• 제목/요약/키워드: health monitoring/diagnosis

검색결과 217건 처리시간 0.029초

Development of smart car intelligent wheel hub bearing embedded system using predictive diagnosis algorithm

  • Sam-Taek Kim
    • 한국컴퓨터정보학회논문지
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    • 제28권10호
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    • pp.1-8
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    • 2023
  • 자동차의 주요 부품인 휠 베어링에 결함이 생기면 교통사고등 문제를 발생시켜 이를 해결하기 위해 빅데이터를 수집해서 예측진단 및 관리 기술을 통한 휠 베어링의 고장 유무 및 고장 유형을 조기에 알려 주는 알고리즘과 모니터링 시스템 개발이 필요하다. 본 논문에서는 이러한 지능형 휠 허브 베어링 정비 시스템 구현을 위해 신뢰성 및 건전성에 대한 모니터링용 센서 및 예측 진단하는 알고리즘이 탑재된 임베디드 시스템을 개발하였다. 사용된 알고리즘은 휠 베어링에 설치된 가속도 센서로부터 진동 신호를 취득하고 이를 신호 처리기법, 결함주파수 분석, 건전성 특징 인자정의 등의 과정을 빅데이터 기술을 통해 고장을 예측하고 진단할 수 있다. 구현된 알고리즘은 진동 주파수 성분들은 최소화하고 휠 베어링에서 발생하는 진동 성분을 극대화할 수 있는 안정 신호 추출 알고리즘을 적용하고, 필터를 활용한 노이즈 제거에서는 인공지능 기반의 건전성 추출 알고리즘을 적용하였으며, FFT를 통한 결함 주파수를 분석하여 고장 특성인자 추출을 통한 고장을 진단하였다. 본 시스템의 성능 목표는 12,800ODR 이상으로 시험 결과를 통해 목표치를 만족하였다.

A Study on Usability Improvement of Mobile Healthcare Services

  • Kim, Heesun
    • International journal of advanced smart convergence
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    • 제6권2호
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    • pp.72-81
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    • 2017
  • The developments in mobile technology and the increase in the production of smartphones have led to the growth of the mobile healthcare market. Moreover, the number of mobile healthcare apps is on the rise, and users are benefiting from using healthcare, exercise tracking, and body monitoring apps, as well as they have been searching for health information through mobile health apps. This paper evaluated the usability of a symptom checker application that provides information on diseases, treatment methods, and related hospitals through self-diagnosis of symptoms. Symptom checkers are currently being developed, and are widely used overseas. This paper sought to evaluate the usability of a symptom checker app, and suggested ways to introduce enhancements.

마을 내 잔존 노거수의 생육현황 및 실태진단 - 경주시 현곡면을 중심으로 - (Diagnosis of the growth status and actual condition of the remaining old trees in the village - Focused on Hyeongok-myeon in Gyeongju-si -)

  • 김영훈;덩베이지아;천겅;유주한
    • 한국환경복원기술학회지
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    • 제23권6호
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    • pp.109-123
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    • 2020
  • The purpose of this study is to provide basic data for the establishment of future countermeasures by diagnosing the growth status and actual condition of undesignated old trees distributed in Hyeongok-myeon, Gyeongju, Gyeongsangbuk-do. The number of old trees surveyed was 2 weeks in Gajeong-ri, 2 weeks in Haguri, 3 weeks in Nae-Tae-ri, 1 week in Nawon-ri, 6 weeks in Oryu-ri, 3 weeks in Sangguri, and 2 weeks in Sohyeon-ri, The trees species composition was 6 trees Celtis sinensis Pers., 1 Diospyros lotus L. trees, 4 trees Salix chaenomeloides Kimura trees, 2 Styphnolobium japonicum L. trees, and 7 Zelkova serrata (Thunb.) Makino trees. Growth status is 7.1~22.0m in height, 14.6~25.1m in long axis, 10.2~19.2m in short axis, root diameter is 76.0~236.4cm, diamter at breast height is 67.0~220.0cm, soil acidity is pH4.9~7.0, soil The hardness was measured to be 4.0-27.0mm. The result grade of the scoring data of health information is represented by monitoring generally, monitoring critically, and absolute monitoring, and it was confirmed that out of the 20 trees population in Hyeongok-myeon, the general monitoring grade was 7 weeks, the major monitoring grade was 13 weeks, and there was no absolute monitoring grade. Accordingly, the number of old trees of the general surveillance level was maintained at the current level, and ecological surgical operations were introduced for the major surveillance level, but the case of village forests should be different, and sequential treatments were the old tree urgently needed. The level and bark of the target tree, the state of the crown, the root exposure, the presence of pests and pests, the vitality and the ground condition, the degree of pollution are normal, poor, or very poor, operation and protection management, soil improvement, removal of cover, and disinfection were urgently needed for the old trees with the surveyed data. In order to compensate for these matters, continuous monitoring and management measures for the old number should be sought.

