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냉난방 시간을 예측하는 인공신경망의 구축 및 IoT 시스템에서의 활용 (Air-conditioning and Heating Time Prediction Based on Artificial Neural Network and Its Application in IoT System)

  • 김준수;이주익;김동호
    • 한국정보통신학회:학술대회논문집
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    • 한국정보통신학회 2018년도 춘계학술대회
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    • pp.347-350
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    • 2018
  • 사용자가 집에 도착하기 전에 IoT 시스템이 집안 온도를 자동으로 쾌적하게 하기 위해서는 사용자의 도착 예정 시간에 맞게 설정한 온도에 도달할 수 있는 최적의 에어컨 및 난방의 가동 시작 시간을 예측해야 한다. 가동 시간을 정확하게 예측한다면 불필요한 가동시간을 줄일 수 있기 때문에 요금 낭비를 피할 수 있는 효과가 있다. 본 논문은 에어컨과 보일러를 사용하는 집의 냉난방 시간을 예측하는 인공신경망과 이를 활용하는 IoT 시스템을 소개한다. 에어컨과 보일러가 특정 시작 온도에서 특정 목표 온도로 집안을 냉난방 하는데 걸리는 시간에 영향을 주는 변수는 집안의 구조, 집안의 크기, 외부 날씨 환경 등으로 매우 다양하다. 그중에서 측정 가능한 변수인 집안 온도, 집안 습도, 외부 온도, 외부 습도, 풍향, 풍도, 풍속 냉각 효과를 활용하여 학습데이터를 만들고 최적의 인공신경망을 구축하였다. 인공신경망을 구축한 후에는 이를 활용하는 IoT 시스템을 개발하였다. IoT 시스템은 라즈베리파이3 기반의 메인 시스템과 안드로이드 기반의 모바일 애플리케이션으로 구성하였다. 인공신경망을 활용하기 위해 모바일 애플리케이션의 GPS 센서를 활용하여 사용자의 이동 분석하고 귀가 시간을 예측하는 기능을 구현하였다.

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뇌성마비 취학아동 어머니의 양육체험 (The Lived Experience of Mothers about Rearing of School Children With Cerebral palsy)

  • 백경선
    • Child Health Nursing Research
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    • 제7권4호
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    • pp.434-450
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    • 2001
  • This study is designed to understand the meaning and nature of raising children with cerebral palsy. It researches the experience of mothers of schoolchildren with cerebral palsy by the research method of hermeneutic phenomenology. The study was conducted from November 10, 1999 to December 20, 2000. When children with cerebral palsy usually show symptoms in the early stage of cerebral palsy, mothers do not take children to a doctor for diagnosis. And, most of mothers have a difficult time to accept the reality; they usually respond to the initial diagnosis with shock, reproach, and deny. When mothers start recognizing the reality, they consider that their children have cerebral palsy due to the their mismanagement during pregnancy, delivery, nursing, and initial treatment. They shelter their children from view and feel guilty that they cannot afford to try folk remedies for their children. As time passes, mothers face conflicts between families in diverse ways. Families put the blame on genetic effects. Mothers-in-law give their daughters-in-law a hard time, husbands shift the responsibility of raising children onto their wives, and trouble arises between families-in-law and mothers native families. When children grow up, it is physically difficult for mothers to take care their children. In addition, they suffer from all the troubles in family due to childrens handicap. Mothers try the diverse methods of bringing up children. However, they start getting tired of raising children as they experience failures and financial difficulties. Mothers feel collapsed recalling the ways of raising children. They feel anxiety, miserable, lonely, and worrying when they think how children would attend school, make friends, and live in the future. In this stage, mothers do their best to raise their children with hope. They tend to compare their children with others without handicap and spend money and time in attempting all the treatments. When mothers and children join the society at school, they find that the society does not understand disabled people, teachers show inconsiderate attitude, friends avoid them, and children hardly follow classes. Such experiences make mothers feel angry and frustrated. However, when children adapt to school, mothers see the possibility that children could accomplish schoolwork. They appreciate teachers help and others consideration. Mothers place appropriate expectations on their children and help them to prepare for the future. I would make following suggestions based on the results. 1. As a primary basic course of rehabilitation nursing intervention, solution-centered nursing intervention system should be developed. The intervention needs to be based on the understanding of mothers, who raise children with cerebral palsy, through in-depth interview. 2. Advance researches on the development of individual nursing intervention should be conducted. Individual nursing intervention needs to prevent and release actual pain focusing on mothers raising children with cerebral palsy. 3. Integrated curriculum that help children with cerebral palsy lead a normal school life with ordinary children should be developed. 4. Basic research on using of facilities and effective application of service volunteer to help children with cerebral palsy in school needs to be conducted.

