• Title/Summary/Keyword: 노인 인식

Search Result 980, Processing Time 0.027 seconds

Conformer-based Elderly Speech Recognition using Feature Fusion Module (피쳐 퓨전 모듈을 이용한 콘포머 기반의 노인 음성 인식)

  • Minsik Lee;Jihie Kim
    • Annual Conference on Human and Language Technology
    • /
    • 2023.10a
    • /
    • pp.39-43
    • /
    • 2023
  • 자동 음성 인식(Automatic Speech Recognition, ASR)은 컴퓨터가 인간의 음성을 텍스트로 변환하는 기술이다. 자동 음성 인식 시스템은 다양한 응용 분야에서 사용되며, 음성 명령 및 제어, 음성 검색, 텍스트 트랜스크립션, 자동 음성 번역 등 다양한 작업을 목적으로 한다. 자동 음성 인식의 노력에도 불구하고 노인 음성 인식(Elderly Speech Recognition, ESR)에 대한 어려움은 줄어들지 않고 있다. 본 연구는 노인 음성 인식에 콘포머(Conformer)와 피쳐 퓨전 모듈(Features Fusion Module, FFM)기반 노인 음성 인식 모델을 제안한다. 학습, 평가는 VOTE400(Voide Of The Elderly 400 Hours) 데이터셋으로 한다. 본 연구는 그동안 잘 이뤄지지 않았던 콘포머와 퓨전피쳐를 사용해 노인 음성 인식을 위한 딥러닝 모델을 제시하였다는데 큰 의미가 있다. 또한 콘포머 모델보다 높은 수준의 정확도를 보임으로써 노인 음성 인식을 위한 딥러닝 모델 연구에 기여했다.

  • PDF

College Students' Perceptions on Older Generations: Focusing on Intergenerational Conflict, the Elderly's Contribution and Welfare Policies for the Elderly in Korea (대학생의 노인세대 인식 : 세대갈등, 노인의 기여, 노인복지정책 인식을 중심으로)

  • Choi, Youseok;Oh, Yujin;Moon, Youjin
    • The Journal of the Korea Contents Association
    • /
    • v.15 no.5
    • /
    • pp.228-241
    • /
    • 2015
  • Using survey on 865 college students, this study examines college students' perceptions on older generations in Korea. College students do not perceive conflicts with the elderly severely. While they recognize that the elderly contributed to family care and economic growth, they perceive that intergenerational conflicts regarding redistribution across generations might be impending in the areas of welfare policies. Progressive students evaluate contributions of the elderly more positively and approve expanding the roles of governments in the areas of welfare policies for the elderly than do conservative students. Students with higher interests in politics also positively assess the contributions of the elderly and are more concerned with the financial sustainability of welfare policies for the elderly. However, they perceive that the possibility of intergenerational conflicts might be low. This study suggests programs to increase intergenerational cooperation between college students and the elderly.

Syllabic Speech Rate Control for Improving Elderly Speech Recognition of Smart Devices (음절 별 발화속도 조절을 통한 노인 음석인식 개선)

  • Kyeong, Ju Won;Son, Gui Young;Kwon, Soonil
    • Proceedings of the Korea Information Processing Society Conference
    • /
    • 2015.10a
    • /
    • pp.1711-1714
    • /
    • 2015
  • 스마트 디바이스가 사회와 소통할 수 있는 도구가 되었음에도 불구하고 아직까지 노인들이 사용하기에는 어려움이 있다. 여기에 음성인식 기술을 이용한 음성인터페이스를 활용함으로써 노인들의 스마트 디바이스에 대한 사용성을 높일 수 있다. 하지만 일반적인 음성인식 시스템은 청장년의 발성 스타일에 맞춰져 있기 때문에, 노화된 노인의 발성이 그대로 입력될 경우 음성인식률이 하락한다. 본 연구에서는 노인의 음절 별 발화속도가 일반적인 음성인식 시스템의 성능을 보증할 수 있는 범위를 벗어나는 경우가 많다는 분석 결과를 토대로 노인의 음절 별 발화속도를 조정한 결과 노인남녀 평균 음성인식률이 15.3% 상승하였다. 이처럼 노인의 음성인식 오류 원인들 중 하나인 발화속도의 재조정으로 음성 인식률을 높일 수 있는 토대를 마련하였다. 이는 노인들이 스마트 디바이스를 이용하여 쉽고 정확한 작업을 수행할 수 있게 됨으로써, 노인들의 사회 참여와 정보 획득이 용이해 지고 더 나아가 세대 간의 소통에도 이바지할 것으로 기대한다.

