• 제목/요약/키워드: human activity recognition

검색결과 196건 처리시간 0.022초

스마트 기기를 이용한 실시간 상황인식의 오차 보정 (Error Correction of Real-time Situation Recognition using Smart Device)

  • 김태호;서동혁;윤신숙;류근호
    • 디지털콘텐츠학회 논문지
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    • 제19권9호
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    • pp.1779-1785
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    • 2018
  • 본 연구에서는 사물인터넷 기술을 이용하는 스마트 웨어러블 기기의 상황인식 기능을 향상시키기 위하여 센서부의 이벤트 데이터에 대한 오차 보정 방안을 제안하였다. 스마트 기기를 통한 상황인식에서 기기의 특성상 필수적인 상황 정보 센싱을 함에 있어서 오차가 불가피하게 발생하고, 이는 예측 성능을 저하시키는 요인이 된다. 이러한 문제를 해결하기 위하여 본 연구에서는 칼만필터의 오류보정 알고리즘을 적용하여 스마트기기의 3축 가속도 센서에서 입수되는 신호 값을 보정하였다. 결과적으로 시계열 데이터를 이루는 3축 가속도 센서가 감지하여 보고하는 데이터에 대한 처리 과정에서 발생하는 오차를 칼만필터를 통하여 효과적으로 제거할 수 있었다. 이 연구가 차후 개발되어질 실시간 상황인지 시스템의 성능을 향상시켜 줄 수 있을 것이라 기대한다.

직위에 따른 기업정보보호활동인식이 산업기밀유출에 미치는 영향 (Effects of the Recognition of Business Information Protection Activities in Ranks on Leaks of Industrial Secretes)

  • Choi, Panam;Han, Seungwhoon
    • 한국재난정보학회 논문집
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    • 제11권4호
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    • pp.475-486
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    • 2015
  • 본 연구에서는 직원들의 직위에 따른 기업보안 활동 중 산업기밀 유출 방지에 영향을 미치는 기업정보보호활동 통제요인을 분석하고자 하였다. 정부, 공공기관, 민간기업 종사자를 대상으로 내부 정보시스템에 대한 사용자 및 관리자 354 명을 정보보호활동 36문항, 산업기밀유출방지 10문항을 조사 하여 회귀분석을 실시하였다. 산업기밀 유출 통제 활동에 영향 미치는 기업정보보호활동인식으로 사원은 물리적 통제, 환경적 통제, 인적 통제, 소프트웨어통제를 대리는 환경적 통제, 하드웨어 통제, 과장은 하드웨어통제, 환경적 통제, 부장급 이상은 물리적 통제 순서로 보안통제활동 인식을 나타났다. 사원, 대리, 부장 직위이상에서는 기술적 통제 요인이 과장 직위에서만 시스템 통제 요인이 산업기밀유출 방지 통제활동에 가장 많은 영향을 미친다고 지목하였다.

Development and Evaluation of the V-Catch Vision System

  • Kim, Dong Keun;Cho, Yongjoo;Park, Kyoung Shin
    • 한국컴퓨터정보학회논문지
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    • 제27권3호
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    • pp.45-52
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    • 2022
  • 체감형 스포츠 게임은 센서나 카메라를 이용하여 사용자의 신체 움직임을 추적하고 현실감을 느끼게 하는 운동 게임이다. 최근 체감형 스포츠 게임을 학교 체육활동에 사용하기 위해 가상현실 실내 스포츠룸 시스템을 설치하고 있다. 그러나 이러한 시스템은 주로 화면 터치 사용자 상호작용을 사용한다. 본 연구에서는 2차원 벽 터치 인터랙션이 아닌 3차원 공간에서 사용자의 움직임을 추적할 수 있도록 AI 이미지 인식 기술을 사용하는 브이캐치 비전 시스템을 개발했다. 그리고 본 시스템의 운동 효과를 알아보기 위하여 사용성 평가 실험을 진행했다. 실험에서 피험자에게 혈중 산소 포화도와 실시간 심박변이와 키넥트 골격 이동량, 각도 변화량을 측정하여 정량적 운동 효과를 살펴보았다. 실험 결과 브이캐치 비젼 시스템 사용 시 통계적으로 유의미한 심박수 증가와 신체 움직임양 증가로 운동 효과가 있었던 것으로 나타났다. 실험후 설문조사 주관적 평가 결과에서 대부분의 피실험자들은 이 시스템을 사용한 운동이 재미있고 만족스러워했다.

