And I do  I did two type of experiment to include this feature directly with the  with the other feature and to train a neural network to select it voice - unvoice - silence  silence
Unvoiced. Well.
and to  to concat this new feature. But the result are n with the neural network I have more or less the same result.
As using just the cepstrum ,