Sparse time series modeling of the baseline vibration from a gearbox under time-varying speed condition

•A sparse FP-AR model is proposed for modeling non-stationary gearbox vibrations.•Both simulation and experimental signals are used to validate the proposed model.•The proposed model has higher modeling accuracy than the conventional models. Time series model-based approach (TSMBA) is promising in p...

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