Journal of the Korea Institute of Information and Communication Engineering (한국정보통신학회논문지)

The Korea Institute of Information and Commucation Engineering (한국정보통신학회)
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A Study on Improving Speech Recognition Rate (H/W, S/W) of Speech Impairment by Neurological Injury

신경학적 손상에 의한 언어장애인 음성 인식률 개선(H/W, S/W)에 관한 연구

  • Lee, Hyung-keun (Department of Computer Engineering, Kwangwon University) ;
  • Kim, Soon-hub (Department of Computer Engineering, Kwangwon University) ;
  • Yang, Ki-Woong (Department of Computer Engineering, Kwangwon University)
  • Received : 2019.08.06
  • Accepted : 2019.10.05
  • Published : 2019.11.30
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Abstract

In everyday mobile phone calls between the disabled and non-disabled people due to neurological impairment, the communication accuracy is often hindered by combining the accuracy of pronunciation due to the neurological impairment and the pronunciation features of the disabled. In order to improve this problem, the limiting method is MEMS (micro electro mechanical systems), which includes an induction line that artificially corrects difficult vocalization according to the oral characteristics of the language impaired by improving the word of out of vocabulary. mechanical System) Microphone device improvement. S/W improvement is decision tree with invert function, and improved matrix-vector rnn method is proposed considering continuous word characteristics. Considering the characteristics of H/W and S/W, a similar dictionary was created, contributing to the improvement of speech intelligibility for smooth communication.

신경학적 손상에 의한 언어장애인/비장애인 간의 일상적인 휴대폰 통화시 신경학적 손상으로 인한 발음의 정확도와 언어장애인의 발음 특징이 결합되어 원활한 의사소통을 저해하는 경우가 많다. 이러한 문제점을 개선하기 위하여 제한하는 방법은 언어장애인 특성에 맞춘 단어의 모호성(out of vocabulary) 개선과, 언어 장애인 구강 특성에 따른 어려운 발성 부분을 인위적으로 보정해주는 유도선이 포함된 MEMS(Micro Electro-mechanical System) Microphone 장치 개선이다. S/W적 개선은 도치기능이 포함된 결정트리이며, 연속어 특성을 감안하여 개선된 matrix-vector rnn 방법을 제시하였다. H/W와 S/W 특성을 감안하여 유사 사전을 만들어 원활한 의사소통을 위한 말명료도 향상에 기여하였다.

Keywords

Acknowledgement

This research has been conducted by the Research Grant of Kwangwoon University in 2017.

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