Real-Time Arrhythmia Classification Algorithm Using Time-Domain ECG Feature Based on FFNN and CNN

Table 6

Layers of the CNN-based heartbeat classification model.

Index	Name	Layer type	F (x)	Shape	Params
0	Input	Reshape	—	360, 1	0
1	Hidden1	Conv1D	ReLU	360, 5	30
2	Hidden2	MaxPool1D	ReLU	72, 5	0
3	Hidden3	Conv1D	ReLU	72, 10	260
4	Hidden4	MaxPool1D	ReLU	18, 10	0
5	Hidden5	Conv1D	ReLU	18, 20	1020
6	Hidden6	MaxPool1D	ReLU	6, 20	0
7	Hidden7	Flatten	ReLU	120	0
8	Hidden8	Dense	ReLU	30	3630
9	Hidden9	Dense	ReLU	30	930
10	Output	Dense	SoftMax	13	403