• Title/Summary/Keyword: 시간차 학습

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Disease Prediction System based on WEB (WEB 기반 질병 예측 시스템)

  • Hong, YouSik;Han, Y.H.;Lee, W.B.
    • The Journal of the Institute of Internet, Broadcasting and Communication
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    • v.22 no.3
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    • pp.125-132
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    • 2022
  • The Ministry of Environment recently analyzed the output data of 10 fine dust measuring stations and, as a result, announced that about 60% had an error that the existing atmospheric measurement concentration was higher. In order to accurately predict fine dust, the wind direction and measurement position must be corrected. In this paper, in order to solve these problems, fuzzy rules are used to solve these problems. In addition, in order to calculate the fine particulate sensation index actually felt by pedestrians on the street, a computer simulation experiment was conducted to calculate the fine particulate sensation index in consideration of weather conditions, temperature conditions, humidity conditions, and wind conditions.

A Method to Acquire Bigdata for Predicting Accidents on Power Switchboards (배전반 안전사고 예측을 위한 빅데이터 자료 획득 방안)

  • Lee, Hyeon Sup;Kim, Jin-Deog
    • Proceedings of the Korean Institute of Information and Commucation Sciences Conference
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    • 2021.10a
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    • pp.351-353
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    • 2021
  • In recent years, while the demand for electricity is rapidly increasing, fire accidents due to negligence in management of switchboards. In particular, switchboards for industrial and electrical resource control can cause serious problems. Thus, for the safety management of power switchboard, a secondary response is conducted to control firing when a specific condition value is satisfied, but in this case, it is highly likely that a considerable amount of time has elapsed after firing. In this paper, we propose a method to acquire big data for the development of a switchboard temperature and power control system that can actively respond to the current situation by monitoring and learning the temperature of the switchboard's busbar connection in real time. Specifically, a method for periodically acquiring and managing data such as temperature and power from various scattered sensors is proposed.

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Deep Learning-based Rheometer Quality Inspection Model Using Temporal and Spatial Characteristics

  • Jaehyun Park;Yonghun Jang;Bok-Dong Lee;Myung-Sub Lee
    • Journal of the Korea Society of Computer and Information
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    • v.28 no.11
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    • pp.43-52
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    • 2023
  • Rubber produced by rubber companies is subjected to quality suitability inspection through rheometer test, followed by secondary processing for automobile parts. However, rheometer test is being conducted by humans and has the disadvantage of being very dependent on experts. In order to solve this problem, this paper proposes a deep learning-based rheometer quality inspection system. The proposed system combines LSTM(Long Short-Term Memory) and CNN(Convolutional Neural Network) to take advantage of temporal and spatial characteristics from the rheometer. Next, combination materials of each rubber was used as an auxiliary input to enable quality conformity inspection of various rubber products in one model. The proposed method examined its performance with 30,000 validation datasets. As a result, an F1-score of 0.9940 was achieved on average, and its excellence was proved.

The Development of the Korean Form of Childhood Attention Problem(CAP) Scale: A Study on the Reliability and Validity (한국형 소아기 집중력 문제척도: 신뢰도 및 타당도 연구)

  • Seo, Wan-Seok;Lee, Jong-Bum;Park, Hyung-Bae;Suh, Hyea-Soo;Lee, Kwang-Hun;SaKong, Jeong-Kyu
    • Journal of Yeungnam Medical Science
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    • v.14 no.1
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    • pp.123-136
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    • 1997
  • The purpose of this study was to examine the reliability and validity of a Korean form of Childhood Attention Problem(CAP) scale. CAP were administered to 98 normal elementary school students as control group and 98 attention deficit hyperactivity disorder patients. Male students showed high scores than female students in both subscale and total scores, but not statistically significant. There were no significant difference in CAP scale between male students and female students in attention deficit hyperactivity disorder patients. In the reliability test, the test-retest reliability coefficient was highly satisfactory and that of inattention subscale was 0.83, impulsivity subscale was 0.70 and total score was 0.82. In the reliability test by internal consistency, the Cronbach $\alpha$ coefficient was highly satisfactory and that of inattention subscale was 0.91, overactivity subscale was 0.89(p<0.05). The concurrent validity between CAP scale and ADDES-BV scale was 0.85 in attention deficit hyperactivity disorder patient group and 0.73 in normal control group(p<0.05). In discriminant validity test between attention deficit hyperactivity disorder patient group and normal control group, the patient group showed higher score(p<0.05). The total discriminant capacity of the patient group in CAP was 93.4%. In this point of view, CAP scale showed high reliability and validity in applying to Korean subjects and was proved to be the good and simple screening test tool for attention deficit hyperactivity disorder research and can help many young patient to treat early.