무인점포 이상행동 인식을 위한 유전 알고리즘 기반 자세 추정 모델 최적화 (Optimization of Pose Estimation Model based on Genetic Algorithms for Anomaly Detection in Unmanned Stores)

  • 이상협;박장식
    • 한국산업융합학회 논문집
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    • 제26권1호
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    • pp.113-119
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    • 2023
  • In this paper, we propose an optimization of a pose estimation deep learning model for recognition of abnormal behavior in unmanned stores using radio frequencies. The radio frequency use millimeter wave in the 30 GHz to 300 GHz band. Due to the short wavelength and strong straightness, it is a frequency with less grayness and less interference due to radio absorption on the object. A millimeter wave radar is used to solve the problem of personal information infringement that may occur in conventional CCTV image-based pose estimation. Deep learning-based pose estimation models generally use convolution neural networks. The convolution neural network is a combination of convolution layers and pooling layers of different types, and there are many cases of convolution filter size, number, and convolution operations, and more cases of combining components. Therefore, it is difficult to find the structure and components of the optimal posture estimation model for input data. Compared with conventional millimeter wave-based posture estimation studies, it is possible to explore the structure and components of the optimal posture estimation model for input data using genetic algorithms, and the performance of optimizing the proposed posture estimation model is excellent. Data are collected for actual unmanned stores, and point cloud data and three-dimensional keypoint information of Kinect Azure are collected using millimeter wave radar for collapse and property damage occurring in unmanned stores. As a result of the experiment, it was confirmed that the error was moored compared to the conventional posture estimation model.

Ensuring the Quality of Higher Education in Ukraine

  • Olha, Oseredchuk;Mykola, Mykhailichenko;Nataliia, Rokosovyk;Olha, Komar;Valentyna, Bielikova;Oleh, Plakhotnik;Oleksandr, Kuchai
    • International Journal of Computer Science & Network Security
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    • 제22권12호
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    • pp.146-152
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    • 2022
  • The National Agency for Quality Assurance in Higher Education plays a crucial role in education in Ukraine, as an independent entity creates and ensures quality standards of higher education, which allow to properly implement the educational policy of the state, develop the economy and society as a whole. The purpose of the article: to reveal the crucial role of the National Agency for Quality Assurance in Higher Education to create quality management of higher education institutions, to show its mechanism as an independent entity that creates and ensures quality standards of higher education. and society as a whole. The mission of the National Agency for Quality Assurance in Higher Education is to become a catalyst for positive changes in higher education and the formation of a culture of its quality. The strategic goals of the National Agency are implemented in three main areas: the quality of educational services, recognition of the quality of scientific results, ensuring the systemic impact of the National Agency. The National Agency for Quality Assurance in Higher Education exercises various powers, which can be divided into: regulatory, analytical, accreditation, control, communication. The effectiveness of the work of the National Agency for Quality Assurance in Higher Education for 2020 has been proved. The results of a survey conducted by 183 higher education institutions of Ukraine conducted by the National Agency for Quality Assurance in Higher Education are shown. Emphasis was placed on the development of "Recommendations of the National Agency for Quality Assurance in Higher Education regarding the introduction of an internal quality assurance system." The international activity and international recognition of the National Agency for Quality Assurance in Higher Education are shown.

공격 행동 인식 및 중재를 위한 IMU 기반 웨어러블 시스템 개발 (Design of an IMU-based Wearable System for Attack Behavior Recognition and Intervention)

  • 정우순;정규만;류정탁;박경옥;오유수
    • 스마트미디어저널
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    • 제13권5호
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    • pp.19-25
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    • 2024
  • 발달장애인의 사회 진입을 막는 가장 큰 행동 유형은 공격 행동이다. 공격 행동은 발달장애인 자신의 안전뿐만 아니라 타인의 신체적 안전에도 위협이 될 수 있다. 본 연구에서는 저전력 프로세서를 활용한 웨어러블 시스템을 제안한다. 제안된 시스템은 IMU(Inertial Measurement Unit, 관성 측정 장치)가 적용되어, 사용자의 행동을 분석할 수 있으며, 개발된 시스템에 부착된 LED 배열을 통해 일정 시간 이상 공격 행동이 감지되지 않을 시, 흥미로운 LED 패턴을 표현하여 발달장애인에게 보상을 통한 행동 중재를 제공한다. 전원이 제한된 환경에서 장시간 착용해야 하는 시스템을 구현하기 위해 데이터의 전처리 과정부터 AI 모델 적용까지 전 단계에 걸쳐서 성능-에너지 소모 간 최적화 방법을 제시한다.