Hybrid Imaging in Oncology

  • Fatima, Nosheen;uz Zaman, Maseeh;Gnanasegaran, Gopinath;Zaman, Unaiza;Shahid, Wajeeha;Zaman, Areeba;Tahseen, Rabia
    • Asian Pacific Journal of Cancer Prevention
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    • 제16권14호
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    • pp.5599-5605
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    • 2015
  • In oncology various imaging modalities play a crucial role in diagnosis, staging, restaging, treatment monitoring and follow up of various cancers. Stand-alone morphological imaging like computerized tomography (CT) and magnetic resonance imaging (MRI) provide a high magnitude of anatomical details about the tumor but are relatively dumb about tumor physiology. Stand-alone functional imaging like positron emission tomography (PET) and single photon emission tomography (SPECT) are rich in functional information but provide little insight into tumor morphology. Introduction of first hybrid modality PET/CT is the one of the most successful stories of current century which has revolutionized patient care in oncology due to its high diagnostic accuracy. Spurred on by this success, more hybrid imaging modalities like SPECT/CT and PET/MR were introduced. It is the time to explore the potential applications of the existing hybrid modalities, developing and implementing standardized imaging protocols and train users in nuclear medicine and radiology. In this review we discuss three existing hybrid modalities with emphasis on their technical aspects and clinical applications in oncology.

The application of machine learning for the prognostics and health management of control element drive system

  • Oluwasegun, Adebena;Jung, Jae-Cheon
    • Nuclear Engineering and Technology
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    • 제52권10호
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    • pp.2262-2273
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    • 2020
  • Digital twin technology can provide significant value for the prognostics and health management (PHM) of critical plant components by improving insight into system design and operating conditions. Digital twinning of systems can be utilized for anomaly detection, diagnosis and the estimation of the system's remaining useful life in order to optimize operations and maintenance processes in a nuclear plant. In this regard, a conceptual framework for the application of digital twin technology for the prognosis of Control Element Drive Mechanism (CEDM), and a data-driven approach to anomaly detection using coil current profile are presented in this study. Health management of plant components can capitalize on the data and signals that are already recorded as part of the monitored parameters of the plant's instrumentation and control systems. This work is focused on the development of machine learning algorithm and workflow for the analysis of the CEDM using the recorded coil current data. The workflow involves features extraction from the coil-current profile and consequently performing both clustering and classification algorithms. This approach provides an opportunity for health monitoring in support of condition-based predictive maintenance optimization and in the development of the CEDM digital twin model for improved plant safety and availability.

생체 신호를 이용한 스마트 헬스케어 모니터링 시스템 설계 및 구현 (Design and Implementation of Smart Healthcare Monitoring System Using Bio-Signals)

