Research Article
Doppler Spread Estimation Based on Machine Learning for an OFDM System
| Machine learning settings | Parameter | Value | Parameter | Value |
| (training sequence ) | 2000 | | 1000 | (input node ) in ML1 | 128000 | (output node ) in ML1 | 100 | (input node ) in ML2 | 500 | (output node ) in ML2 | 100 | Hidden and output layer | 4 | Epoch | 2000 | Neuron # in , , and | 1000 | Neuron in | 100 | Initial values of weights | Random | Dropout ratio | 2% | Activation function | SoftMax (23) | Cost function | Cross entropy (24) |
|
|