Ensemble of Nested Dichotomies 기법을 이용한 스마트폰 가속도 센서 데이터 기반의 동작 인지 (Ensemble of Nested Dichotomies for Activity Recognition Using Accelerometer Data on Smartphone)

  • 하으뜸;김정민;류광렬
    • 지능정보연구
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    • 제19권4호
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    • pp.123-132
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    • 2013
  • 최근 스마트 폰에 다양한 센서를 내장할 수 있게 되었고 스마트폰에 내장된 센서를 이용항 동작 인지에 관한 연구가 활발히 진행되고 있다. 스마트폰을 이용한 동작 인지는 노인 복지 지원이나 운동량 측정. 생활 패턴 분석, 운동 패턴 분석 등 다양한 분야에 활용될 수 있다. 하지만 스마트 폰에 내장된 센서를 이용하여 동작 인지를 하는 방법은 사용되는 센서의 수에 따라 단일 센서를 이용한 동작인지와 다중 센서를 이용한 동작인지로 나눌 수 있다. 단일 센서를 이용하는 경우 대부분 가속도 센서를 이용하기 때문에 배터리 부담은 줄지만 다양한 동작을 인지할 때에 특징(feature) 추출의 어려움과 동작 인지 정확도가 낮다는 문제점이 있다. 그리고 다중 센서를 이용하는 경우 대부분 가속도 센서와 중력센서를 사용하고 필요에 따라 다른 센서를 추가하여 동작인지를 수행하며 다양한 동작을 보다 높은 정확도로 인지할 수 있지만 다수의 센서를 사용하기 때문에 배터리 부담이 증가한다는 문제점이 있다. 따라서 본 논문에서는 이러한 문제를 해결하기 위해 스마트 폰에 내장된 가속도 센서를 이용하여 다양한 동작을 높은 정확도로 인지하는 방법을 제안한다. 서로 다른 10가지의 동작을 높을 정확도로 인지하기 위해 원시 데이터로부터 17가지 특징을 추출하고 각 동작을 분류하기 위해 Ensemble of Nested Dichotomies 분류기를 사용하였다. Ensemble of Nested Dichotomies 분류기는 다중 클래스 문제를 다수의 이진 분류 문제로 변형하여 다중 클래스 문제를 해결하는 방법으로 서로 다른 Nested Dichotomy 분류기의 분류 결과를 통해 다중 클래스 문제를 해결하는 기법이다. Nested Dichotomy 분류기 학습에는 Random Forest 분류기를 사용하였다. 성능 평가를 위해 Decision Tree, k-Nearest Neighbors, Support Vector Machine과 비교 실험을 한 결과 Ensemble of Nested Dichotomies 분류기를 사용하여 동작 인지를 수행하는 것이 가장 높은 정확도를 보였다.

119 구급대원들이 지각하는 의료지도의 필요성 인식과 요구도 (Recognition and Request for Medical Direction by 119 Emergency Medical Technicians)

  • 박주호
    • 한국응급구조학회지
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    • 제15권3호
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    • pp.31-44
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    • 2011
  • Purpose : The purpose of emergency medical services(EMS) is to save human lives and assure the completeness of the body in emergency situations. Those who have been qualified on medical practice to perform such treatment as there is the risk of human life and possibility of major physical and mental injuries that could result from the urgency of time and invasiveness inflicted upon the body. In the emergency medical activities, 119 emergency medical technicians mainly perform the task but they are not able to perform such task independently and they are mandatory to receive medical direction. The purpose of this study is to examine the recognition and request for medical direction by 119 emergency medical technicians in order to provide basic information on the development of medical direction program suitable to the characteristics of EMS as well as for the studies on EMS for the sake of efficient operation of pre-hospital EMS. Method : Questionnaire via e-mail was conducted during July 1-31, 2010 for 675 participants who are emergency medical technicians, nurses and other emergency crews in Gyeongbuk. The effective 171 responses were used for the final analysis. In regards to the emergency medical technicians' scope of responsibilities defined in Attached Form 14, Enforcement regulations of EMS, t-test analysis was conducted by using the means and standard deviation of the level of request for medical direction on the scope of responsibilities of Level 1 & Level 2 emergency medical technicians as the scale of medical direction request. The general characteristics, experience result, the reason for necessity, emergency medical technicians & medical director request level, medical direction method, the place of work of the medical director, feedback content and improvement plan request level were analyzed through frequency and percentage. The level of experience in medical direction and necessity were analyzed through ${\chi}^2$ test. Results : In regards to the medical direction experience per qualification, the experience was the highest with 53.3% for Level 1 emergency medical technicians and 80.3% responded that experience was helpful. As for the recognition on the necessity of medical direction, 71.3% responded as "necessary" and it turned out to be the highest of 76.9% in nurses. As for the reason for responding "necessary", the reason for reducing the risk and side-effects from EMS for patients was the largest(75.4%), and the reason of EMS delay due to the request of medical direction was the highest(71.4%) for the reason for responding "not necessary". In regards to the request level of the task scope of emergency medical technicians, injection of certain amount of solution during a state of shock was the highest($3.10{\pm}.96$) for Level 1 emergency rescuers, and the endotracheal intubation was the highest($3.12{\pm}1.03$) for nurses, and the sublingual administration of nitroglycerine(NTG) during chest pain was the highest($2.62{\pm}1.02$) for Level 2 emergency medical technicians, and regulation of heartbeat using AED was the highest($2.76{\pm}.99$) for other emergency crews. For the revitalization of medical direction, the improvement in the capability of EMS(78.9%) was requested from emergency crew, and the ability to evaluate the medical state of patient was the highest(80.1%) in the level of request for medical director. The prehospital and direct medical direction was the highest(60.8%) for medical direction method, and the emergency medical facility was the highest(52.0%) for the placement of medical director, and the evaluation of appropriateness of EMS was the highest(66.1%) for the feedback content, and the reinforcement of emergency crew(emergency medical technicians) personnel was the highest(69.0%) for the improvement plan. Conclusion : The medical direction is an important policy in the prehospital EMS activity because 119 emergency medical technicians agreed the necessity of medical direction and over 80% of those who experienced medical direction said it was helpful. In addition, the simulation training program using algorithm and case study through feedback are necessary in order to enhance the technical capability of ambulance teams on the item of professional EMS with high level of request in the task scope of emergency medical technicians, and recognition of medical direction is the essence of the EMS field. In regards to revitalizing medical direction, the improvement of the task performance capability of 119 emergency medical technicians and medical directors, reinforcement of emergency medical activity personnel, assurance of trust between emergency medical technicians and the emergency physician, and search for professional operation plan of medical direction center are needed to expand the direct medical direction method for possible treatment beforehand through the participation by medical director even at the step in which emergency situation report is received.

