• Title/Summary/Keyword: the recognition of aging

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A Study on Non-Contact Care Robot System through Deep Learning

  • Hyun-Sik Ham;Sae Jun Ko
    • Journal of the Korea Society of Computer and Information
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    • v.28 no.12
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    • pp.33-40
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    • 2023
  • As South Korea enters the realm of an super-aging society, the demand for elderly welfare services has been steadily rising. However, the current shortage of welfare personnel has emerged as a social issue. To address this challenge, there is active research underway on elderly care robots designed to mitigate the social isolation of the elderly and provide emergency contact capabilities in critical situations. Nonetheless, these functionalities require direct user contact, which represents a limitation of conventional elderly care robots. In this paper, we propose a solution to overcome these challenges by introducing a care robot system capable of interacting with users without the need for direct physical contact. This system leverages commercialized elderly care robots and cameras. We have equipped the care robot with an edge device that incorporates facial expression recognition and action recognition models. The models were trained and validated using public available data. Experimental results demonstrate high accuracy rates, with facial expression recognition achieving 96.5% accuracy and action recognition reaching 90.9%. Furthermore, the inference times for these processes are 50ms and 350ms, respectively. These findings affirm that our proposed system offers efficient and accurate facial and action recognition, enabling seamless interaction even in non-contact situations.

Development of Measurement Method of Musculoskeletal Load for Construction Workers using Wearable Motion Recognition Sensor (웨어러블 장비를 이용한 건설 근로자 근골격계 부하 측정방안 제시)

  • Pyo, Ki-Youn;Lee, Dong-Min;Cho, Hun-Hee;Kang, Kyung-In
    • Proceedings of the Korean Institute of Building Construction Conference
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    • 2019.05a
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    • pp.123-124
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    • 2019
  • In the labor-intensive construction site, potential threats of the musculoskeletal diseases mainly caused by various repetitive physical tasks, vulnerable environment, and the aging of the labor worker exist. However, quantitative measuring method of construction labor worker's work posture has not been improved yet. This study proposed musculoskeletal measuring method by using wearable motion recognition sensor for quantitative evaluation and analysis of working posture of construction workers. This method is expected to be used as a basic data for posture analysis and prevention construction safety accidents, as well as physical workload and labor productivity analysis by labor work type.

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A Study on the Influence Exerted on Subtitle Locations in Videos by the Deterioration of Working Memory Ability due to Aging (노화에 따른 작업기억능력의 저하에 영향을 받는 영상 속 자막인식위치 연구)

  • Kim, Sang-Yub;Jung, Jae-Bum;Park, Jang-Ho;Nam, Ki-Chun
    • Science of Emotion and Sensibility
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    • v.22 no.4
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    • pp.31-44
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    • 2019
  • This study intended to investigate the effects of the subtitle location on the decreased working memory abilities caused by aging. A junior group (average age: 26, SD: 3.06, N=27) and a senior group (average age: 61.69, SD=4.18, N=26) participated in this study and they all performed N-back tasks which measured the working memory ability of the participants and video subtitle recognition tasks that assessed the most effectively recognized subtitle locations in the video. The results of the N-back task revealed slower response times and low accuracy rates in the senior group in comparison to the junior group, suggesting lower working memory abilities in the senior group vis-à-vis the junior group. The deterioration of working memory due to aging also negatively influenced the 'left-bottom' subtitle location in the video subtitle recognition task and positively influenced the 'left-center' location of the screen. The deterioration of working memory ability did not affect other subtitle locations. By examining the positive or negative effects of the deterioration of working memory ability as a function of age on subtitle locations, the present study suggests that the selection of suitable subtitle locations taking into account the ages of video viewers would cause information to be more effectively displayed on screen.

Analysis on Local Residents' Recognition of Farmland Conversion - Focused on Four Ris (Villages) of Bongdong Eup - (농지전용 주변지역의 주민인식 분석 - 봉동읍 4개 리를 중심으로 -)

  • Jang, Dong-Heon
    • Journal of Korean Society of Rural Planning
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    • v.20 no.4
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    • pp.55-66
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    • 2014
  • This study analyzed the recognition of local residents surrounding farmland conversion area. The details of the survey on the residents included recognition of farmland conversion, the usage and reason of farmland conversion in the surrounding area, impacts of farmland conversion on the local region and agricultural production, and change in farmland prices. According to the analysis, the aging of the local residents progressed, and the ratio of farming population was high in the case study area. There were many warehouse facilities and small scale factories in terms of farmland conversion in the case study area, due to the surrounding area characteristics of industrial complex and relatively cheaper land prices. The farmland conversion affected the local area and residents both positively and negatively, and the surrounding area's land prices rose. The policy implications, based on the findings in this study, indicate the following need to be carried out: the consolidation of action on farmland pollution upon farmland conversion, review of planned collective conversion mode, and return of the land price hike profits to the affected local area and residents. Actually, farmland conversion should be conducted, after a comprehensive and systematic review, because it affects the local area and residents in a complex way.

