• 천문학회지
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• 제52권6호
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• pp.217-225
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• 2019

We apply a modified Convolutional Neural Network (CNN) model in conjunction with transfer learning to predict whether an active region (AR) would produce a ≥C-class or ≥M-class flare within the next 24 hours. We collect line-of-sight magnetogram samples of ARs provided by the SHARP from May 2010 to September 2018, which is a new data product from the HMI onboard the SDO. Based on these AR samples, we adopt the approach of shuffle-and-split cross-validation (CV) to build a database that includes 10 separate data sets. Each of the 10 data sets is segregated by NOAA AR number into a training and a testing data set. After training, validating, and testing our model, we compare the results with previous studies using predictive performance metrics, with a focus on the true skill statistic (TSS). The main results from this study are summarized as follows. First, to the best of our knowledge, this is the first time that the CNN model with transfer learning is used in solar physics to make binary class predictions for both ≥C-class and ≥M-class flares, without manually engineered features extracted from the observational data. Second, our model achieves relatively high scores of TSS = 0.640±0.075 and TSS = 0.526±0.052 for ≥M-class prediction and ≥C-class prediction, respectively, which is comparable to that of previous models. Third, our model also obtains quite good scores in five other metrics for both ≥C-class and ≥M-class flare prediction. Our results demonstrate that our modified CNN model with transfer learning is an effective method for flare forecasting with reasonable prediction performance.

• 예술인문사회 융합 멀티미디어 논문지
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• 제8권9호
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• pp.563-571
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• 2018

본 연구의 목적은 대학생인 멘토들의 전문성 신장과 비평적인 성찰을 유도하기 위해 다문화 멘토링 수업활동에 대한 방향을 모색하는 데 그 목적이 있다. 이를 위해 멘토-멘티의 다문화 멘토링에서 이루어지는 전반적인 활동 내용 및 현상을 활동 텍스트로 보고, 일곱 가지의 텍스트성을 적용하여 다문화 멘토링 수업활동에 대한 방향을 탐색하였다. 그 결과, 응결성은 멘토와 멘티가 다문화 멘토링 수업활동을 지속적으로 하기 위한 관계적인 측면을 뜻하고, 응집성은 수업활동 과정에서 파생되는 의미들이 결속되어 멘토와 멘티 모두에게 수업활동에 대한 하나의 주제나 정체성을 이루어 내는 것을 말한다. 의도성은 멘토가 멘토링 수업활동 전에 수업에 대한 의도나 목표를 갖는 것을 의미하고, 용인성은 다문화 멘토링 수업활동 과정에서 멘토가 생산한 텍스트를 멘티에 의해 받아들여질 때 수업활동 텍스트로서 의미를 가지는 것을 말한다. 정보성의 경우 수업활동 과정에서 멘토가 생산한 텍스트를 멘티가 예측가능할 때에는 정보성이 낮으며, 예측가능 정도가 낮을 경우에는 정보적인 가치가 높다는 관점이다. 상황성은 수업활동 과정에서 물리적인 텍스트 상황과 멘티의 상황에 따라 수업활동에 대한 상황성은 달라질 수 있고, 상호텍스트성은 다문화 멘토링 수업활동의 경우 멘토가 수업활동 텍스트를 새롭게 창조하여 생산하는 경우를 제외하고는 멘토의 학습경험, 동료 친구의 자문, 교육 등을 통해 수업활동 텍스트를 생산하는 것과 관련된다.

• 대한정형도수물리치료학회지
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• 제18권2호
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• pp.31-39
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• 2012

Background: The purpose of this study was to develop a problem-based learning model for orthopedic manual physical therapy. A problem-based learning (PBL) model for orthopedic manual physical therapy developed from PBL module of Jeju C university (Halla-Newcastle PBL Center). A summary of this study is as follows: 1) PBL model is comprised of a class of 30 students, operated small group as of 4~5 students. 2) PBL is suggested a scenario of clinical case, induced variety reaction through group discussion and presentation. 3) PBL is occurred wide variety learning through group work activity and self-directed learning. 4) The tutor as a facilitator is played a guide for group discussion, work activity and team learning. 5) The evaluation for PBL is performed such as student self-evaluation, group activity evaluation, individual presentation, and practice. This model is considered wide variety learning through team learning and self-directed learning by clinical reasoning and problem solving for musculoskeletal clinical case. We suggest problem based learning for the education of orthopedic manual physical therapy in which the learners are very interested in and has the effective outcome.

