Pole-zero analysis of voiced speech using group delay characteristics

The group delay characteristics of the vocal tract are derived from the approximate spectral envelope defined by peaks at the harmonics of the pitch frequency. Formant and anti-formant frequencies are extracted from the group delay by a simple peak-picking method.