  • 유소월;배상현
    • 한국정보전자통신기술학회논문지
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    • 제10권5호
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    • pp.417-423
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    • 2017
  • 인간의 건강에 대한 관심 증가에 맞춘 상시적인 질병 관리를 위해 다수 개의 측정센서를 이용하여 측정된 생체 신호를 융합한 임계값을 분석하여 개개인의 맞춤형 진단을 위한 모니터링 시스템을 구현하고자 한다. 성능평가 결과 생체 신호의 분석을 위한 SVM 알고리즘은 평균 2%의 오차율이 나타났으며, 윈도우의 크기를 5000으로 분할했을 때 저장 공간의 최대 19.2%를 축소함으로써 효과적임을 보였다. 분류의 정확도는 윈도우 크기를 5000으로 분할했을 때 97.2%로 가장 높은 정확도를 보였다. 또한 총 5000개의 생체 신호 집합의 분석 결과 중 84개의 결과가 다르게 나왔으나 시스템으로부터의 결과가 전문가의 진단 결과보다 더 낮은 경우는 발생하지 않았으며, 약 98%의 정확도를 보였다.

행위별 수가 지불제도 하에서의 사례관리시스템 개발 및 경제성 분석 (Development of Case Management System and Analysis of Economic Feasibility under the Fee-For-Service Reimbursement)

  • 최미영;채영문;탁관철;김인숙;천자혜
    • 한국의료질향상학회지
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    • 제11권1호
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    • pp.46-60
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    • 2004
  • Background : Recently, we have experienced various changes in the healthcare environment. Healthcare organizations are facing a financial crisis due to more competitive relationships among themselves as well with low health insurance fees. The purposes of the current study were: (1) to develop a data warehouse-based system for evaluating and monitoring the case management activities, and (2) to measure and analyze its effects. Methods : In order to collect the data for the study, the database on discharged patients was utilized at a university hospital located in Seoul from June 1, 2002 through December 31, 2002. Initially, a data warehouse was built for the case management system. The case management activities were analyzed using structured methodology to establish the case management system. Results : The findings of this study were as follows: (1) A case management system was developed to make it possible to monitor of healthcare quality and resource utilization. The Case management System included monitoring functions regarding utilization reviews, critical pathways, and clinical indicators. (2) Utilizing the case management system, unplanned readmissions were documented among total discharged patients during two months from November 1, 2002 through December 31, 2002. The unplanned readmission rate was 2.3%(276 patients) in total of 11,960 discharged patients. Among them 81 patients(0.7% of total discharges, 29.3% of unplanned readmission) were readmitted to the same physician in charge under the same diagnosis. No significant differences were found in the demographic variables such as gender and age among the patients. (3) After implementing the case management system, 2.9% of average length of stay reduced. Applying cost-benefit analysis, the 2.9% reduction of length of stay represents net profit of ${\backslash}$ 279,592,000 in the year of 2004. In addition, applying value acceleration analysis, cumulative net benefit of ${\backslash}$ 1,481,000,000 was expected by the year of 2007. Also we were able to expect ${\backslash}$ 247,800,000 of cumulative benefit for the prospective 5 years in value linkage analysis. It represents average ${\backslash}$ 787,700,000 of pure net benefit a year. Conclusion : The value of present study would be not only implementing the knowledge management system into the existing case management activities, but also evaluating its effects and estimating its financial benefits. This study suggested that the case management system would be a supportive tool for monitoring and improving the quality of healthcare, and a cost-effective tool for increment of healthcare organization's financial benefit.

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USN을 이용한 산모 모니터링 시스템 모델 설계 (The Design of Maternity Monitoring System Using USN in Maternity Hospital)

  • 이서준;심현진;이아롬;이태로
    • 디지털융복합연구
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    • 제11권5호
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    • pp.347-354
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    • 2013
  • 양질의 의료 서비스를 요구하는 환자들은 증가하는 반면 의사나 간호사와 같은 전문 의료 인력은 한정되어 있어 그들에게 가해지는 업무 부담이 과중하게 부여되고 있는 실정이다. 이러한 문제를 해결하기 위한 대안으로 USN(Ubiquitous Sensor Network)을 이용한 환자 모니터링 시스템이 대두되고 있다. 본 논문에서는 USN을 산부인과에 적용하여 간호사의 업무 부담을 줄이기 위해 산모 모니터링 시스템 모델을 설계하였다. 효율성 평가는 서울소재 대학병원(S, K 병원) 두 곳을 모델로 설정하여 의사의 처방에 따른 측정 주기를 산출하여 실시하였으며, 그 결과는 간호사 1인이 12명의 환자(자연분만 6명, 자연분만 외 출산 6명)를 케어하는 경우 입원기간(5일 기준) 동안에 1,260분이 경감되는 것으로 나타났다. 또한 간호사의 기존 업무량과 모니터링 시스템 적용 후 업무량을 비교해 보았을 때 자연분만 산모의 경우 산모 수가 1명씩 증가함에 따라 하루에 50분씩, 자연분만 외 수술 산모의 경우 산모 수가 1명씩 증가함에 따라 하루에 130분씩 업무량 감소 효과가 있는 것으로 나타났다.

