• 산업경영시스템학회지
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• 제46권4호
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• pp.312-320
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• 2023

Recently, there has been an increasing attempt to replace defect detection inspections in the manufacturing industry using deep learning techniques. However, obtaining substantial high-quality labeled data to enhance the performance of deep learning models entails economic and temporal constraints. As a solution for this problem, semi-supervised learning, using a limited amount of labeled data, has been gaining traction. This study assesses the effectiveness of semi-supervised learning in the defect detection process of manufacturing using the MixMatch algorithm. The MixMatch algorithm incorporates three dominant paradigms in the semi-supervised field: Consistency regularization, Entropy minimization, and Generic regularization. The performance of semi-supervised learning based on the MixMatch algorithm was compared with that of supervised learning using defect image data from the metal casting process. For the experiments, the ratio of labeled data was adjusted to 5%, 10%, 25%, and 50% of the total data. At a labeled data ratio of 5%, semi-supervised learning achieved a classification accuracy of 90.19%, outperforming supervised learning by approximately 22%p. At a 10% ratio, it surpassed supervised learning by around 8%p, achieving a 92.89% accuracy. These results demonstrate that semi-supervised learning can achieve significant outcomes even with a very limited amount of labeled data, suggesting its invaluable application in real-world research and industrial settings where labeled data is limited.

• 한국환경교육학회지:환경교육
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• 제14권2호
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• pp.51-67
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• 2001

In this study we developed a framework to evaluate environmental education programs through lived experience in nature and the framework was applied to a neat case,'2001 Green Camp'. The framework consists of 4 items; goals and objectives, instructional planning, teaching and learning, methods and learning operation and environment. Learning outcomes such as changes to the levels of knowledge, attitude, participation and environmental sensitivity are not included in the evaluation framework but evaluated through direct questions to students. Two researchers observed and evaluated programs with the framework. This study reflected various perspectives of researchers, teachers, students and staff members.

• Asia pacific journal of information systems
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• 제9권3호
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• pp.177-194
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• 1999

Identifying knowledge as the single most important asset ultimately defining organizational competitiveness, enterprises are trying to move towards knowledge-oriented practices. Such practices have given rise to learning and agile organization, This paper presents applied information technologies to realize the learning and agile organization, focusing on systems thinking. Firstly, in order to establish a framework for the systems thinking, an information systems development method based on process chain is proposed. Then, an agent-based microworld simulation approach is presented. The approaches provide visible and analytical information to knowledge workers so that they can have systems thinking capabilities eventually. Various microworlds on the top of the information system can be constructed with agents and simulated for possible business events. All decision makings are dynamic in nature. To let knowledge workers look ahead the possible outcomes of the whole relevant processes is the core capability of the approaches. Through watching, the knowledge workers would be able to acquire new insights or problem solving knowledge for the problem in hand.

• 한국임상약학회지
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• 제27권2호
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• pp.55-62
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• 2017

Experiential education is a core curriculum of pharmacy education. In experiential education, formative feedback is an integral component of learning and teaching process. Feedback is defined as information provided by a preceptor regarding student's performance based on direct observation. With effective feedback, students can have opportunities to reinforce or correct behaviors and to acquire knowledge or skills. Students highly value and appreciate feedback. They rank provision of effective feedback as one of the most important qualities of preceptors. Preceptors, however, lack an understanding of feedback or practical skills necessary for providing effective feedback. As a result in reality, the feedback provided to students can be differentially effective in improving students' learning. This article describes a theoretical understanding of feedback including definition and value, as well as types of feedback. In addition, practical aspects in providing feedback, such as contents, timing, techniques, and models, are addressed. By understanding the value of feedback and mastering various feedback skills, preceptors will promote students' learning and enhance educational outcomes of experiential education.

• 공학교육연구
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• 제17권6호
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• pp.62-68
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• 2014

The purpose of this work is to provide systematic lecture materials for instructers who search for the effective teaching of applied mechanics of materials course with respect to lecture contents, teaching methods, and itemized course evaluations according to each class learning objective. For this. the evolution of teaching contents since 2010 until 2014 are briefly depicted and then most recent course learning objectives, lecture contents, and evaluation schemes are presented in detail. The results of this study may be used as base line data for the lecturers who teach similar courses and for the evaluation of program outcomes in ABEEK scheme through course-embedded assessment.

