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Application of an Isolated Word Speech Recognition System in the Field of Mental Health Consultation: Development and Usability Study
- Source :
- JMIR Medical Informatics, Vol 8, Iss 6, p e18677 (2020), JMIR Medical Informatics
- Publication Year :
- 2020
- Publisher :
- JMIR Publications, 2020.
-
Abstract
- Background Speech recognition is a technology that enables machines to understand human language. Objective In this study, speech recognition of isolated words from a small vocabulary was applied to the field of mental health counseling. Methods A software platform was used to establish a human-machine chat for psychological counselling. The software uses voice recognition technology to decode the user's voice information. The software system analyzes and processes the user's voice information according to many internal related databases, and then gives the user accurate feedback. For users who need psychological treatment, the system provides them with psychological education. Results The speech recognition system included features such as speech extraction, endpoint detection, feature value extraction, training data, and speech recognition. Conclusions The Hidden Markov Model was adopted, based on multithread programming under a VC2005 compilation environment, to realize the parallel operation of the algorithm and improve the efficiency of speech recognition. After the design was completed, simulation debugging was performed in the laboratory. The experimental results showed that the designed program met the basic requirements of a speech recognition system.
- Subjects :
- Vocabulary
Computer science
media_common.quotation_subject
Speech recognition
Computer applications to medicine. Medical informatics
R858-859.7
Health Informatics
programming
Field (computer science)
030507 speech-language pathology & audiology
03 medical and health sciences
0302 clinical medicine
Software
Health Information Management
Feature (machine learning)
Software system
HMM
Hidden Markov model
hidden Markov model
media_common
Original Paper
business.industry
speech recognition
Usability
030229 sport sciences
Debugging
isolated words
0305 other medical science
business
mental health
small vocabulary
Subjects
Details
- Language :
- English
- ISSN :
- 22919694
- Volume :
- 8
- Issue :
- 6
- Database :
- OpenAIRE
- Journal :
- JMIR Medical Informatics
- Accession number :
- edsair.doi.dedup.....c3bb019edc6f78efc507f31b7c3e22dd