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Automatic Speech Recognition Experiments with a Model of Normal and Impaired Peripheral Hearing

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Abstract:

Automatic speech recognition experiments were carried out using a model of normal and impaired peripheral hearing as a front-end preprocessor to a neural-network recognition stage trained and tested over the TIMIT speech database. The simulation of a flat mild/moderate sensorineural hearing loss led to a significant decrease in recognition performance compared to a simulation of normal hearing. Analyses of the confusion matrices using multidimensional scaling techniques showed that the decrements in scores were not associated with significant changes in the pattern of phoneme confusions. Consonant recognition was dominated by the features manner and place of articulation, but the features sonority, frication, voicing, and sibilance could also be detected. Vowel recognition was dominated by the first two formant frequencies. The results are in broad agreement with the speech perception data for normal and hearing-impaired listeners for the type of audiometric configuration simulated. The main discrepancy between the system and human data is the significantly lower recognition performance found for vowels, particularly when simulating normal hearing.

Document Type: Research Article

Publication date: November 1, 1997

More about this publication?
  • Acta Acustica united with Acustica, published together with the European Acoustics Association (EAA), is an international, peer-reviewed journal on acoustics. It publishes original articles on all subjects in the field of acoustics, such as general linear acoustics, nonlinear acoustics, macrosonics, flow acoustics, atmospheric sound, underwater sound, ultrasonics, physical acoustics, structural acoustics, noise control, active control, environmental noise, building acoustics, room acoustics, acoustic materials, acoustic signal processing, computational and numerical acoustics, hearing, audiology and psychoacoustics, speech, musical acoustics, electroacoustics, auditory quality of systems. It reports on original scientific research in acoustics and on engineering applications. The journal considers scientific papers, technical and applied papers, book reviews, short communications, doctoral thesis abstracts, etc. In irregular intervals also special issues and review articles are published.
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dav/aaua/1997/00000083/00000006/art00017
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