Recognition, Knowledge, and Behavior to Decrease Exposure toward Endocrine Disruptors in Dietary Life among Elementary School Students (식생활 관련 내분비계 장애물질에 대한 초등학생의 인식도, 지식 및 노출저감화 행동에 관한 연구)

  • Kim, Hyo-Chung;Kim, Mee-Ra
    • Korean journal of food and cookery science
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    • v.25 no.6
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    • pp.712-724
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    • 2009
  • The purpose of this study was to examine the degree of concern about endocrine disruptors, the degree of recognition about the risk of endocrine disruptors towards humans, the degree of worry about the risk of endocrine disruptors towards ones self or family, information-obtaining behavior regarding endocrine disruptors, the degree of knowledge and the degree of behavior to decrease exposure to endocrine disruptors, and the degree of an educational need for endocrine disruptors in the dietary life of elementary school students. The data were collected from 162 students in Seoul, Incheon, Daejeon, Daegu, Busan and Gwangju. Frequencies, Cronbach's alpha, t tests, analysis of variance, Duncan's multiple range tests and chi-square tests were conducted using SPSS V.14.0 for WINDOWS. The results of this study were as follows. The degree of concern about endocrine disruptors was not high. The respondents obtained most of their information regarding endocrine disruptors from TV/radio. Respondents had difficulty in acquiring and understanding the information. Both the degree of knowledge and the degree of behavior to decrease exposure were not high. The respondents showed a high degree of educational need for endocrine disruptors, the most important was methods to prevent damage from endocrine disruptors followed by risk of endocrine disruptors.

Concerns about Hazardous Elements on Foods and Recognition of the Roles of Government, Food Producers, and Consumers in Securing Food Safety (식품 위해 요인에 대한 우려도 및 식품 안전성 확보를 위한 정부, 식품 생산자, 소비자의 역할 수행에 대한 인식도)

  • Kim, Hyo-Chung;Kim, Mee-Ra
    • Journal of the East Asian Society of Dietary Life
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    • v.21 no.3
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    • pp.401-417
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    • 2011
  • The purpose of this study was to investigate consumer concerns about hazardous elements on foods and recognition of the roles of government, food producers, and consumers in securing food safety. The data were collected from the 443 adult consumers living in Seoul, Busan, Daegu, Incheon, Kwangju and Daejeon through a self-administered questionnaire. Frequencies, t tests, analysis of variance and Duncan's multiple range tests were conducted using SPSS Windows. The results of the survey were as follows: (1) the respondents were worried about health risks related to hazardous elements on foods, (2) many respondents were more worried about preservatives of imported foods than those of domestic foods, and (3) most respondents mentioned that observance of enforcement regulations by producers was the most important factor for ensuring food safety in the future. These results imply that regulations regarding the safety of imported foods should be increased.

Design and implementation of artificial intelligence-based speech recognition for silver generation and single household "Voice" Application (실버세대 및 1인 가구를 위한 인공지능 기반 음성인식 'Voice' Application 설계 및 구현)

  • Cho, Young-Ju;Kim, Jin-Hyuk;Sun, A-Young;Oh, Ji-Hoon
    • Proceedings of the Korean Society of Computer Information Conference
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    • 2017.07a
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    • pp.141-144
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    • 2017
  • 4차 산업혁명 시대에 살고 있는 현대인들은 혼자 사는 1인 가구의 증가와 고령화 사회의 진입으로 인한 실버세대가 증가하는 추세이다. 외로움, 소외감, 우울증을 겪는 1인 가구 및 실버세대의 문제점을 해소시켜 주고 더 나아가 실버세대의 스마트폰 활성화를 위해 본 논문에서는 인공지능 기반 음성인식 기능을 탑재한 'Voice' 어플리케이션을 제안하고자 한다.

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Impacts of Local Civic Consciousness Formation : Focused on the Yong-in City (지역시민의식 형성 영향 요인 : 용인시를 중심으로)

  • Jeon, Sun-Young
    • The Journal of the Korea Contents Association
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    • v.11 no.12
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    • pp.785-799
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    • 2011
  • This study apprehends the effect of primary causes that form civic consciousness, which mature local residents should have. Moreover, it tries to contribute to the development of mature civic consciousness with regard to the situations and conditions of local community, by observing how the extent of local problem recognition, personal viewpoints, and participation in social activities affect formation of civic consciousness. The research was conducted to 600 local residents, ages 20 and above, with proportional stratified sampling method. The study showed that high recognition of environmental, social, economic and aging issues, fulfillment on social achievement, self-perception, culture orientation, and higher frequency on participating on social activities have positive effects on formation of sound civic consciousness.

Object Recognition Technology using LiDAR Sensor for Obstacle Detection of Agricultural Autonomous Robot (LiDAR 센서 활용 객체 인식기술이 적용된 농업용 자율주행 이송 로봇 개발)

  • Kim, Jong-Sil;Ju, Yeong-Tae;Kim, Eung-Kon
    • The Journal of the Korea institute of electronic communication sciences
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    • v.16 no.3
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    • pp.565-570
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    • 2021
  • Agriculture in South Korea is losing productivity due to the lack of manpower as aging population increases. To overcome this, the agricultural robot market is growing rapidly, and research is being conducted on remote control and autonomous driving of agricultural robots. This work designs the appearance and structure of agricultural robots and implements the devices and control systems for driving. By utilizing and optimizing LiDAR sensors, we applied object recognition technology, which is an essential function for autonomous driving. This can reduce labor costs and improve productivity of transportation tasks that require the most labor in agriculture.

A Study on Design Development Direction for Designing Aging Friendly City through The Case Analysis (사례분석을 통한 고령친화도시 디자인 개발방향연구)

  • Nah, Ken;Sung, Sora;Jeon, Youngje;Lee, Eunkyung
    • Journal of Digital Convergence
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    • v.15 no.6
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    • pp.61-69
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    • 2017
  • The purpose of this study is to suggest a foundational design direction for seniors, according to paradigm shift in aging society. This paper researched on current state of the aging society through literature study and defined the theoretical concept that set the foundation of the study. Secondly, for building an age-friendly city, relevant studies on seven cities were selected and their regional design guidelines were analyzed. As a result, essential design elements for building the aging-friendly city were defined as safety, recognition, and accessibility. A detailed design guideline that applies the three elements with understanding on seniors is required to construct the environment for a senior-friendly city. Ultimately, the result of this study is expected to be in practical use as a fundamental resource for age-friendly city design.