• 공학교육연구
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• 제16권1호
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• pp.3-14
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• 2013

공학교육에 적용할 목적으로 효율적이고 정확한 개념 습득을 위한 탐구기반 개념학습 모형을 도입하고 이를 지원하는 탐구활동 지원도구를 개발하였다. 또한 이를 실제 교육현장에 적용하기 위하여 Windows 웹기반 응용프로그램인 온라인 학습 커뮤니티를 구축하였다. 여기에는 탐구기반 개념학습의 수업절차를 수행할 수 있도록 탐구활동 메뉴, 구성원 간의 커뮤니케이션 지원 기능, 정보공유 기능, 수업 및 탐구활동 스케쥴링 기능, 멘토링 기능, 온라인 활동 평가 기능 등이 포함되었다. 본 연구에서는 도출된 탐구활동 지원도구의 유용성을 검증하고 탐구활동 지원도구가 공학교육에서의 탐구기반 개념학습에 미치는 영향을 실험연구를 통하여 조사하고자 하였다. 실험연구 결과, 실험집단에게 탐구활동 지원도구를 오프라인 및 온라인으로 제공함으로써 비교집단에 비해 높은 메타인지와 효율적인 학습 수행을 지원하는 것이 가능하였으며 탐구활동을 촉진시킬 수 있음을 확인하였다. 또한, 학습자들의 개념이해능력에 있어서 탐구기반 개념학습의 수업절차, 탐구활동 지원도구, 교수자의 지원활동이 적용된 실험집단이 유의미한 차이를 보이는 것을 확인하였다.

• 디지털산업정보학회논문지
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• 제8권4호
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• pp.19-24
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• 2012

Recently, universities have difficulties in operating the normal curriculum because fresher's basic academic ability is declined. It causes campus misfits so managing students become a rising issue. The education system that focuses only on college entrance exam is one of the reasons why this phenomenon occurred. So, several tries are enacted at university to improve this problem. One of the solutions is enforcing the activity with self-directed Learning Community students to know learning level themselves and execute systematic studying habit is essential for improving this problem. This activity can help students understanding and having interest in class and be motivated to study. But it had burdened tutors with submitting activity report in written form. In this paper, we suggest the Mobile Based Activity Report Submission System which can be the solution of the problem that the Self-directed Learning Community System has. This system reduces the emotional burden to write the reports and manages them efficiently.

• 한국사회복지학회:학술대회논문집
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• 한국사회복지학회 2004년도 춘계학술대회 자료집
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• pp.535-559
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• 2004

While the endeavor to introduce the service activity in the college education is enlarged, the object of this study is to introduce the concept of service learning in social work education. The 'content centered service-learning' is focusing on the practical education, the liaison and participation in community and the promotion of civil awareness which are very important in social work education that focuses on the interest and participation in the human and social problem as practical study. This study contemplates the educational effect of the course of social work combined with service learning. This study verifies the self-efficacy, the altruism, the change of social responsibility of students and the effect by carrying out the course of social welfare and service activities side by side. To evaluate the effect of service learning, pre and post test and qualitative analysis in journal of service activity, the discussion during the class and the mid and final term evaluation were done. Through the service learning, students showed the promotion in self-esteem, the altruism, the social responsibility, the self insights as a social worker and were able to have the chance to consider their future job. From the view point of local centers, it was evaluated that the service activity of students was helpful to the institutions and the clients, and that the liaison between the community agency and the college and the experience of integration of service learning and the course of social welfare was helpful too. Based on the above mentioned results, this study provide some recommendations in implementation of service-learning as the teaching methodology of social work.

• 한국수학교육학회지시리즈D:수학교육연구
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• 제25권2호
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• pp.99-115
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• 2022

This study examined difficulties middle school students have in learning mathematics and proposed a flipped classroom consisting of Khan Academy activities, small-group problem solving, and mathematical modeling to help improve their learning. A mixed-method approach was used to identify difficulties students have in learning mathematics, explore how the flipped classroom helped them reduce the learning difficulties identified, and examine if there were differences in students' mathematics achievement and their affective characteristics after participating in the flipped classroom. Qualitative analyses showed that students had difficulties in understanding mathematical concepts and finding effective ways to learn as well as negative views towards learning mathematics. This study also found that each activity of the flipped classroom had a different impact on student learning. Before class, the Khan Academy activities were most likely to help students understand mathematical concepts. In class, small-group problem solving activities were most helpful for students who had trouble finding effective learning methods and environments. Mathematical modeling activities were most likely effective in changing students' negative views towards mathematics. A quantitative analysis showed that the flipped classroom not only significantly improved the students' mathematics achievement, but also positively affected their confidence and motivation and how much they valued learning mathematics.

