nts with the normalized range and detection of vowels accordingly. 3.1 Formant Estimation For formant estimation, methods based on linear prediction analysis (LPC) have received considerable attention=-=[14]-=-. Root finding algorithms are employed to find the zeros of the LPC polynomial, or local maxima of the LPC envelope are searched using peak-picking techniques. The steps described below are followed