The opportunities of virtual reality in the rehabilitation of children with attention deficit hyperactivity disorder: a literature review

  • Bashiri, Azadeh;Ghazisaeedi, Marjan;Shahmoradi, Leila
    • Clinical and Experimental Pediatrics
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    • 제60권11호
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    • pp.337-343
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    • 2017
  • Attention deficit hyperactivity disorder (ADHD) is one of the most common psychiatric disorders in childhood. This disorder, in addition to its main symptoms, creates significant difficulties in education, social performance, and personal relationships. Given the importance of rehabilitation for these patients to combat the above issues, the use of virtual reality (VR) technology is helpful. The aim of this study was to highlight the opportunities for VR in the rehabilitation of children with ADHD. This narrative review was conducted by searching for articles in scientific databases and e-Journals, using keywords including VR, children, and ADHD. Various studies have shown that VR capabilities in the rehabilitation of children with ADHD include providing flexibility in accordance with the patients' requirements; removing distractions and creating an effective and safe environment away from real-life dangers; saving time and money; increasing patients' incentives based on their interests; providing suitable tools to perform different behavioral tests and increase ecological validity; facilitating better understanding of individuals' cognitive deficits and improving them; helping therapists with accurate diagnosis, assessment, and rehabilitation; and improving working memory, executive function, and cognitive processes such as attention in these children. Rehabilitation of children with ADHD is based on behavior and physical patterns and is thus suitable for VR interventions. This technology, by simulating and providing a virtual environment for diagnosis, training, monitoring, assessment and treatment, is effective in providing optimal rehabilitation of children with ADHD.

의료이용행태에 따른 뇌졸중 환자의 삶의 질과 QALY 비교: 2009~2012년 한국의료패널 자료를 활용한 연구 (A Study about the Quality of Life and QALYs of Stroke Patients according to the Medical Care Utilization Behavior: Findings from the 2009-2012 Korea Health Panel Data)

  • 박성봉;엄태웅;김남권
    • 대한한의학회지
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    • 제37권1호
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    • pp.41-52
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    • 2016
  • Objectives: There are no studies which have investigated the health related quality of life(HRQOL) about stroke patients according to the medical care utilization behavior by longitudinal analysis. The purpose of this study is to analyze the quality of life(QOL) and quality adjusted life years(QALYs) of stroke patients of western and combined treatment group by longitudinal analysis. Methods: A retrospective cohort study was conducted among 37 new patients who initiated diagnosis with stroke in 2009 from Korea Health Panel Data. We analyzed the HRQOL of stroke patients and calculated the QALYs after medical use initiation for up to 3 years according to the medical care utilization behavior. Results: Overall, the quality of life of stroke patients was lowered somewhat from 0.8431 to 0.7864 in 2009~2012. Western treatment group was appeared slightly declined in from 0.8527 to 0.8231 and combined treatment group was shown to be falling from 0.8173 to 0.6875. The QALYs of total patients were calculated 2.3654 and western treatment group were 2.4436, combined treatment group were 2.1542 during the 4 year period. The difference of QALYs between two groups was 0.2894 QALYs. Conclusions: Although there was a small difference in QALYs of the two groups, it is not certain that the difference is come from medical care utilization behavior. Further studies should be needed to confirm the relation of the medical care utilization behavior and quality of life by considering severity of the stroke.