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Development and application of a Teaching and Learning Plan and Practical Performance Assessment Tools to Promote Communication Between Teenagers Children and Their Parents: focusing on conversation analysis of real conversation in UCC video projects (청소년 자녀와 부모간 의사소통 개선을 위한 교수학습 과정안과 실제 상황적 수행평가 개발 및 적용 - 부모자녀의 실제대화 UCC동영상을 활용한 대화분석을 토대로 -)

  • You, Hye-Jung;Cho, Byung-Eun
    • Journal of Korean Home Economics Education Association
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    • v.23 no.3
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    • pp.139-160
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    • 2011
  • The purpose of this study is twofold: (i) to develop a teaching and learning plan and practical performance assessment tools for the improvement of teenager-parent communication and relationships as well as explore their effects on the communication in the everyday family life; and (ii) to find the underlying problems of teenager- parent communication through conversation analysis and to provide a improved dialogue model. We provided the experimental group with a performance task of communication training between teenagers and their parents in the real family situation while the control group practiced communication skills in a learning situation. However for both classes, before and after performance tasks were equally provided. The experimental group exhibited a longer conversation time with their parents, better communication skills, and higher degrees of relational satisfaction than the control group. Conversation analysis revealed that the experimental group reduced the use of blocking techniques in the teenager-parent conversations more than the control group, and all so raised the frequency of functional communications more than the control group. In both areas of communication in the experimental group was significantly improved, Most notably, a problem-solving case through no-lose conflict resolution methods was effective, succeeding by 70% in the e experimental group and 43.3% in the control group. Parents use blocking techniques like admonition, lecturing, blaming. sarcastic remarking, ordering and so forth, while teenagers use dispute, avoidance, blaming, and teasing in this order. The communication problems during the conversation process, teenagers' evasive and rebellious way of speaking instigates adverse communication responses from parents, so their conversation tends to unfold as ambiguous evasion opposed to: inquiring or evasion by short answers vs. ordering-preaching, or disputing vs. criticizing-making sarcastic, disputing vs. disputing-teaching, and criticizing vs. criticizing.

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Learning Wind Speed Forecast Model based on Numeric Prediction Algorithm (수치 예측 알고리즘 기반의 풍속 예보 모델 학습)

  • Kim, Se-Young;Kim, Jeong-Min;Ryu, Kwang-Ryel
    • Journal of the Korea Society of Computer and Information
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    • v.20 no.3
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    • pp.19-27
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    • 2015
  • Technologies of wind power generation for development of alternative energy technology have been accumulated over the past 20 years. Wind power generation is environmentally friendly and economical because it uses the wind blowing in nature as energy resource. In order to operate wind power generation efficiently, it is necessary to accurately predict wind speed changing every moment in nature. It is important not only averagely how well to predict wind speed but also to minimize the largest absolute error between real value and prediction value of wind speed. In terms of generation operating plan, minimizing the largest absolute error plays an important role for building flexible generation operating plan because the difference between predicting power and real power causes economic loss. In this paper, we propose a method of wind speed prediction using numeric prediction algorithm-based wind speed forecast model made to analyze the wind speed forecast given by the Meteorological Administration and pattern value for considering seasonal property of wind speed as well as changing trend of past wind speed. The wind speed forecast given by the Meteorological Administration is the forecast in respect to comparatively wide area including wind generation farm. But it contributes considerably to make accuracy of wind speed prediction high. Also, the experimental results demonstrate that as the rate of wind is analyzed in more detail, the greater accuracy will be obtained.

