Research Article

Smart Aggregate-Based Concrete Stress Monitoring via 1D CNN Deep Learning of Raw Impedance Signals

Table 1

Specifications of 1D CNN layers.

Nos.TypeDepthFilterStride

1Conv41 × 61
2ReLU
3Maxpool1 × 22
4Conv41 × 41
5ReLU
6Maxpool1 × 22
7Conv81 × 51
8ReLU
9Maxpool1 × 22
10Conv81 × 51
11ReLU
12Maxpool1 × 22
13Fc148
14Fc232
15Fc31
16Regression