Investigation of the Nature of the Endogenous Glucose Transporter(s) in Insect Cells

  • Lee, Chong-Kee
    • BMB Reports
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    • 제32권5호
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    • pp.429-435
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    • 1999
  • Unlike the mammalian glucose transporter GLUT1, little is known about the nature of the endogenous sugar transporter(s) in insect cells. In order to establish the transport characteristics and other properties of the sugar transport proteins of Sf9 cells, a series of kinetic analyses was performed. A saturable transport system for hexose uptake has been revealed in the insect cells. The apparent affinity of this transport system(s) for 2-deoxy-D-glucose was relatively high, the $K_m$ for uptake being <0.5 mM. To further investigate the substrate and inhibitor recognition properties of the insect cell transporter, the ability of other sugars or drugs to inhibit 2-deoxy-D-glucose transport was examined by measuring inhibition constants ($K_j$). Transport was inhibited by D-mannose, D-glucose, and D-fructose. However, the apparent affinity of the C-4 epimer, D-galactose, for the Spodoptera transporter was relatively low, implying that the hydroxyl group at the C-4 position may play a role in the strong binding of glucose and mannose to the transporter. The results also showed that transport was stereoselective, being inhibited by D-glucose but not by L-glucose. It is therefore concluded that insect cells contain an endogenous glucose transport activity that in several aspects resembles the human erythrocyte glucose transporter. However, the mammalian and insect transporters were different in some of their kinetic properties, namely, their affinities for fructose and for cytochalasin B.

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쇼윈도우 디스플레이 경향에 관한 연구 - 강남지역 백화점을 중심으로- (A Study on the Trend of Show window Display - Focused on department of kangnam area -)

  • 권양숙
    • 한국실내디자인학회논문집
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    • 제38호
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    • pp.233-240
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    • 2003
  • The purpose of this study was to find the coordination trend of the Image of the color and object from the department show-window display locating in the kangnam area. The result of this study were summarized as following: 1) Show window display determinating the first image of department-store marketing service, playing the role of visual marketing provides the valuable impressions with shoppers in the times of sensibility, 2) In contemporary recognition of "Design is namely culture", show window display proceeds on the direction of concrete and practical presentation of merchandise as many customers are pursuing the high graded luxury brands while their life styles change. 3) Main concept is represented by the coordinated fashion goods on the mannequin or the body and the main theme is displayed variously in the circumferential area or on the articles with the abstract and concrete objects of diverse forms of dominant color and accent color conveying the seasonal theme precisely. 4) The compositive element of color Is the decisive factor of the visual sense of space In the coordination-trends of show window display specially representing the seasonal theme or the intentional messages and conduces to the psychological and mental desire in human and the circumstances, 5) Following the color, the compositive element of object presents the concrete image of theme or the abstract and geometrical sense of space besides the visual sense of space and shows the proportionality and the activity in displaying the show window space.dow space.