Applications of an Improved Time-Frequency Filtering Algorithm to Signal Reconstruction

Junbo Long, Haibin Wang, Daifeng Zha, Hongshe Fan, Zefeng Lao and Huajie Wu

Mathematical Problems in Engineering, 2017, vol. 2017, 1-14

Abstract:

The short time Fourier transform time-frequency representation (STFT-TFR) method degenerates, and the corresponding short time Fourier transform time-frequency filtering (STFT-TFF) method fails under stable distribution noise environment. A fractional low order short time Fourier transform (FLOSTFT) which takes advantage of fractional order moment is proposed for stable distribution noise environment, and the corresponding FLOSTFT time-frequency representation (FLOSTFT-TFR) algorithm is presented in this paper. We study vector formulation of the FLOSTFT and inverse FLOSTFT (IFLOSTFT) methods and propose a FLOSTFT time-frequency filtering (FLOSTFT-TFF) method which takes advantage of time-frequency localized spectra of the signal in time-frequency domain. The simulation results show that, employing the FLOSTFT-TFR method and the FLOSTFT-TFF method with an adaptive weight function, time-frequency distribution of the signals can be better gotten and time-frequency localized region of the signal can be effectively extracted from stable distribution noise, and also the original signal can be restored employing the IFLOSTFT method. Their performances are better than the STFT-TFR and STFT-TFF methods, and MSEs are smaller in different and GSNR cases. Finally, we apply the FLOSTFT-TFR and FLOSTFT-TFF methods to extract fault features of the bearing outer race fault signal and restore the original fault signal from stable distribution noise; the experimental results illustrate their performances.

Date: 2017
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Persistent link: https://EconPapers.repec.org/RePEc:hin:jnlmpe:1805091

DOI: 10.1155/2017/1805091

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