A Two-Stage Cepstral Analysis Procedure for the Classification of Rough Voices

Publication date: Available online 1 November 2018

Source: Journal of Voice

Author(s): Shaheen N. Awan, Jordan A. Awan

Summary

Objectives. The objective of this study was to investigate the ability of a two-stage method of cepstral peak identification to effectively discriminate rough vs breathy vs typical voice in sustained vowel productions. It was hypothesized that a dual-stage search for cepstral peak prominences (CPP's) above and below specified quefrency/F₀ cutoffs would result in a CPP difference that would be characteristic of the rough, diplophonic voice type.

Methodology. Central one-second portions of sustained vowel /a/ productions were obtained from 90 subjects (rough, breathy, and normophonic voices). All voice samples were analyzed using a a two-stage cepstral analysis process in which a CPPHigh−Low difference value was obtained by identifying cepstral peaks above and below a lower limit for expected F₀ (150 Hz for females and 90 Hz for males), called CPP_High and CPP_Low respectively.

Results. The CPPHigh−Low difference value was observed to be a highly significant predictor, with negative values for this parameter characteristic of a dominant subharmonic in the voice signal and the perception of diplophonic, rough voice. Correct classification of rough vs nonrough voice samples was 82.2% (sensitivity 0.80 and specificity 0.833). In the consideration of three group classification (breathy vs. normophonic vs. rough), models incorporating two predictors (the CPP obtained from a single search through a 60 to 300 Hz frequency range (CPP_Default) and the CPPHigh−Low difference value) correctly classified 78.88% of the voice samples.

Conclusions. Rough, diplophonic voices were consistently observed to have a subharmonic peak that was greater in amplitude than the cepstral peak obtained within the region of the expected F₀, resulting in a negative value for the CPPHigh−Low difference. The two-stage cepstral analysis process described herein is visually intuitive from the graphical display of a cepstrum and is a simple extended calculation derived from cepstral analysis procedures that have been recommended as essential in the acoustic description of vocal quality.

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