Evaluation of urban bus service reliability on variable time horizons using a hybrid deep learning method

•A LSTM deep learning method for transit arrival prediction is evaluated.•The VMD is adopted to model average bus link speed series into several sub-layers.•The LSTM network is adopted as the predictor of each sub-layer.•The VMD-LSTM model provides satisfactory bus speed forecasting results.•The met...

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Veröffentlicht in:Reliability engineering & system safety 2022-01, Vol.217, p.108090, Article 108090
Hauptverfasser: Zhou, Tuqiang, Wu, Wanting, Peng, Liqun, Zhang, Mingyang, Li, Zhixiong, Xiong, Yubing, Bai, Yuelong
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Sprache:eng
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