Research Article

Doppler Spread Estimation Based on Machine Learning for an OFDM System

Table 1


Machine learning settings
ParameterValueParameterValue

(training sequence )20001000
(input node ) in ML1128000 (output node ) in ML1100
(input node ) in ML2500 (output node ) in ML2100
Hidden and output layer 4Epoch 2000
Neuron # in , , and 1000Neuron in 100
Initial values of weightsRandomDropout ratio2%
Activation functionSoftMax (23)Cost functionCross entropy (24)