Non-iterative denoising algorithm for mechanical vibration signal using spectral graph wavelet transform and detrended fluctuation analysis

•The SGWTs is first developed for one-dimensional time series signal denoising.•The selection criterion of decomposition level J is established based on DFA.•The one-dimensional time series signal can be defined on the path graph.•The effect of the developed denoising technique is validated by various experiments.