• 제목/요약/키워드: traditional learning

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A Study on the Establishment of Odor Management System in Gangwon-do Traditional Market

  • Min-Jae JUNG;Kwang-Yeol YOON;Sang-Rul KIM;Su-Hye KIM
    • 웰빙융합연구
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    • 제6권2호
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    • pp.27-31
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    • 2023
  • Purpose: Establishment of a real-time monitoring system for odor control in traditional markets in Gangwon-do and a system for linking prevention facilities. Research design, data and methodology: Build server and system logic based on data through real-time monitoring device (sensor-based). A temporary data generation program for deep learning is developed to develop a model for odor data. Results: A REST API was developed for using the model prediction service, and a test was performed to find an algorithm with high prediction probability and parameter values optimized for learning. In the deep learning algorithm for AI modeling development, Pandas was used for data analysis and processing, and TensorFlow V2 (keras) was used as the deep learning library. The activation function was swish, the performance of the model was optimized for Adam, the performance was measured with MSE, the model method was Functional API, and the model storage format was Sequential API (LSTM)/HDF5. Conclusions: The developed system has the potential to effectively monitor and manage odors in traditional markets. By utilizing real-time data, the system can provide timely alerts and facilitate preventive measures to control and mitigate odors. The AI modeling component enhances the system's predictive capabilities, allowing for proactive odor management.

비만학생을 위한 전통놀이 중심 비만관리 협동학습프로그램의 효과 (Effects of the Traditional Play-centered Obesity Control Program for Obese Elementary School Children based on Cooperative Learning Theory)

  • 성정혜;최연희
    • 한국보건간호학회지
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    • 제27권3호
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    • pp.513-526
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    • 2013
  • Purpose: The purpose of this study was to determine the effects of the Traditional Play-centered Obesity Control Cooperative Learning Program based on the cooperative learning theory on obesity rate, physical fitness, self-esteem, and body image specifically in obese elementary school children. Methods: The research design for this study was based on a non- equivalent control group pretest-posttest design. The study was conducted from September, 5 to November 30, 2012. The subjects included 74 obese children ($Exp.=25^{(a)}$, $Com.=24^{(b)}$, $Cont.=25^{(c)}$) with an obesity rate above 20% at an elementary school in G City. Data analysis was performed using SPSS/WIN 18.0, using Chi-square test, one-way ANOVA, and Scheffe test. Results: The obesity rate (F=4.033, p<.022) in the experimental group was significantly lower than that in the group (Com, Cont), in which the Traditional Play-Centered Obesity Control Cooperative Learning Program was not implemented. Self-esteem (F=4.310, p<.017) also caused significant differences. However, physical fitness (Muscular endurance F=1.545, p=.220; Flexibility F=.671, p=.514; Agility F=1.594, p=.210; Speed F=5.386, p<.007, scheffe (a,b

학습조직의 OJF모형과 적용에 관한 사례 연구 (The Study of OJF Model of Learning Organization and practices about its application)

  • 이경환;최진욱;김창은;조남채
    • 대한안전경영과학회지
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    • 제12권3호
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    • pp.271-281
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    • 2010
  • In an industrial Era, OJT(On-the-Job Training) has been accepted as the field learning. But in a breaking up era, traditional field training needs to change and make an evolutionary model. Also, we need to make evolutionary model for various changing ways and means and need means to maximize the transformation of learning by operating learning organization. In knowledge based society, as people work and learn new knowledge in order to pass the experience knowledge and capabilities, they are not the traditional relationship between trainer and trainee but maximize work and learning, development and performance through several different ways. So, the study about new learning model is needed because the learning is creating the value and makes low cost and high efficiency about the elements of cost and time. We study the evolutionary model, OJF(On-the-Job Facilitating) - new learning methodology - through operating learning organization in S Electronics and its application practices.

