Table 3 Experimental environment and parameter settings.
Software and hardware environment/parameters | Configuration/value |
|---|---|
Operating system | Window10 |
Processor | AMD Ryzen7 |
Display card | NVIDIA GeForce RTX 2060 |
Programming language | Python |
DL framework | Tensorflow2.0 |
Optimization function | RMS-prop |
Initial learning rate | 0.005 |
Batch size | 64 |
Weight initialization method | Xavier initialization |
Dropout | 0.5 |
Epochs | 30 |
Number of CNN output channels | 128 |
Number of hidden units in LSTM | 256 |
Convolutional kernel size | 3, 4, 5 (parallel convolution) |
Activation function | ReLU |
