Research Article
An Improved Deep Learning Model for Online Tool Condition Monitoring Using Output Power Signals
Table 3
Parameters of the proposed model.
| Name | Filters | Size/stride | Units | Input | Output | Function | Parameters |
| Conv-1 | 16 | 64/16 | — | 1 × 2048 | 16 × 128 | Relu | 1040 | Pooling1 | — | 2/2 | — | 16 × 128 | 16 × 64 | — | 0 | Conv-2 | 64 | 3/1 | — | 16 × 64 | 64 × 64 | Relu | 3136 | Pooling2 | — | 2/2 | — | 64 × 64 | 64 × 32 | — | 0 | LSTM | — | — | 32 | 64 × 32 | 32 × 32 | Tanh | 12416 | Dense | — | — | | 32 × 32 | 1 × 5 | Softmax | 5125 |
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