol. 2018, no. 2018, pp.1-10.
https://search.emarefa.net/detail/BIM-1184570

Modern Language Association (MLA)

Wang, Haiyan…[et al.]. Change Point Detection for Piecewise Envelope Current Signal Based on Wavelet Transform. Journal of Electrical and Computer Engineering No. 2018 (2018), pp.1-10.
https://search.emarefa.net/detail/BIM-1184570

American Medical Association (AMA)

Wang, Haiyan& Zhou, Feng& Jiang, Chunyang& Qin, Ling& Zhang, Huaiqing. Change Point Detection for Piecewise Envelope Current Signal Based on Wavelet Transform. Journal of Electrical and Computer Engineering. 2018. Vol. 2018, no. 2018, pp.1-10.
https://search.emarefa.net/detail/BIM-1184570

Data Type

Journal Articles

Language

English

Notes

Includes bibliographical references

Record ID

BIM-1184570