A Study on Developing and Using Mathematics Learning Program which can be used to Connect Schooling and Home Education for the other days of 5 days-schooling - Centered on Project Learning - (주 5일 수업제 시행에 따른 학교와 가정을 연계한 수학학습프로그램 개발과 활용에 관한 연구 - 프로젝트형 과제를 중심으로 -)

  • Nam, Seung-In;Ryu, Sung-Rim;Baek, Seon-Su
    • School Mathematics
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    • v.10 no.1
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    • pp.79-103
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    • 2008
  • The purpose of this study is for developing and using project tasks which can be used to connect schooling and home education for the other days of 5days-schooling; to promote students' mathematical ability and to let students have positive cognitions toward mathematics and self-controled learning attitudes. For this study, two classes of 4th graders(56 students) were sampled from a school in D city. Half of them were assigned to the experiment group(EG) and the other to comparison group(CG). In the experiment group, students completed 16 project tasks and we investigated whether there is an effect on students' academic achievement and mathematical disposition. Two kinds of test instruments, pre-test and post-test were used. The pre-test scores guaranteed that both groups were homogeneous. Post-test scores were used to identify three effects and the post-test scores were analyzed by t-test. The result of this study is as follows: (1) There was significant difference between EG and CG in academic achievement (p=0.010). (2) There was significant difference between EG and CG in mathematical disposition(p=0.007). (3) There was no significant difference between EG's pre-test and post-test in mathematical disposition at the 5% significant level. But the average score of mathematical disposition improved from 3.3333 to 3.5375. Mathematical disposition was composed of 6 factors. One of them was mathematical value and there was significant difference between EG's pre-test and post-test at the 5% significance level(p=0.030). But other factors were not. The average scores of mathematical reflection improved a little. So we can say that the activities with project tasks brought an positive influence on students' mathematical disposition.

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A Study on the Effect of the 'Empowering Youth Program' ('청소년의 힘 북돋우기 프로그램'의 개발과 효과연구 - 창의적 사고를 통한 중학교 기술$\cdot$가정 교과의 '나와 가족의 이해' 단원 학습)

  • Chung Ock-Boon;Kim Kyoung-Eun;Park Youn-Jung
    • Journal of Korean Home Economics Education Association
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    • v.17 no.3 s.37
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    • pp.17-33
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    • 2005
  • The present study attempts to develop the 'Empowering Youth Program' to enhance adolescents' creativity to address a variety of social and relationship issues and verify the effect of the program. The program consists of 12 sessions and each session employs a variety of activities and teaching methods to engender the students' interest. The subjects of this study were 262 middle school students in Seoul and Kyoun99i province. They were randomly assigned to the experimental group and the control group. Several independent t-tests and ANCOVAs were performed for data analyses. The results of the analyses indicated that the 'Empowering Youth Program' was effective in both promoting adolescents' educational performance and enhancing their creativity. Furthermore, the program was found to be very effective in helping adolescents understand themselves, peers, and family members much better.

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The Effects of Mathematical Problem Posing Activities on 10th Grade Students' Mathematics Achievement and Affective Characteristic of Mathematics (수학적 문제제기 활동을 반영한 수업이 고등학교 1학년 학생들의 수학 학업 성취도 및 수학 교과에 대한 정의적 특성에 미치는 영향)

  • Lee, Jae-Young;Han, Hyesook
    • Communications of Mathematical Education
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    • v.32 no.3
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    • pp.385-406
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    • 2018
  • The purpose of this study is to investigate the effect of mathematics classes focused on mathematical problem posing activities on 10th grade students' mathematics achievement and affective characteristics of mathematics. This study was conducted in a total of 45 regular mathematics classrooms with 81 students from two classes through a nonequivalent control group design. The results of the study showed that the teaching method based on mathematical problem posing activities had a more positive effect on students' mathematics achievement and the affective characteristics of mathematics than the teaching method that focuses on problem solving. The teaching method based on problem posing activities proposed in this study could induce students' self-reflective learning motivation, which in turn gave them a more solid understanding of the mathematical concepts they had learned. In addition, it was found that students' problem solving ability, mathematical communication ability, and mathematical thinking ability were positively influenced by problem posing activities. Regarding the affective characteristics of mathematics, the mathematical problem-posing activity suggested in this study turned out to be a very effective strategy for improving students' interest in mathematics.

