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RAILWAY VEHICLE MAINTENANCE SYSTEM WITH MODULAR RECURRENT NEURAL NETWORKS FOR PERFORMING TIME SERIES PREDICTION
RAILWAY VEHICLE MAINTENANCE SYSTEM WITH MODULAR RECURRENT NEURAL NETWORKS FOR PERFORMING TIME SERIES PREDICTION
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机译:具有模块化递归神经网络的铁路车辆维修系统,用于进行时间序列预测
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摘要
The present invention relates to a method and apparatus for providing maintenance of a rail vehicle (10) by time series prediction, wherein at least two recurrent neural network models (200-1 to 200-m) which correspond to predetermined parts of the rail vehicle (10), that are exposed to degradation, are constructed, wherein the models (200-1 to 200-m) are used for time series prediction of sensor output information which relates to a corresponding part of the rail vehicle (10) within a condition based maintenance system of the rail vehicle (10), and wherein a maintenance output (P1 to Pm) is generated for each of the predetermined parts based on the time series prediction.
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