• 한국초등과학교육학회지:초등과학교육
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• 제39권1호
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• pp.133-144
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• 2020

The purpose of this study is to identify the effect of Teacher Participation-oriented Education Program (TPEP) for Elementary School Teachers to Improve Class Expertise in Science Classes with a focus on visual attention. The participants were two elementary school teachers in Seoul and taught science subjects. The lesson topic applied to this study were 'Structure and Function of Our Body' in the second semester of fifth grade and 'Volcano and Earthquake' in the second semester of fourth grade. The mobile eye tracker SMI's ETG 2w, which is a binocular tracking system was used in this study. In this study, the actual practice time, participant's visual attention, visual intake time average, and visual intake time average were analyzed by class phase. The results of the study are as follows. First, as a result of analyzing the actual class execution time, the actual class execution time was almost in line with the lesson plan after the TPEP application. Second, visual attention in the areas related to teaching and learning activities was high after applying TPEP. Factors affecting the progress of the class and cognitive burdens were identified quantitatively and objectively through visual attention. Third, as a result of analyzing the visual intake time average of participants, there was a statistically significant difference in all classes. Fourth, as a result of analyzing the visual intake time average of participants, the results were statistically significant in the introduction(video), activity 1, activity 2, and activity 3 stages in the lecture type class. The Teacher Participation-oriented Education Program (TPEP) for Elementary School Teachers to Improve Class Expertise in Science Classes can extend elementary science class expertise such as self-class analysis, eye tracking, linguistic, gesture, and class design beyond traditional class analysis and consulting.

• 한국인터넷방송통신학회논문지
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• 제24권2호
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• pp.79-86
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• 2024

본 논문에서는 기존의 내용 전달 위주의 학습 메타버스 플랫폼이 아닌 실제 수업 활동에서 이루어지는 다양한 학습 상호작용에 기반한 가상 학습 플랫폼을 제안한다. 본 연구에서는 AI와 가상환경을 융합한 학습 환경을 제공하여 실시간 AI와 대화하며 문제를 풀어가는 방식을 활용하고 있다. 또한, 수업의 몰입도를 향상하기 위해 G-러닝 기법을 적용하였다. 본 연구를 통해 개발한 VirtualEdu 플랫폼은 자기주도적 학습, 게임을 통한 흥미 유발, 그리고 PBL 수업 방식을 조합하여 효과적인 학습 경험을 제공하고 있다. 이를 기반으로 학생들의 참여도와 학습 효과를 향상 시키는 새로운 교육 방식을 제안하고 있다. 실험으로는 50명 이상의 학습자가 실시간 화상 학습 활동 기반의 다양한 학습 활동애 대해 성능 실험을 하였고, 결과로서 안정하게 원활한 수업이 진행됨을 얻을 수 있었다.

• International Journal of Contents
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• 제18권3호
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• pp.58-65
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• 2022

This study proposed a soft skill integration activity for online EFL classrooms and investigated student responses. Toward this end, this study recruited 54 college students taking an English Presentation and Discussion class in South Korea. Participants were assigned into high and low-proficiency groups based on the Test of English for International Communication. This study employed questionnaire, class video recordings, and interview to obtain responses. Moreover, problem-based learning with challenge questions was applied to develop soft skills in online synchronous classes. Responses were examined in terms of whether a difference existed according to English proficiency. Major findings of this study were as follows. Regardless of proficiency levels, participants reported improvements in their IT and problem-solving skills and exhibited positive attitudes toward live online presentations via Zoom. However, this study observed significant differences in communication and teamwork skills, perceived learning, and confidence. Interviews with students with low English proficiency levels revealed that they were negatively affected by the lack of non-verbal cues, mechanical skills, and socialization time provided by online classes. Based on these results, pedagogical implications and directions for future studies are discussed.