• 한국수학교육학회지시리즈D:수학교육연구
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• 제22권2호
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• pp.83-97
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• 2019

Science, Technology, Engineering, and Mathematics (STEM) education has been at the forefront of K-12 curricula in the technology-rich 21st century, with emphasis on how these fields reinforce each other in preparing students for a dynamic future. However, there is a need for greater attention to STEM education research in the mathematics education community, in particular to pedagogical approaches that facilitate integrating the mathematics component of STEM education. Toward this end, the authors report the outcomes of a Project-based Learning (PBL) unit in which upper elementary students integrated STEM elements by researching, crafting, testing, and evaluating kites they created by applying scientific knowledge of aerodynamics and mathematical knowledge of polygons, surface area, graphs, and data analysis. This unit, which the authors developed, implemented, and assessed, demonstrates how STEM subjects and in particular mathematics can be effectively integrated in upper elementary school classrooms through PBL.

• Earthquakes and Structures
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• 제22권4호
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• pp.401-419
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• 2022

A novel hybrid extreme machine learning-multiverse optimizer (ELM-MVO) framework is proposed to predict the liquefaction phenomenon in seismically excited tunnel lining inside the sand lens. The MVO is applied to optimize the input weights and biases of the ELM algorithm to improve its efficiency. The tunnel located inside the liquefied sand lens is also evaluated under various near- and far-field earthquakes. The results demonstrate the superiority of the proposed method to predict the liquefaction event against the conventional extreme machine learning (ELM) and artificial neural network (ANN) algorithms. The outcomes also indicate that the possibility of liquefaction in sand lenses under far-field seismic excitations is much less than the near-field excitations, even with a small magnitude. Hence, tunnels designed in geographical areas where seismic excitations are more likely to be generated in the near area should be specially prepared. The sand lens around the tunnel also has larger settlements due to liquefaction.

• 정보교육학회논문지
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• 제10권1호
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• pp.143-152
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• 2006

기업에서 실제로 수행된 블렌디드 학습(Blended Learning)의 효과성을 규명해보고 이를 토대로 온라인 학습과 오프라인 학습을 효과적으로 병행하기 위한 시사점을 도출하고자 본 연구가 수행되었다. 연구 목적을 달성하기 위해 블렌디드 학습의 효과성에 대한 설명적 혼합설계 방식으로 체제적 분석을 시도하였다. 블렌디드 학습의 효과에 대한 양적 분석 결과, 종합진단과 타인진단에서는 블렌디드 학습이 리더십 역량을 향상시키는데 유의미한 영향을 미치는 것으로 나타났고, 사후 설문조사 및 핵심 면담대상자집단과의 면담 결과 블렌디드 학습의 유용성을 확인할 수 있었다. 이러한 연구 결과를 바탕으로, 블렌디드 학습 방식으로 운영한 프로그램의 분석을 통해 블렌디드 학습 효과에 영향을 주는 특성을 분석하고, 블렌디드 학습의 효과성 검증에 대한 방향을 제시하고자 하였다.

• 한국초등과학교육학회지:초등과학교육
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• 제33권4호
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• pp.620-633
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• 2014

This study was to examine elementary students' expectations on informal science learning in science museums which have characteristics of free choice learning. $5^{th}$ and $6^{th}$ grade students in two different elementary schools in Gyeonggi province participated in the survey and 330 samples were collected. Subcategories for the survey were categorized on the basis of review of the literature about the learning outcomes from science museums. The survey instruments were developed following the idea of each subcategory from the learning in science museums and a content validity of the survey instruments was checked. The results were as follows: Generally students' had high expectations of all subcategories and developing their interests in science through science museums was confirmed the most. Moreover, expectations on learning in science museums were differences between gender and grade. Finally, it was found that grade differences of expectations on learning in science museums were affected by intrinsic motivation, and empirical activity were affecting the gender differences of those. Based on the results of study, elementary students could confirm that the science museums had the important values and possibility as a field of informal science learning. And this study implied that the science museums could enhance more educational roles of informal science learning.

• 한국융합학회논문지
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• 제7권2호
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• pp.33-41
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• 2016

본 연구는 간호대학생에게 문제중심학습(PBL)을 적용하여 그 효과를 자기주도적 학습능력, 문제해결능력, 학업적 자기효능감 및 학습동기를 통해 확인하고자 시도된 융합연구이다. 연구대상은 J도 J시에 소재한 대학의 간호학과 2학년 학생 51명이었으며, 연구설계는 단일군 사전사후 설계의 원시실험연구이다. 연구결과 PBL수업 후 문제해결능력(t=-3.30, p=.002)과 학습동기는 통계적으로 유의미하게 증가(t=3.004, p=.004)되었으나, 자기주도적 학습능력과 학업적 자기효능감은 통계적으로 유의한 변화를 보이지 않았다. 본 연구를 통해 PBL이 간호대학생의 학습 역량을 향상시킴에 적합한 교수-학습방법임을 확인할 수 있었으며, 추후 PBL의 설계 시, 효과를 증진시키기 위해 요구되는 다양한 변수의 확인을 위한 연구를 제안하고자 한다.