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실린더 압력을 이용한 디젤엔진의 실시간 IMEP 추정 (Cylinder Pressure based Real-Time IMEP Estimation of Diesel Engines)

  • 김도화;오병걸;오승석;이강윤;선우명호
    • 한국자동차공학회논문집
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    • 제17권2호
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    • pp.118-125
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    • 2009
  • Calculation of indicated mean effective pressure(IMEP) requires high cylinder pressure sampling rate and heavy computational load. Because of that, it is difficult to implement in a conventional electronic control unit. In this paper, a cylinder pressure based real-time IMEP estimation method is proposed for controller implementation. Crank angle at 10-bar difference pressure($CA_{DP10}$) and cylinder pressure difference between $60^{\circ}$ ATDC and $60^{\circ}$ BTDC($DP_{deg}$) are used for IMEP estimation. These pressure variables can represent effectively start of combustion(SOC) and fuel injection quantity respectively. The proposed IMEP estimation method is validated by transient engine operation using a common-rail direct injection diesel engine.

학습부진아와 학습평균아의 초인지적 문제 해결 과정 비교 연구 (Metacognitive Processes in the Problem Solving of Elementary School Children)

  • 이기선;우남희
    • 아동학회지
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    • 제16권1호
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    • pp.133-146
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    • 1995
  • The purpose of this study was to compare the metacognitive abilities of low and middle-achievers in elementary school. Forty-nine low-and fifty middle-achieving 6th graders were selected from two elementary schools in Seoul. The tower of Hanoi with three discs was used to explore the children's abilities. The subjects were asked to move the three discs on a post to another post five times. All children's performances on the Hanoi tower were video taped. KEDI-WISC, an intelligence test was also used to see whether the children's intelligence scores affect their performances. The results showed that: (1) there was no significant difference between the two groups in the rate of success for the tasks; (2) low-achievers took more time to finish the tasks than middle-achievers, but the time difference decreased dramatically after the first trial; (3) no significant differences was found in self monitoring abilities, though the low-achievers needed more time to start monitoring themselves; (4) low-achievers had much more difficulty in representing the tasks; (5) the IQ scores of the middle-achievers were significantly higher than the low-achievers, but the IQ scores of low achievers were more scattered than those of middle-achievers; that is, IQ scores significantly affected the performance of the children.

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로봇 경로 제어를 위한 속도기반 Dijkstra 알고리즘 (A Speed-Based Dijkstra Algorithm for the Line Tracer Control of a Robot)

  • 천성권;김근덕;김종근
    • 한국IT서비스학회지
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    • 제10권4호
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    • pp.259-268
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    • 2011
  • A robot education system by emulation based on Web can be efficiently used for understanding concept of robot assembly practice and control mechanism of robot by control programming. It is important to predict the path of the line tracer robot which has to be decided by the robot. Shortest Path Algorithm is a well known algorithm which searches the most efficient path between the start node and the end node. There are two related typical algorithms. Dijkstra Algorithm searches the shortest path tree from a node to the rest of the other nodes. $A^*$ Algorithm searches the shortest paths among all nodes. The delay time caused by turning the direction of navigation for the line tracer robot at the crossroads can give big differences to the travel time of the robot. So we need an efficient path determine algorithm which can solve this problem. Thus, It is necessary to analyze the overhead of changing direction of robot at multi-linked node to determine the next direction for efficient routings. In this paper, we reflect the real delay time of directional changing from the real robot. A speed based Dijkstra algorithm is proposed and compared with the previous ones to analyze the performance.

영상기반 렌더링 기법을 이용한 실시간 그림자 생성 (Real-Time Shadow Generation Using Image-Based Rendering Technique)

  • 이중연;임인성
    • 한국컴퓨터그래픽스학회논문지
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    • 제7권1호
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    • pp.27-35
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    • 2001
  • 3D 컴퓨터 그래픽에서 그림자는 매우 중요한 요소이다. 그림자가 없으면 물체와 물체간의 정확한 위치를 파악하기가 어렵기 때문이다. 즉, 물체가 다른 물체에 바로 붙어있는지 조금 떨어져 있는지를 알아내기가 곤란한 것이다. 이러한 그림자의 중요성에도 불구하고 현존하는 3D 가속 하드웨어들은 그림자의 생성을 전혀 지원하지 못하고 있다. 또한, 이것을 보완하기 위해 많은 그림자 생성 알고리즘들이 제시되었지만 모두 그 한계가 명확하였다. 많은 그림자 생성 기법 중 텍스춰 하드웨어를 이용한 그림자 지도 기법은 광원과 물체가 고정되어 있을 경우 매우 빠른 속도로 그림자를 생성시킬 수 있지만 광원이나 물체가 움직일 경우에는 속도가 느려지게 된다. 본 논문에서는 그림자 지도 기법에 영상기반 렌더링 기법을 적용하여 실시간으로 그림자를 생성하고자 하였다. 본 논문의 기법은 매우 많은 메모리를 필요로 하기 때문에 데이터를 적당히 샘플링하여 웨이블릿 기반 압축 기법으로 압축하였고, 그림자를 생성할 때는 가장 가까이 저장된 그림자들을 2차원 보간하였다.

