. 2021 Apr 16;9:59597–59611. doi: 10.1109/ACCESS.2021.3073728

TABLE 12. Optimum Parameter Settings for the CNN-Bi-LSTM, CNN-LSTM and CNN Models.

Parameter	CNN-Bi-LSTM	CNN-LSTM	CNN
Learning rate	0.001	0.001	0.001
Dropout ratio	0.1	0.1	0.1
Number of Kernels	32	32	32
Number of Cells	32	32	–
Epochs	100	100	100
Batch size	64	64	64
Number of Iterations	100	100	100