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Abstract: The real-time anomaly detection is very important in the process of shield tunneling. The alarm for abnormal events can help the staff to make decisions quickly and ensure the engineering safety. However, the traditional methods of shield anomaly detection are mainly depended on analysing for one-dimensional time series one by one, so its accuracy is low, which cannot meet the actual...