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

Table 1

Specifications of 1D CNN layers.

Nos.	Type	Depth	Filter	Stride
1	Conv	4	1 × 6	1
2	ReLU	—	—	—
3	Maxpool	—	1 × 2	2
4	Conv	4	1 × 4	1
5	ReLU	—	—	—
6	Maxpool	—	1 × 2	2
7	Conv	8	1 × 5	1
8	ReLU	—	—	—
9	Maxpool	—	1 × 2	2
10	Conv	8	1 × 5	1
11	ReLU	—	—	—
12	Maxpool	—	1 × 2	2
13	Fc1	48	—	—
14	Fc2	32	—	—
15	Fc3	1	—	—
16	Regression	—	—	—