Two new methods of nonlinear dynamics—approximate entropy and sample entropy were used to extracted to the EEG produced of three different mental tasks feature, and also the features were compared and analyzed.Results showed that the changing range of the sample entropy exceeded the approximate entropy of different mental tasks EEG. The approximate entropy and the sample entropy provide a new way to extacted features on mental task EEG .