• Title/Summary/Keyword: Learning Element

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Experimental investigating and machine learning prediction of GNP concentration on epoxy composites

  • Hatam K. Kadhom;Aseel J. Mohammed
    • Structural Engineering and Mechanics
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    • v.90 no.4
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    • pp.403-415
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    • 2024
  • We looked at how the damping qualities of epoxy composites changed when different amounts of graphite nanoplatelets (GNP) were added, from 0% to 6% by weight. A mix of free and forced vibration tests helped us find the key GNP content that makes the damper ability better the most. We also created a Representative Volume Element (RVE) model to guess how the alloys would behave mechanically and checked these models against testing data. An Artificial Neural Network (ANN) was also used to guess how these compounds would react to motion. With proper hyperparameter tweaking, the ANN model showed good correlation (R2=0.98) with actual data, indicating its ability to predict complex material behavior. Combining these methods shows how GNPs impact epoxy composite mechanical properties and how machine learning might improve material design. We show how adding GNPs to epoxy composites may considerably reduce vibration. These materials may be used in industries that value vibration damping.

The Virtual Simulation Data Element based on LMS (LMS 기반의 가상 시뮬레이션 데이터 요소)

  • Oh, Sang-Hun;Son, Nam-Rye
    • Journal of Digital Convergence
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    • v.4 no.1
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    • pp.17-30
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    • 2006
  • Recently, Modeling and Simulation, which have been received attention in various in dustries such as national defence, eduction and entertainment, have been researched, and related applications have been developed actively. Especially, it is focused on the to chnology of a virtual reality and a virtual simulation which represents the implementation technology for the simulation education related to the e-Learning industry. However, a solution is needed to fulfill the lack of technology and research about standardize d data elements which could be applied to virtual simulation technologies in common. Therefore, this article suggests the virtual simulation data elements to increase the educational effect of a virtual simulation and interoperability of data among LMS through reference to korean and international standards and the result of related area analysis. In other words, this article aims to define the expression of data element and to propose the guideline elements in the virtual simulation scope.

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Case Study for the Application of PBL in Engineering-School : Focused on an Element Design Class (공과대학에서 문제중심학습 적용 사례 연구 : 요소설계를 중심으로)

  • Lee, KeunSoo;Kim, SamKeun
    • Journal of the Korea Academia-Industrial cooperation Society
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    • v.16 no.1
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    • pp.671-676
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    • 2015
  • The aim of this thesis was to develop PBL(Problem-Based-Learning) problems to supply the problems to classes and to confirm the effectiveness of PBL for PBL applications to element design in engineering schools. Modern industrial society needs competent people with abilities in cooperative learning, self-controlling learning, united knowledge application, and creative problem-solving. Universities need to offer opportunities for improving the problem-solving ability and cooperative learning to learners to train competent people that society demands. PBL activity is a proper learning method for the execution of the above offer. The study subjects were 32 sophomore students in H University who took 'Engineering design 1', which is Element design. Five PBL problems were applied to the class for 15 weeks. They wrote and submitted a reflective journal when they finished the every given PBL activity. In addition, they wrote a class evaluation form after the $5^{th}$ PBL problem's activity ended. The study showed that the students experienced the effectiveness of PBL in many fields, such as the comprehension of the studied contents(71.87%), the comprehension of cooperative learning (87.5%), authentic experience, problem-solving skills (90.63%), presentation skills (96.87%), communication ability, self-directed study ability, and confidence (96.87%). The students realized that PBL learning activities are important because students could develop into future intelligent engineers that modern industrial society demands through PBL learning activities.

Analysis on the Characteristics of Cognitive & Affective Learning Style of Engineering University Students (공과대학생의 인지적.정의적 학습양식 특성 분석)

  • Kim, Eun Jeong
    • Journal of Engineering Education Research
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    • v.17 no.6
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    • pp.20-29
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    • 2014
  • The purpose of this study is to analyze the traits on the cognitive and affective learning style of university students. CALSIU(The Cognitive & Affective Learning Style Inventory for University School Students) by Kim, E. J. was modified for applying to university students and performed with 399 university students from three universities in Daejeon and Chungnam. Statistical analysis done in this study were ANOVA and Scheffe's test. Findings of the study are as follows : First, the students with high academic achievements have intuitive perception type, whole processing type, and deep storage & recall type. Secondly, the students with low academic achievement have strong non-academic learning type. Third, interaction attitude of affective learning styles is the important element to determine their academic achievement. The students with independent type get high academic achievements. Therefore, instructor should consider the learning styles of students, and it should be used to improve their teaching & learning strategy for better academic achievements of university students.

Development of the Public Practice Center's teaching-learning model by applying Blended Learning Strategies (Blended Learning 전략을 적용한 공동실습소 교수-학습 모형 개발)

  • Bae, Dong-Yoon;Lee, Byung-Wook;Ahn, Kwang-Sik;Choi, Won-Sik
    • 대한공업교육학회지
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    • v.30 no.1
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    • pp.19-36
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    • 2005
  • The purpose of this study is to develop the Public Practice Center's teaching-learning model by applying blended learning strategies which is complementary to the expected problems such as expansion of the educational object and diversity of the curriculum to maximize the educational effect and to analyze activation types of the Practical Practice Center to expand the Public Practice Center's function and role by studying the document. Blended Learning Strategies are established in consideration of the following eight (8) factors ; learning environment, learning purpose, learning contents, learning time, learning place, learning type, learning media, type of interaction. It is redesigned and amended to the KEDI's individual confirmation instruction model for skill learning (1975) which is considered to be effective in the filed of education by applying features, educational contents of the Public Practice Center's teaching and merit of Blended Learning Strategies simultaneous. This model is composed of six (6) steps as shown below; 1. Understanding on the purpose and orientation 2. Observation for demonstration of fundamental skill 3. Ex on-line learning 4. Acquirement of element skill 5. Confirmation for acquirement of fundamental skill 6. After on-line learning. Further to this, this model is designed so that the above eight factors will be applied to the students effectively and the merit of e-learning and off-line practice will be mixed to the learner's expectation and satisfaction.