Analysis of the Effects of In-service Education Program on Rural Amenity (농촌어메니티 교원 연수 프로그램 효과 분석)

  • Hwang, Jeong-Im;Kim, Eun-Ja;Choi, Yoon-Ji;Rhee, Sang-Young
    • Proceedings of the Korean Society of Community Living Science Conference
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    • 2009.09a
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    • pp.97-97
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    • 2009
  • 본 연구에서는 초 중등 교원들의 농업 농촌에 대한 가치 인식 및 학교 현장에서의 학생 지도력을 높이기 위해 교원들에게 농촌어메니티에 대한 이론과 체험 학습을 제공하는 '농촌어메니티 체험 연수 프로그램'의 개발 적용하고, 프로그램의 효과를 분석하였다. '농촌어메니티 개념 및 정책 이해', '농촌어메니티 현장 이해 및 체험', '농촌어메니티 수업 적용'의 3개 영역으로 구성된 총 20시간의 교원연수 프로그램을 개발하였으며, '09. 7. 23. ~ 8. 13.까지 2박 3일씩 5차에 걸쳐 200명의 교사를 대상으로 연수 프로그램을 운영하고, 연수 전후 설문조사를 실시하여 그 결과를 분석하였다. 연수에 참여한 교원들의 인구통계학적 특성을 분석한 결과, 여성의 비율이 56.9%로 남성(43.1%)에 비해 높았으며, 일반교사의 비율(53.3%)이 부장교사(26.9%)나 교장 교감 (19.8%)의 비율에 비해 높았다. 연령 분포에서는 50대가 35.2%로 가장 많고, 40대가 32.7%를 차지하고 있었으며, 경력이 20년 이상인 교원들이 67.2%인 것으로 나타났다. 근무기관 분포에서는 초등학교 교원들이 54.8%로 가장 많았으며, 중학교, 고등학교 교원이 각각 20.3%, 18.8%인 것으로 나타났다. 근무지역 분포에서는 중소도시에서 근무하는 교원들이 70.6%로 대다수를 차지하고 있었으며, 농촌거주 경험이 있는 교원들이 64.8%인 것으로 분석되었다. 연수 참여 사전-사후 설문조사를 통한 인식 변화를 분석(Paired samples t-test)한 결과 참여 이후 '농업 농촌에 대한 관심 정도', '농업의 중요도에 대한 인식', '농촌의 생활 정주, 관광 휴양 여건에 대한 인식', '농촌어메니티에 대한 이해도'가 모두 개선된 것으로 나타났다. '농촌어메니티에 대한 중요도 인식'(5점 척도)에서는 환경자원, 자연자원, 역사자원, 경관자원, 시설자원, 경제활동자원, 공동체활동자원으로 분류된 37개의 세부자원들에 대한 중요도 인식이 연수 참여 이후 높아진 것으로 나타났다. 단, 환경자원 가운데 '수질'의 평균 점수는 사전 4.8671, 사후 4.8960로 유의미한 차이가 발견되지 않았다. 연수 전반에 대해 만족하는 교원의 비율이 98.5%로 나타났으며, 연수 이후 농업 농촌에 대한 이해도가 증가했다는 응답이 98.0%, 학생 지도력이 증가했다는 응답이 95.0%, 연수에서 학습한 내용을 학생지도시 활용하겠다는 응답이 97.5%로 집계되어, 개발된 연수 프로그램이 설계시 수립한 목적 달성에 기여하고 있는 것으로 분석되었다.

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