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도시재생을 위한 건물공간관리 플랫폼 사용자 역량 교육에 관한 연구 (A Study on User Competency Training for Building Space Management Platform for Urban Regeneration)

  • 강현주;김치용
    • 한국멀티미디어학회논문지
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    • 제23권3호
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    • pp.499-507
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    • 2020
  • This paper is one of the types of 'sharing economy', a social economic model that borrows and shares things, spaces, and services from the development of the 4th Industrial Revolution. Through sharing of empty space and time in the city, I would like to suggest a way to reduce the closure of small business owners in order to create jobs, which is one of urban problems in the community. We also build a platform that utilizes the free time and space of buildings through space sharing, one of the types of sharing economy, and provides education programs for start-up education, promotion, marketing, and consulting by matching small business owners with building owners. Therefore, in this paper, by sharing the space and time, the landlord and the small business can share the profits of the small business by reducing the business owner's closure and the job creation plan. Coaching urban regeneration was proposed.

프로그레시브 멀티미디어 스트리밍 서비스를 위한 초기 버퍼링 시간 결정 기법 (Initial Buffering-Time Decision Scheme for Progressive Multimedia Streaming Service)

  • 서광덕;정순흥
    • 한국정보과학회논문지:컴퓨팅의 실제 및 레터
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    • 제14권2호
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    • pp.206-210
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    • 2008
  • 프로그레시브 스트리밍의 가장 큰 특징은 TCP를 통해 전송된 미디어 데이타가 수신 단말기로 다운로드 됨과 동시에 미디어의 재생이 실행되는 것이다. 프로그레시브 스트리밍에서는 TCP의 순서번호(sequence number)나 검사합(checksum) 기능 등을 통하여 손실된 패킷을 검출하여 재전송을 통해 복원이 가능하다. 그러나, 재전송에 소요되는 시간 동안 재생될 수 있는 충분한 량의 미디어 데이타가 수신 단말기 버퍼에 남아 있어야만 미디어의 끊김 없는 서비스가 가능하다. 본 논문에서는 이러한 끊김 없는 서비스가 가능하도록 수신 단말기의 버퍼 고갈 확률을 고려하여 실시간으로 초기 버퍼링 시간을 결정하는 방법을 제안하고 실험을 통해 제안된 방법의 효과를 검증한다.

스트렙토토신-당뇨쥐의 유병기간에 따른 혈중지질패턴의 경시적 변화 (Changes in Plasma Lipid Pattern in Streptozotocin-Induced Diabetic Rats: A Time Course Study)

  • 이수자
    • Journal of Nutrition and Health
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    • 제32권7호
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    • pp.767-774
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    • 1999
  • This study was carrid out to examine a part of the mechanism for the etiology of diabetic complications. Thirty normal and forty streptozotocin(STZ)-induced diabetic rats were used as the animal models. Animals were sacrificed at the time points of 3 days, 1, 2, 4 and 6 weeks after STZ-injection and time course in body weight and organ weight, the levels of blood glucose, plasma lipid patterns, and atherogenic index were measured during 6 weeks. The STZ-diabetic animals showed 63% survival rate and fsting blood glucose levels of the diabetic animals measured in the range of 230-410mg/dL during the experimental period. The body weigh of diabetic animals decreased significantly throughout the experimental period and the relative weights of organs to body weight were significantly higher than the normal control ones. The enlargement of the kidney in the diabetic animals was especially remarkable. Plasma triglyceride concentration in diabetic rats substancially increased from the first week of onset of diabetes mellitus and maintained higher levels than the control ones throughout the whole experimental period. The plasma total cholesterol level and atherogenic index in the diabetic rats were significantly higher than the normal ones from the third day after STZ injection and showed a gradual increase with the duration of the disease. Throughout the experiment, the diabetic rats consistently showed a slightly lower HDL-cholesterol level compared to the normal animals. From the results of this study, it appears that the significant changes in blood lipid pattern in STZ-diabetic animals start from the first week after STZ injection.

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미디어 스트림 전송을 위한 적응형 멀티미디어 동기화 기법에 관한 연구 ((A Study on an Adaptive Multimedia Synchronization Scheme for Media Stream Transmission))

  • 지정규
    • 한국컴퓨터산업학회논문지
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    • 제3권9호
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    • pp.1251-1260
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    • 2002
  • 실시간 응용 프로그램은 미디어 데이터간에 만족되어야 할 동기화 제약조건을 가지고 있다. 클라이언트의 버퍼를 버퍼레벨기법의 가상버퍼와 네트워크 상태를 포함한 피드백기법을 제안한다. 가변적 전송 지연 시간을 흡수하면서 피드백 제어에 의한 동기화를 수행한다. 버퍼의 수위가 정상레벨을 유지하는가에 대한 문제는 재생률과 QoS 서비스에 중요한 영향을 주게 된다. 본 논문에서는 이러한 문제를 해결하기 위해서 필터링함수, 제어함수, 네트워크 평가 함수 등을 적용하여 멀티미디어 서버에서 전송 시작시점을 결정하고 미디어의 재생 시 끊어짐이 없는 유연한 재생을 처리하게 된다. 주 미디어인 오디오 프레임이 상위임계레벨에 버퍼의 수위가 존재 할 경우는 점차적으로 재생시간을 줄이고, 오디오 프레임이 하위임계레벨에 버퍼의 수위가 있을 경우는 점차적으로 재생시간을 늘리는 시스템을 제안한다.

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