Needs Assessment for an Adaptive e-Learning System Applying Rossett's Model (Rossett 모형을 적용한 적응형 이러닝 시스템을 위한 요구 분석)

  • Lee, Jaemu
    • The Journal of the Korea Contents Association
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    • v.14 no.6
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    • pp.529-538
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    • 2014
  • This study was conducted as an need analysis through close and open semi-structured surveys, in order to identify the adaptive elements of the adaptive e-learning system. The study was conducted on students majoring computer education in teacher's college. In terms of the process of the need analysis, Rossett Model was applied. For the research method, responses on the open questionnaire were analyzed. In terms of the analysis method, coding was used to extract the theme of the content, and through the constant comparison method, categorizing took place. As the element that offers adaption in the adaptive learning system, it escapes from the existing learning style, and recognized the importance of providing adaptability for different elements such as the learner's level, learning objectives, and learning contents. Especially, An instructional model was identified as an important element that helps reach rationality as well as efficiently conduct the learning objectives.

A Study on the School Library Assisted Instruction as a Practical Element of Constructivism (구성주의 교육방법의 구현요소로서의 학교도서관 활용수업에 관한 연구)

  • Suh, Jin-Won
    • Journal of Korean Library and Information Science Society
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    • v.42 no.2
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    • pp.215-236
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    • 2011
  • I studied on the relations of constructivism and school library assisted instruction in this paper. Constructivism is the most important goal of the modern schooling. In constructivism they insist that knowledge is constructed by the learner individually and subjectively. So in constructivism they focus their attention on setting authentic environment of learning for each individual learner. Constructivism was developed into the learner-centered instruction in schooling nowadays. In constructivism the following instructions are very important for achievement its' goal ; problem based learning, project based learning, discussion based learning etc. These instructions are supported commonly by resource based learning. Educational resources are managed in school library totally. School library assisted instruction is the most effective one for resource based learning. And information literacy instruction by teacher librarian relates closely meta cognitive learning of reflections in constructivism. School library assisted instruction is the essential element for the practice of constructivism in schooling.

The effect of achieving problem-solving ability in mathematical searching area based on level type learning using basic learning elements (기본학습요소를 활용한 수준별 유형화 학습이 수리탐구 영역의 문제해결력 신장에 미치는 영향)

  • 김태진
    • Journal of the Korean School Mathematics Society
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    • v.3 no.1
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    • pp.131-148
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    • 2000
  • Above all, the ability to solve problems must be emphasized as a basic skill of mathematics, but it is neglected when we teach. In this study, learning task means [same meaning] [same form] [same technique], so I tried to extend mathematical scholastic ability of the students as an extensional problem solving that is a basic element of mathematics. The purpose of this study is the investigation of level type learning, using the basic learning elements to extend thinking ability. From the constructed hypothesis as follows and then implement it. I selected basic learning elements from an analyzed textbook and then task learning material was created for each level type learning. The problem solving ability will be extended through the level type learning of the small group, using the level type learning task material. The conclusions this study are as follows. The level type learning in small group learning, using and making level type learning material, having basic learning elements in analysed text are. Basic learning content is understood clearly and deeply, so, fundamentally, it is effective in achieving the problem solving in mathematics. It is an effective method to achieve the meta-cognitive faculty because achieved the expected method of solving problems and resulted in the true learning of content.

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Environmental Learning Elements Appeared In Dialogues of Social Interactions among Small Groups of Middle School Students at the Natural History Museum: A Case Study of the Natural History Hall in Gwacheon National Science Museum (자연사박물관 관람 시 중학생 소집단의 사회적 상호작용 중 대화에 드러난 환경 학습 요소 : 국립과천과학관 내 자연사관을 사례로)

  • Jung, Won-Young;Kim, Chan-Jong
    • Hwankyungkyoyuk
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    • v.23 no.4
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    • pp.15-31
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    • 2010
  • This research aimed for revealing social interaction-based environmental learning elements at the natural history museum. First, we carried out a survey of the perceptual change about 'the environment' concept. It was for confirming whether environmental learning occurred in visiting. Second, we found environmental learning elements through analyzing dialogues among small group members during looking around the museum. Social interaction-based environmental learning elements were classified into five; knowledge, affection, value, skill, behaviour. Each environmental learning element included several sub-elements, so we revealed totally 9 environmental learning sub-elements. By results, we said characteristics and possibility of the natural history museum as an informal environmental educational institution. It is meaningful for extending areas of environmental education.

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An Approach to Linguistic Instruction Based Learning and Its Application to Helicopter Flight Control

  • M.Sugeno;Park, G.K.
    • Proceedings of the Korean Institute of Intelligent Systems Conference
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    • 1993.06a
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    • pp.1082-1085
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    • 1993
  • In this paper, we notice the fact that a human learning process is characterized by a process under a natural language environment, and discuss an approach of learning based on indirect linguistic instructions. An instruction is interpreted through some meaning elements and each trend. Fuzzy evaluation rule are constructed for the searched meaning elements of the given instruction, and the performance of a system to be learned is improved by the evaluation rules. In this paper, we propose a framework of learning based on indirect linguistic instruction based learning using fuzzy theory: FULLINS(FUzzy-Learning based on Linguistic IN-Struction). The validity of FULLINS is shown by applying it to helicopter flight control.

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