基于图拉普拉斯正则化深度学习模型的TBM滚刀磨损预测方法

王开松,郭旭华,唐威,魏一鸣,李朝阳,邹俊

Hob wear prediction method for TBM based on graph Laplacian regularization deep learning model

Kaisong WANG,Xuhua GUO,Wei TANG,Yiming WEI,Zhaoyang LI,Jun ZOU

表3 GLR深度学习模型预测性能

Table 3 Prediction performances of GLR deep learning models

模型 ERMS EMA R² GLR-LSTM 0.000 76 0.018 42 0.890 09 GLR-DNN 0.001 07 0.019 29 0.844 93 GLR-CNN 0.000 84 0.018 49 0.878 58