DOI QR코드

DOI QR Code

The Design of Keyword Spotting System based on Auditory Phonetical Knowledge-Based Phonetic Value Classification

청음 음성학적 지식에 기반한 음가분류에 의한 핵심어 검출 시스템 구현

  • Published : 2003.04.01

Abstract

This study outlines two viewpoints the classification of phone likely unit (PLU) which is the foundation of korean large vocabulary speech recognition, and the effectiveness of Chiljongseong (7 Final Consonants) and Paljogseong (8 Final Consonants) of the korean language. The phone likely classifies the phoneme phonetically according to the location of and method of articulation, and about 50 phone-likely units are utilized in korean speech recognition. In this study auditory phonetical knowledge was applied to the classification of phone likely unit to present 45 phone likely unit. The vowels 'ㅔ, ㅐ'were classified as phone-likely of (ee) ; 'ㅒ, ㅖ' as [ye] ; and 'ㅚ, ㅙ, ㅞ' as [we]. Secondly, the Chiljongseong System of the draft for unified spelling system which is currently in use and the Paljongseonggajokyong of Korean script haerye were illustrated. The question on whether the phonetic value on 'ㄷ' and 'ㅅ' among the phonemes used in the final consonant of the korean fan guage is the same has been argued in the academic world for a long time. In this study, the transition stages of Korean consonants were investigated, and Ciljonseeng and Paljongseonggajokyong were utilized in speech recognition, and its effectiveness was verified. The experiment was divided into isolated word recognition and speech recognition, and in order to conduct the experiment PBW452 was used to test the isolated word recognition. The experiment was conducted on about 50 men and women - divided into 5 groups - and they vocalized 50 words each. As for the continuous speech recognition experiment to be utilized in the materialized stock exchange system, the sentence corpus of 71 stock exchange sentences and speech corpus vocalizing the sentences were collected and used 5 men and women each vocalized a sentence twice. As the result of the experiment, when the Paljongseonggajokyong was used as the consonant, the recognition performance elevated by an average of about 1.45% : and when phone likely unit with Paljongseonggajokyong and auditory phonetic applied simultaneously, was applied, the rate of recognition increased by an average of 1.5% to 2.02%. In the continuous speech recognition experiment, the recognition performance elevated by an average of about 1% to 2% than when the existing 49 or 56 phone likely units were utilized.

Keywords

References

  1. Jay G. Wilpon, Lawrence R. Rabiner, Chin-Hui Lee, E. R. Goldman, 'Automatic Recognition of Keyword in Unconstrained Speech Using Hidden Markov Models,' IEEE Trans. Acoust., Speech, Signal Processing, Vol.38, No.11, pp.1870-1878, Nov., 1990 https://doi.org/10.1109/29.103088
  2. 오영환, '음성언어정보처리,' 홍릉과학출판사, 1998
  3. 이경님, '의사 형태소 단위의 한국어 연속 음성 인식', 서강대학교 석사학위 논문, 1997
  4. 문교부고시 제88-2호, '국어 어문 규정집', 문화체육부, 1988
  5. S. J. Young, N. H. Russel, J. H. S Thornton, 'Token passing : a simple conceptual model for connected speech recognition systems,' Cambridge University Engineering Department, 1989
  6. Lawrence Rabiner, Biing-Hwang Juang, 'Fundamentals of speech recognition,' Prentice-Hall, 1993
  7. Daniel Jurafsky, James H. Martin, 'Speech and Language Processing,' Prentice Hall, 2000
  8. 유승덕, 김학진, 김순협, '한국어 자소 음가 분류에 관한 연구', 한국음향학회지, 제20권 제2(s)호, pp.89-92, 2001
  9. 윤성희, '음성 언어인식을 위한 사전참조 및 후처리에 관한 연구', 상명대학교, 1999
  10. 이활림, '음소 HMM을 이용한 핵심어 검출 시스템의 성능향상에 관한 연구', 부산대학교 석사학위논문, 1996
  11. 이활림, '음소 HMM을 이용한 핵심어 검출 시스템의 성능 향상에 관한 연구', 부산대학교 석사학위논문, 1996
  12. 신지영, '말소리의이해 ; 음성학 · 음운론연구의 기초를 위하여', 한국문화사, 2000
  13. 서봉수, '가변어휘 음성 인식기 구현 및 탐색기간 단축 알고리즘 비교', 석사학위논문, 전남대학교, 2001
  14. 정명숙, '음성 자료에 나타난 국어의 사적 변천', 고려대 민족문화연구원 국어연구소, 2002
  15. 여재열, '한글 종성 표기의 변천에 관한 연구', 홍익대학교 석사학위논문, 1993
  16. 문교부고시 제85-11호, '외래어 표기법', 문화체육부, 1988
  17. 이용재, '영어 음성학', 고려대학교, 2000
  18. 이동석, '구개음화의 어휘화와 'ㅅ' 종성에 대하여', 한국어학회, 제6권, pp.9-15, 1997
  19. 허웅, '국어음운론', 정음사, 1958
  20. 이기문, '십육세기 국어의 연구', 문리논총(고려대), 1959
  21. 이근수, 'ㄷ, ㅅ 종성에 대하여', 탑출판사, 1986
  22. 이은정, '8종성에서의 '-ㅅ'에 대하여', 한글, 1986
  23. 이익섭, '음절말 표기 'ㅅ'과 'ㄷ'의 사적 고찰', 성곡논총, p.18, 1987
  24. 이기문, '국어사개설', 민중서관, 1961
  25. 허 웅, '국어음운론', 정음사, 1965
  26. 안병희, '십오세기 국어의 활용어간에 대한 형태론적 고찰', 국어연구, p.7, 1959
  27. 이기문, '국어표기법의 역사적 고찰', 한국연구원, 1963
  28. 허 웅, '국어음운론', 정음사, 1987
  29. 지춘수, 'ㅅ 종성 재론', 한글, 1971
  30. 지춘수, '국어표기사연구', 경희대학교 박사학위논문, 1986
  31. 이인자, '15세기 국어의 'ㄷ.ㅅ'종성고', 동악어문논집, p.20, 1985