Journal Article10.1177/14759217231192003
Time-frequency analysis-based impulse feature extraction method for quantitative evaluation of milling tool wear
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TL;DR: Time-frequency analysis-based impulse feature extraction method for quantitative evaluation of milling tool wear effectively extracts impulse features from non-stationary vibration signals, allowing for accurate tool wear evaluation.
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Abstract: Mechanical system condition monitoring is an important procedure in modern industry, which not only reduces maintenance costs but also ensures safe equipment operation. At present, the monitoring method based on signal processing is one of the most common and effective fault diagnosis methods. In this work, the time-frequency distribution (TFD) obtained by generalized horizontal synchrosqueezing transform is used to extract the impulse feature of the non-stationary vibration signal of the tool. By using the TFD result, the two-dimensional (2D) Fourier transform can further detect the periodic pulses. Next, the energy proportion factor of periodic frequency point is proposed to evaluate the different tool wear degrees. Numerical simulations and experimental data analysis demonstrate the effectiveness of the proposed method as well as the potential for condition monitoring.
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