TAI 모델과 STAD 모델을 혼합한 협동학습이 수학과의 문제 해결 능력에 미치는 효과 (A Study on the Effect of Cooperative Learning Blended with the TAI and STAD Models on the Students' Ability of Problem Solving in Mathematics)

  • 김희정;김응환
    • 한국학교수학회논문집
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    • 제9권1호
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    • pp.1-17
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    • 2006
  • 현재 학교수학이 추구하는 목표는 수학의 기본적인 지식과 기능을 습득하고 수학적으로 사고하는 능력을 길러 실생활의 여러 가지 문제를 합리적으로 해결할 수 있는 능력과 태도를 기르는 것이다. 이에 부합하기 위해서 본 연구는 협동학습 모델 중 개별화 학습프로그램이 큰 장점인 TAI 모델과 특별한 소집단 성적 산출로 인해 모든 소집단 구성원이 소집단 성공에 기여할 수 있다는 장점을 가지고 있는 STAD 모델을 혼합하여 새로운 모델을 제시하였다. 이 새로운 혼합모델을 학교 현장에 적용하여 학습자의 문제해결능력 및 정의적 영역에 있어서 어떤 영향을 주는지 알아보았다.

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전통 교실과 Active Learning Classroom 간 비교 연구: 학습 공간이 대학생들의 인식에 미치는 영향을 중심으로 (Comparison between Traditional Classrooms and Active Learning Classrooms: The Impact of Learning Spaces on Student Perceptions)

  • 최고은;신원석;김명랑
    • 융합정보논문지
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    • 제10권8호
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    • pp.161-172
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    • 2020
  • 본 연구는 학습자의 능동적인 학습활동을 촉진하여 학습의 질을 제고하기 위해 설계된 ALC(Active learning classroom) 수업에 대한 학습자의 인식을 살펴보는 것을 목적으로 한다. 본 연구의 목적을 달성하기 위해 수도권 소재 A대학 71명의 학생(ALC 수업 43명, 일반교실 수업 28명)을 대상으로 설문조사를 실시하고, 교실 구성요소 간의 관계, 교수자의 수업전문성, 교실의 사회·문화적 환경, 심리·정서적 환경에 대한 인식을 비교하였다. 주요 연구 결과로는 첫째, ALC 수업 학생들은 교수·학습과 물리적 학습환경의 관계를 보다 긍정적으로 인식하는 것으로 나타났다. 둘째, ACL 수업 학생들은 ALC 환경을 능숙하게 다루는 측면에서의 교수자의 전문성을 긍정적으로 인식하는 것으로 나타났다. 셋째, ALC 수업 학생들은 교수자와의 비형식적 관계가 보다 촉진되었다고 인식하였으나 심리·정서적 측면에서의 만족도 및 몰입은 차이가 없는 것으로 나타났다. 본 연구는 새로운 학습공간 설계에 있어 교수·학습활동 운영을 위한 실제적인 시사점을 제공할 것으로 기대한다.

기계 학습을 이용한 한의학 처방 분석 방안 (A Strategy for Disassembling the Traditional East Asian Medicine Herbal Formulas With Machine Learning)

  • 오준호
    • 대한한의학원전학회지
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    • 제36권2호
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    • pp.23-34
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    • 2023
  • Objectives : We propose a method to disassemble Traditional East Asian Medicine herbal formulas using machine learning. Methods : After creating a model using Byte Pair Encoding(BPE) and G-Score, the model was trained with training data. Afterwards, the learned model was applied to the test data, of which the results were compared with expert opinion. Results : The results acquired through the model were not significantly different from those of modern expert opinions. However, there were cases where the meaning was partially unclear, while there were cases where new knowledge could be obtained through the disassembling process. Conclusions : It is expected that disassembling herbal formulas through the proposed method in this study will help save resources required to understand complex ones.

