IEEE Geoscience and Remote Sensing Letters · 2021 · 19 citations · 22 references
Natural SciencesEarth SciencesGeophysicsReservoir CharacterizationSeismologyTime Series AnalysisSeismic Data ProcessingSeismic ImagingSeismic InterpretationSeismic Reservoir CharacterizationSignal ProcessingTime-frequency AnalysisFrequency EstimationHeisenberg Uncertainty PrincipleSeismic Data InterpretationSeismic Signal ProcessingSynchrosqueezing TransformTime-frequency LocalizationWavelet AnalysisWavelet Transform
Time–frequency analysis (TFA) technology plays a significant role in seismic signal processing. The time–frequency representation (TFR) calculated using the TFA method is helpful for the localization of time-varying frequencies within the signal. Nevertheless, limited by the Heisenberg uncertainty principle, traditional linear TFA methods always provide blurred TFRs, which makes them difficult to distinguish details of time–frequency structures. Recently, the synchrosqueezing transform (SST) was designed to improve the concentration of the TFR. The SST can provide a much concentrated TFR for the weakly frequency-modulated (FM) signal, but it is not effective for the interpretation of strongly FM signals, such as the thin interbed in seismic exploration. In this work, we propose a new tool by introducing the multi-synchrosqueezing operator to the frame of wavelet transform (WT). Employing an iterative operator to correct the frequency estimation of the original SST step-by-step, it thus can calculate a TFR with better concentration and robustness. Synthetic signals and a field seismic data are employed to verify the performance of the proposed method for characterizing the time-varying frequency features.
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