빅데이터를 활용한 노년층 화자의 자유 발화 음성 특성 분석 연구
A Big–Data Study on the Phonetic Characteristics of Natural Speech in Korean Elderly Speakers
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초록
This study analyzes phonetic features in the natural speech of elderly Korean speakers using big data to investigate the effects of aging on speech production. The results revealed that elderly speakers exhibited reduced gender differences in F0, lower harmonics–to–noise ratio (HNR), and higher amplitude variation (Shimmer), reflecting typical aging–related changes in the vocal apparatus. In certain social communication contexts, the HNR and speech rate displayed phonetic characteristics that deviated from usual aging assumptions, most likely due to their emphasis on speech intelligibility during social interactions. These findings provide foundational data for developing speech recognition systems and age–friendly technologies.
Abstract
This study analyzes phonetic features in the natural speech of elderly Korean speakers using big data to investigate the effects of aging on speech production. The results revealed that elderly speakers exhibited reduced gender differences in F0, lower harmonics–to–noise ratio (HNR), and higher amplitude variation (Shimmer), reflecting typical aging–related changes in the vocal apparatus. In certain social communication contexts, the HNR and speech rate displayed phonetic characteristics that deviated from usual aging assumptions, most likely due to their emphasis on speech intelligibility during social interactions. These findings provide foundational data for developing speech recognition systems and age–friendly technologies.
참고문헌 (27)
- 김예지, "연령세대에 따른 말 산출의 시간적 특성: 말속도와 쉼을 중심으로", 말소리와 음성과학, 14(1), pp.37~47 (2022), 한국음성학회
- 김정완, "노년층 의사소통능력에 대한 문헌연구", Communication Sciences and Disorders, 14(4), pp.495~513 (2009), 한국언어청각임상학회
- 김화수, "노년층의 언어 및 의사소통에 대한 연구동향", 언어치료연구, 26(3), pp.35~48 (2017), 한국언어치료학회
- 박지미, "언어학적 단위 제시 유형에 따른 청년층 및 노년층 간 동사 재인 수행력 비교", Communication Sciences & Disorders, 27(4), pp.797~812 (2022), 한국언어청각임상학회
- 양송희, "노화와 관련된 언어이해력 및 언어표현력 문헌연구", 언어치료연구, 29(1), pp.49~57 (2020), 한국언어치료학회
- 옥성수, "인공지능 학습을 위한 중노년층 방언 음성 데이터 구축 전략 및 분석", 언어학, 32(1), pp.1~19 (2024), 대한언어학회
- 이미숙, "노년층의 인지–화용언어 능력에 관한 종단 연구: 영향 요인들 을 중심으로", 한국노년학, 35(3), pp.797~811 (2015), 한국노년학회
- 진성민, "연령증가에 따른 정상 노인의 음향분석학적 특징", 대한후두음성언어의학회지, 8(1), pp.44~48 (1997), 대한후두음성언어의학회
- 황미경, "부산 지역어 노년층 화자의 모음", ㅡ, ㅓ, pp.,, ㅗ[DOI]
- 황은지, "연령 세대에 따른 정상 성인의 모음 산출 특성: 포먼트 주파수, 모음공간면적, 스펙트럼, 켑스트럼 분석을 중심으로", 한국콘텐츠학회논문지, 22(11), pp.193~204 (2022), 한국콘텐츠학회
- Bóna, J., "Temporal characteristics of speech: The effect of age and speech style", The Journal of the Acoustical Society of America, 136(2), pp.EL116~EL121 (2014)
- Dehqan, A., "The effects of aging on acoustic parameters of voice", Folia Phoniatrica et Logopaedica, 64(6), pp.265~270 (2013)
- Eyben, F., "openSMILE – The Munich Versatile and Fast Open–Source Audio Feature Extractor", Proceedings of the 18th ACM international conference on Multimedia, pp.1459~1462 (2010)
- Ferrand, C. T., "Harmonics–to–noise ratio: an index of vocal aging", Journal of voice, 16(4), pp.480~487 (2002)
- Fougeron, C., "Multi–dimensional variation in adult speech as a function of age", Languages, 6(4), pp.176~ (2021)
- Harnsberger, J. D., "Speaking rate and fundamental frequency as speech cues to perceived age", Journal of voice, 22(1), pp.58~69 (2008)
- Honjo, I., "Laryngoscopic and voice characteristics of aged persons", Archives of Otolaryngology, 106(3), pp.149~150 (1980)
- McGlone, R. E., "Vocal pitch characteristics of aged women", Journal of Speech and Hearing Research, 6(2), pp.164~170 (1963)
- Kasuya, H., "Aging Voice", pp.27~36 (2017), Springer Singapore
- Lenth, R. V., "Emmeans: Estimated Marginal Means, aka Least–Squares Means", R Package Version 1.7.5.2022, ~ (2022)
- Lenth, R. V., "emmeans: Estimated Marginal Means, aka Least–Squares Means", R Package Version 1.8.5, ~ (2022)
- Mueller, P. B., "The aging voice", Seminars in speech and language, 18(2), pp.159~169 (1997)
- Pettorino, M., "“Young” and “Old” Voice. The prosodic auto–transplantation technique for speaker’s age recognition", Proceedings of the 7th International Conference on Speech Prosody, pp.135~139 (2014)
- Ptacek, P. H., "Age recognition from voice", Journal of Speech and Hearing Research, 9, pp.273~277 (1966)
- Ryu, C. H., "Voice changes in elderly adults: prevalence and the effect of social, behavioral, and health status on voice quality", Journal ofthe American Geriatrics Society, 63(8), pp.1608~1614 (2015)
- Wettstein, M., "Postponing Old Age: Evidence for Historical Change Toward a Later Perceived Onset of Old Age", Psychology and Aging, 39(5), pp.526~541 (2024)
- Williams, A., "Sociopsychological perspectives on older people's language and communication ㅜ", Ageing & Society, 11(2), pp.103~126 (1991)