ON THE STRUCTURE AND LEARNING OF NEURAL-NETWORK-BASED FUZZY LOGIC CONTROL SYSTEMS

  • C.T. Lin;Lee, C.S. George
    • 한국지능시스템학회:학술대회논문집
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    • 한국퍼지및지능시스템학회 1993년도 Fifth International Fuzzy Systems Association World Congress 93
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    • pp.993-996
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    • 1993
  • This paper addresses the structure and its associated learning algorithms of a feedforward multi-layered connectionist network, which has distributed learning abilities, for realizing the basic elements and functions of a traditional fuzzy logic controller. The proposed neural-network-based fuzzy logic control system (NN-FLCS) can be contrasted with the traditional fuzzy logic control system in their network structure and learning ability. An on-line supervised structure/parameter learning algorithm dynamic learning algorithm can find proper fuzzy logic rules, membership functions, and the size of output fuzzy partitions simultaneously. Next, a Reinforcement Neural-Network-Based Fuzzy Logic Control System (RNN-FLCS) is proposed which consists of two closely integrated Neural-Network-Based Fuzzy Logic Controllers (NN-FLCS) for solving various reinforcement learning problems in fuzzy logic systems. One NN-FLC functions as a fuzzy predictor and the other as a fuzzy controller. As ociated with the proposed RNN-FLCS is the reinforcement structure/parameter learning algorithm which dynamically determines the proper network size, connections, and parameters of the RNN-FLCS through an external reinforcement signal. Furthermore, learning can proceed even in the period without any external reinforcement feedback.

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과학교육과정 및 과학 교수/학습의 이론적 배경과 미래의 과학교육에 대한 시사점 (Analysis of Theoretical Background for Current Research on Science Curriculum and Teaching/Learning and Implications for Future Science Education)

  • 조희형
    • 한국과학교육학회지
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    • 제8권2호
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    • pp.33-41
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    • 1988
  • During the last decade researchers in science education and psychology have emphasized the importance of children's ideas, or "what they already know", which they bring to their related learning situations. Most research reports on the children's prior ideas reject both the traditional epistemologies and the conventional learning theories. Therefore, this study has its objective to analyze the traditional epistemologies as well as post-positivism contemporarily in vogue, to examine both the conventional learning theories and the constructivism of psychology, and then, based on the analyses, to draw the implications for the future science education. The implications are described under such headings as the nature of science, the science curricula, and the science teaching/learning. The implications are drawn in logical relation to the post-positivism and constructivism, and some of which are empirically validated by the research on the children's conceptions.

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간호학생의 문제중심학습에 관한 인식유형 : Q-방법론 적용 (The Perception of Student Nurse For Problem Based Learning)

  • 조계화
    • 한국간호교육학회지
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    • 제6권2호
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    • pp.359-375
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    • 2000
  • PBL can be defined as an active, self-directed and student-centered learning, and an opposite way of classroom teacher-centered learning which has been traditional role learning. PBL enables students think more efficiently and effectively when puzzling through the patient problems. The purpose of this study is to find out the perception of student nurse about PBL, the characteristics and the structure of the type for PBL. The research process is as follow : First, the researcher selected 35 statements for PBL with the content analysis of in depth interview and the literature review. Second, the researcher asks 38 student nurse to classify the statement cards. The result of the research is that the type of student nurse's PBL perception is divided into 4 types(Affirmative type, Negative type, Suspicious type, and Preferable type), and the explanative total variance is 44 percent. In relation to this, if PBL well combined and adapted in our traditional curriculum will change our nursing education in better direction.

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A Study on Effects of AR and VR Assisted Lessons on Immersion in Learning and Academic Stress

  • Han, Ji-Woo
    • International Journal of Internet, Broadcasting and Communication
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    • 제10권2호
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    • pp.19-24
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    • 2018
  • This study investigated the academic stress and the immersion in learning in relation to AR and VR assisted instructions compared to traditional approaches. To that end, 78 $8^{th}$ graders in T and S city in Gangwondo were assigned to experimental and control groups. The experimental group received the VR and AR lessons. The academic stress was measured with the pre- and post-test scores, while the immersion in learning was measured with the post-test scores. In brief, AR and VR assisted lessons made statistically significant differences in the academic stress and immersion in learning in comparison to the traditional approaches.