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. 2020 Apr 10;20(7):2136. doi: 10.3390/s20072136

Table 7.

Training parameters of the proposed 1D CNN.

Layer Type Output Shape Parameters
Conv1D 8996 × 32 192
Batch Normalization 8996 × 32 128
Conv1D 4494 × 32 5152
Conv1D 2243 × 64 10,304
Conv1D 1117 × 64 20,544
Conv1D 554 × 128 41,088
Conv1D 273 × 128 82,048
Conv1D 132 × 256 164,096
Conv1D 62 × 256 327,936
Conv1D 27 × 512 655,872
Conv1D 9 × 512 1,311,232
Dense 128 589,952
Dense 32 4128
Dense 4 132
Total number of network training parameters: 3,212,740