A study on older adults' response to image of older adult (노년담론에 대한 노인의 인식과 대응에 관한 질적 연구: 자아상과 노인상의 차이를 중심으로)

  • Lee, ji young
    • 한국노년학
    • /
    • v.29 no.3
    • /
    • pp.1001-1024
    • /
    • 2009
  • This study investigates what older adults have image of older adult with relation to their self-identity. Fourteen participants are interviewed in this study. The main findings are as follows. Their response to image of older adult is divided in the form of 'denial' and 'accommodation' about social images of older adults. 'Denial' has 'total denial' and 'selective denial' while 'accommodation' includes 'acceptive accommodation', 'selective accommodation' and 'unwilling accommodation'. 'Total denial' indicates that the participants describe older adults very negatively, and they regard themselves as a person who is totally different from the older person they describe. 'Selective denial' represents that the participants have two types of older adults: negative and positive. They describe that they are close to the positive type of older adults themselves although they do not admit that they are older adults. 'Acceptive accommodating' does not describe older adults negatively, and they identify themselves as older adults. 'Selective accommodating' are very similar to 'selective denial' although the former differs from the latter in that they accept that they are older adults. 'Selective accommodating' also includes negative and positive types of older adults, and this type of participants admit that they are older adults, and believe that they belong to the positive type. In contrast to 'acceptive accommodating', 'unwilling accommodating' describes older adults very negatively. However, the participants belonging to 'unwilling accommodating' comes to accept that they are older adults due to irresistible realities.

A Study of Data Augmentation and Auto Speech Recognition for the Elderly (한국어 노인 음성 데이터 증강 및 인식 연구 )

  • Keon Hee Kim;Seoyoon Park;Hansaem Kim
    • Annual Conference on Human and Language Technology
    • /
    • 2023.10a
    • /
    • pp.56-60
    • /
    • 2023
  • 기존의 음성인식은 청장년 층에 초점이 맞추어져 있었으나, 최근 고령화가 가속되면서 노인 음성에 대한 연구 필요성이 증대되고 있다. 그러나 노인 음성 데이터셋은 청장년 음성 데이터셋에 비해서는 아직까지 충분히 확보되지 못하고 있다. 본 연구에서는 부족한 노인 음성 데이터셋 확보에 기여하고자 희소한 노인 데이터셋을 증강할 수 있는 방법론에 대해 연구하였다. 이를 위해 노인 음성 특징(feature)을 분석하였으며, '주파수'와 '발화 속도' 특징을 일반 성인 음성에 합성하여 데이터를 증강하였다. 이후 Whisper small 모델을 파인 튜닝한 뒤 노인 음성에 대한 CER(Character Error Rate)를 구하였고, 기존 노인 데이터셋에 증강한 데이터셋을 함께 사용하는 것이 가장 효과적임을 밝혀내었다.

  • PDF

Effect of Stereotype Threat on Spatial Working Memory and Emotion Recognition in Korean elderly (노화에 대한 고정관념 위협이 노인의 공간 작업기억 및 정서인식에 미치는 영향)

  • Lee, Kyoung eun;Lee, Wanjeoung;Choi, Kee-hong;Kim, Hyun Taek;Choi, June-seek
    • 한국노년학
    • /
    • v.36 no.4
    • /
    • pp.1109-1124
    • /
    • 2016
  • We examined the effect of stereotype threat (STT) on spatial working memory and facial emotion recognition in Korean elderly. In addition, we investigated the role of expected moderator such as self-perception of aging. Seventeen seniors (male=7) received basic cognitive tests including K-WMS-IV, MMSE and answered self-report questionnaires including self-perception of aging, anxiety of aging, attitude toward aging and age identity on the first visit. On the second visit, they were exposed to negative stereotype by reading a script detailing cognitive decline related to aging while a control group was exposed to a neutral content. Following the exposure, they were tested on a spatial-working memory task (Corsi-block tapping task) and emotion recognition task (facial expression identification task). The results showed that the seniors exposed to STT showed significantly lower performance on emotion recognition task (p < .05) (i.e., especially on the more difficult facial stimuli). In addition, there was a significant interaction between STT and self-perception of aging (p< .05), indicating that those who have positive self-perception of aging did not show impairment in emotion recognition task and difficult spatial working memory task under STT. On the other hand, those with negative self-perception of aging showed impaired performance under STT. Taken together, the current study suggests that being exposed to STT could negatively influence cognitive and emotional functioning of elderly. Interestingly, having a positive self-perception of aging could protect the underperformance caused by STT.

