4.8 Article

Demodulated High-Order Synchrosqueezing Transform With Application to Machine Fault Diagnosis

Journal

IEEE TRANSACTIONS ON INDUSTRIAL ELECTRONICS
Volume 66, Issue 4, Pages 3071-3081

Publisher

IEEE-INST ELECTRICAL ELECTRONICS ENGINEERS INC
DOI: 10.1109/TIE.2018.2847640

Keywords

Fault detection; instantaneous frequency(IF); planetary gearbox; synchrosqueezing; time-frequency (TF); variable speed conditions

Funding

  1. National Science and Technology Major Project [2017ZX04011014]
  2. National Natural Science Foundation of China [11372179]
  3. Innovation Project of Shanghai [15JC1402600]

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Time-frequency analysis (TFA) is considered as a useful tool to extract the time-variant features of the nonstationary signal. In this paper, a new method called demodulated high-order synchrosqueezing transform (DHST) is proposed. The DHST introduces a two-step algorithm, namely, demodulated transform and high-order synchrosqueezing method to achieve a compact time-frequency representation (TFR) while enabling the reconstruction of the signal from TFR. The performance of the proposed DHST method in this paper is validated by both the simulated and experimental signals including bat echolocation and a vibration signal. The results show that the proposed TFA method is more effective in processing the nonstationary signals with fast varying instantaneous frequency.

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