[논문]빅데이터를 활용한 시니어 행동분석 돌봄 시스템 연구

장재열; 최진일; 어재선; 최철재

doi:10.13067/jkiecs.2020.15.5.973

[국내논문] 빅데이터를 활용한 시니어 행동분석 돌봄 시스템 연구
A Study on Senior Behavioral Analysis and Care System Using Big Data 원문보기

한국전자통신학회 논문지 = The Journal of the Korea Institute of Electronic Communication Sciences, v.15 no.5, 2020년, pp.973 - 980

장재열 (경동대학교 의료생명보건대학) , 최진일 (경동대학교 소프트웨어학과) , 어재선 (경동대학교 해양심층수학과) , 최철재 (경동대학교 소프트웨어학과)

초록
AI-Helper

4차 산업혁명의 기술을 활용한 다양한 응용 솔루션들이 보건 복지 분야에 적용되어지고 있다. 제안한 논문에서는 빅데이터 기반의 시니어 돌봄 시스템 솔루션을 설계한다. 제안 시스템의 작동원리는 시니어의 행동분석을 스마트기기의 API정보를 통하여 수집한 후, 기존의 기준치와 다른 반응을 보일 경우에 시니어 당사자에게 1차적으로 알림을 보낸다. 만일 응답이 없을 경우에는 2차적으로 동료시니어와 가족구성원 및 응급상황센터에 정보를 제공함으로써 위험상황을 미연에 방지할 수 있는 시스템을 제안한다.

Abstract ▼ AI-Helper

Various applied solutions utilizing the technology of the 4th Industrial Revolution are being applied to the health and welfare sector. In the proposed paper, the senior care system solution based on big data is designed. The principles of operation of the proposed system are collecting senior behavioral analyses through API information of smart devices, and sending a primary notification to the relevant senior in cases where a senior reacts differently from the existing standards. A system is proposed to prevent dangerous situations by providing information to peer seniors, family members, and the emergency center in cases where there is no response.

주제어

표/그림 (15)

그림 Fig. 1 Trend of elderly damage caused by fire accidents
표 Table 1. Estimation of the elderly living alone (Unit : Thousand people)
표 Table 2. Domestic care system project
표 Table 3. Overseas care system project
그림 Fig. 2 Service provision
그림 Fig. 3 Service architecture
표 Table 4. System construction environment
그림 Fig. 4 Big Data scenario
그림 Fig. 5 Artificial intelligence application method
그림 Fig. 6 Confirm patient list
그림 Fig. 7 Hyperledger composer & rest server
그림 Fig. 8 Cloud design
그림 Fig. 9 ERD design
그림 Fig. 10 Emergency call service flow diagram
그림 Fig. 11 Emergency situation prediction and location tracking design

AI 본문요약
AI-Helper

* AI 자동 식별 결과로 적합하지 않은 문장이 있을 수 있으니, 이용에 유의하시기 바랍니다.

문제 정의

However, while the number of accidents occurring in the houses of the elderly living alone is constantly increasing, the recognition and measures to respond to accidents are significantly inferior to those of the general elderly population. The proposed paper aims to investigate the continuously increasing activity areas of seniors in advance with a view to preventing dangerous situations with solutions as countermeasures, and provide information on the activities of seniors to the academia and technology developing companies.

제안 방법

Based on the collected information on the elderly living alone, the highest and lowest values and average information are correlated to make meaningful data on accidents and diseases into rules and models and create an algorithm. Abnormal situations and dangerous situation are judged through the relevant algorithm.
Diverse applied solutions incorporating the core technologies of the fourth industrial revolution are being developed, and the proposed paper aims to design a care solution for the elderly living alone that can monitor dangerous situations in advance after analyzing activity information.
In this section, the DB structure for user information (elderly living alone, life manager, family member) and issue information (activity information and location information of the elderly living alone) applied to the senior behavioral analysis and care system, and notices and operator information of the app solution were designed with ERD.
The purpose of the proposed paper is to develop a system that will continuously collect daily activity information from the elderly living alone among those senior members who use smart devices, notify the relevant elderly living alone in cases where any abnormal symptom different from conditions at normal times was detected, notify peer senior members in the surroundings in cases where the symptom is not resolved, and finally notify the risk element to family members and emergency relief facilities.

후속연구

The proposed paper is a step before implementing care system after designing senior behavioral analysis and aims to expand the service to single-person households and children who are in the socially vulnerable class after developing the technology later.

참고문헌 (10)

C. Cho, "The effect of basic service for elderly care on living satisfaction for the elderly living alone : focusing on Jeong-pyeong County," Master's Thesis, Korea National University of Transportation, 2019.
e-Fire Statistics, National Fire Data System, Sejeong, Korea, 2019.
H. Choi, "'Aging in place' experience of older adults living alone in urban areas :a qualitative study based on the grounded theory approach," Doctor's Thesis, Yonsei University, 2020.
Statistics Korea, Future Population Projections 2016, Daejeon, Korea, 2016.
K. Jin, "The Effect of Alcohol Usage on Suicidal Ideation for the Elderly Living Alone : Staying Single as a Moderator," Master's Thesis, Myongji University, 2016.
Y. Lee, "Factors Associated with Suicidal Ideation of Elderly People Living Alone: The Public Elderly Care Service with focus on recipients," Master's Thesis, Soongsil University, 2015.
S. Kim, "The study on the work experience of the lifestyle managers for senior citizens living alone," Master's Thesis, Dankook University, 2019.
M. Kim, "Scientometric Analysis through Centrality Analysis of Graph for Linkage Relation of Keyword for Elder's Rehabilitation and Healthcare," J. of the Korea Institute of Electronic Communication Sciences, vol. 14, no. 2, 2019, pp. 447-452.
H. Kim, "A Study on The Real-Time Data Collection / Analysis / Processing Intelligent IoT," J. of the Korea Institute of Electronic Communication Sciences, vol. 14, no. 2, 2019, pp. 317-322.
J. Seo and H. Park, "Motion Recognition of Mobile Phone for data sharing based on Google Cloud Message Service," J. of the Korea Institute of Electronic Communication Sciences, vol. 14, no. 1, 2019, pp. 205-211.

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