A Study on the Mediating Effect of Emotional Labor and Filial Piety on the Relationship between the Working Environment and Service Quality of Elderly Care Workers (노인 돌봄 수행인력의 근무환경과 서비스 질 관계에서 감정노동과 효인식의 매개효과에 관한 연구)

  • Il-Hyun Yun
    • Journal of Industrial Convergence
    • /
    • v.20 no.12
    • /
    • pp.269-276
    • /
    • 2022
  • This study was conducted with the purpose of verifying the effect of the working environment of elderly care workers on service quality and the mediating effect of emotional labor and recognition of filial piety. The subjects of the study were 460 elderly care workers. For the collected data, SPSS Process macro was used. As a result, First, it was found that all variables had a significant positive (+) relationship. Second, the parallel mediating effect of emotional labor and recognition of filial piety was confirmed. Third, the mediating effect of recognition of filial piety and the moderating effect of emotional labor were verified. Based on this study, it was found that filial piety awareness education and emotional labor management are necessary. A follow-up study with a more expanded concept should be conducted.

Age Differences in Safety Perception: A Comparison of Babyboomer, Pre-elderly, and the Elderly (연령별 안전에 대한 인식 차이: 베이비부머, 예비노인, 현재노인의 비교)

  • Chung, Soon-Dool;Oh, Eun-Chan;Kim, Go-Eun
    • Journal of the Korean Society of Hazard Mitigation
    • /
    • v.11 no.3
    • /
    • pp.75-81
    • /
    • 2011
  • The purpose of this study is to observe the age differences in safety perception among babyboomer, pre-elderly, and the elderly and to seek for countermeasures to overcome the risk. The data used for this study were from the 2008 Social Survey conducted by Administration on Statistics, Korea. The data were divided into three different age groups such as babyboomer, pre-elderly, and the elderly. Results showed that overall safety level of the society, safety perception of others and oneself, current social safety level compared to 10 years ago, social safety level after 10years, awareness of safety among different social fields, and the rank among the list of factors that lead to social insecurity appeared to differ according to the three different age groups. The awareness of safety for the elderly group was not higher than babyboomer and pre-elderly groups. Age differences in safety perception reflected the times and experiences the same age cohort went through. Countermeasures for security should be developed by considering the characteristics of the generations and different age groups.

Reaction Research on the Visuospatial Ability and the Situation Awareness of Older Drivers in Driving (노인 운전자의 운전 중 시공간능력과 상황인식에 대한 반응)

  • Lim, Yongsuk;Lee, Jungwon
    • 한국노년학
    • /
    • v.32 no.4
    • /
    • pp.1087-1099
    • /
    • 2012
  • The purpose of this paper is to examine how visuospatial ability affects the situation awareness for older drivers while driving. For this study, the Rey-Osterrith Complex Figure (ROCF) was used to measure the visuospatial ability of older drivers. The ROCF is used to measure visuospatial construct and memory abilities, and Real-Time Probes were used to measure the situation awareness with UC-win/Road simulation. Sixty drivers participated in this research (N = 30 older drivers, median = 70 years old and N = 30 younger drivers, median = 27 years old). Based on the results of this analysis, a repeated measure ANOVA was used to analyze the effect on each level of situation awareness related to visuospatial ability in driving. The results indicate that the visuospatial ability of older drivers serves as a crucial factor in determining the potential for older drivers to safely continue to drive. The results also imply the necessity of ROCF development to support and improve the visuospatial ability of older drivers.

Perception and Help-Seeking Behavior among Older Persons: Six Hypothetical Elder Mistreatment Scenarios (노인학대 인식과 도움요청 태도에 관한 연구: 여섯 가지 노인학대 시나리오를 중심으로)

  • Yoon, Hyun Sook;Lee, Hee Yun;Kwon, Jong Hee;Yoon, Ji Young;Park, Eun Soo;Nam, Ryun;Kang, Sung Bo;Park, Keum Hwa
    • 한국노년학
    • /
    • v.30 no.1
    • /
    • pp.221-240
    • /
    • 2010
  • Despite a growing trend in elder mistreatment, research about the problem and its effects on the victims has been sparse. Notably missing are the perspectives of older adults themselves, whose perceptions and responses to elder mistreatment are greatly affected by social and cultural context. The purpose of this study is to examine factors associated with older persons' perceptions of elder mistreatment and subsequent help-seeking behaviors. Six hypothetical scenarios featuring elders were the basis of interviews with 124 older persons, drawn by a quota sampling strategy. Findings indicated that older persons perceived situations of physical abuse (87.9%), financial abuse (86.3%), and psychological abuse (66.1%) to be elder mistreatment, yet respondents showed less sensitivity to elder mistreatment that took the form of physical mistreatment within a couple (47.6%), neglect (40.3%), and self-neglect (16.9%). Certain scenarios yielded less intention to seek help: namely, physical mistreatment within a couple, neglect, and self-neglect. Older persons' personal characteristics, social factors, and cultural factors exerted significant influence on both perception and help-seeking behavior. Perception was identified as a key factor that significantly influenced help-seeking behavior. Findings point to awareness of cultural and social context for success in elder mistreatment prevention, intervention, and policy design for this population.