Research Article
A Multichannel LSTM-CNN Method for Fault Diagnosis of Chemical Process
Table 1
Architecture of MCLSTM-CNN model.
| | Model | Architecture |
| | Model 1 | LSTM(50)-Conv1(64)-Conv2(64)-Conv(128)-FC1(300)-FC2(22) | | Model 2 | LSTM(50)-Conv1(64)-Conv2(128)-Conv(128)-FC1(300)-FC2(22) | | Model 3 | LSTM(50)-Conv1(128)-Conv2(128)-Conv(128)-FC1(300)-FC2(22) | | Model 4 | LSTM(50)-Conv1(128)-Conv2(128)-Conv(256)-FC1(300)-FC2(22) | | Model 5 | LSTM(50)-Conv1(64)-Conv2(64)-Conv3(128)-Conv(128)-FC1(300)-FC2(22) | | Model 6 | LSTM(50)-Conv1(64)-Conv2(128)-Conv3(128)-Conv(128)-FC1(300)-FC2(22) | | Model 7 | LSTM(50)-Conv1(64)-Conv2(128)-Conv3(128)-Conv(256)-FC1(300)-FC2(22) | | Model 8 | LSTM(50)-Conv1(128)-Conv2(128)-Conv3(128)-Conv(256)-FC1(300)-FC2(22) | | Model 9 | LSTM(50)-Conv1(64)-Conv2(64)-Conv3(128)-Conv4(128)-Conv(128)-FC1(300)-FC2(22) | | Model 10 | LSTM(50)-Conv1(64)-Conv2(128)-Conv3(128)-Conv4(128)-Conv(128)-FC1(300)-FC2(22) | | Model 11 | LSTM(50)-Conv1(128)-Conv2(128)-Conv3(128)-Conv4(128)-Conv(128)-FC1(300)-FC2(22) | | Model 12 | LSTM(50)-Conv1(128)-Conv2(128)-Conv3(128)-Conv4(128)-Conv(256)-FC1(300)-FC2(22) | | Model 13 | LSTM(50)-Conv1(128)-Conv2(128)-Conv3(128)-Conv4(128)-Conv5(128)-Conv(128)-FC1(300)-FC2(22) | | Model 14 | LSTM(50)-Conv1(64)-Conv2(128)-Conv3(128)-Conv4(128)-Conv5(128)-Conv(256)-FC1(300)-FC2(22) | | Model 15 | LSTM(50)-Conv1(128)-Conv2(128)-Conv3(128)-Conv4(128)-Conv5(128)-Conv(256)-FC1(300)-FC2(22) | | Model 16 | LSTM(50)-Conv1(128)-Conv2(128)-Conv3(128)-Conv4(128)-Conv5(256)-Conv(256)-FC1(300)-FC2(22) |
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