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Computer-Implemented Articulatory Models for Speech Production: A Review.
1Department of Phoniatrics, Pedaudiology, and Communication Disorders, RWTH Aachen University, Aachen, Germany.
Frontiers in Robotics and AI
|May 2, 2022
Summary
Developing advanced articulatory-acoustic models is crucial for understanding speech production and achieving high-quality, neurobiologically grounded speech synthesis.
Area of Science:
- Speech Production and Articulation Modeling
- Computational Linguistics
- Bioacoustics
Background:
- Speech production and articulation modeling is an evolving research area.
- Current articulatory models do not match the quality of corpus-based speech synthesis.
- Biomechanical and neuromuscular approaches are complex and not yet suitable for sentence-level synthesis.
Purpose of the Study:
- To review computer-implemented articulatory models and categorize them.
- To discuss neurobiological control mechanisms for articulatory models.
- To identify research needs for improving articulatory-acoustic models and speech synthesis.
Main Methods:
- Categorization of existing computer-implemented articulatory models.
- Detailed discussion of neurobiologically adequate control strategies for articulatory models.
- Analysis of current limitations in articulatory speech synthesis quality.
Main Results:
- A classification framework for articulatory models is presented.
- Key research questions regarding neural control of articulation are highlighted.
- The gap between current articulatory models and desired synthesis quality is identified.
Conclusions:
- Further development of articulatory-acoustic models is essential.
- These models will enable testing of neurobiological control concepts for speech.
- Advancements are needed to achieve high-quality, neurobiologically grounded speech synthesis.
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