• Title/Summary/Keyword: Learning needs

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An Empirical Study on Aircraft Repair Parts Prediction Model Using Machine Learning (머신러닝을 이용한 항공기 수리부속 예측 모델의 실증적 연구)

  • Lee, Chang-Ho;Kim, Woong-Yi;Choi, Youn-Chul
    • Journal of the Korean Society for Aviation and Aeronautics
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    • v.26 no.4
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    • pp.101-109
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    • 2018
  • In order to predict the future needs of the aircraft repair parts, each military group develops and applies various techniques to their characteristics. However, the aircraft and the equipped weapon systems are becoming increasingly advanced, and there is a problem in improving the hit rate by applying the existing demand prediction technique due to the change of the aircraft condition according to the long term operation of the aircraft. In this study, we propose a new prediction model based on the conventional time-series analysis technique to improve the prediction accuracy of aircraft repair parts by using machine learning model. And we show the most effective predictive method by demonstrating the change of hit rate based on actual data.

Efficient Driver Attention Monitoring Using Pre-Trained Deep Convolution Neural Network Models

  • Kim, JongBae
    • International Journal of Internet, Broadcasting and Communication
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    • v.14 no.2
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    • pp.119-128
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    • 2022
  • Recently, due to the development of related technologies for autonomous vehicles, driving work is changing more safely. However, the development of support technologies for level 5 full autonomous driving is still insufficient. That is, even in the case of an autonomous vehicle, the driver needs to drive through forward attention while driving. In this paper, we propose a method to monitor driving tasks by recognizing driver behavior. The proposed method uses pre-trained deep convolutional neural network models to recognize whether the driver's face or body has unnecessary movement. The use of pre-trained Deep Convolitional Neural Network (DCNN) models enables high accuracy in relatively short time, and has the advantage of overcoming limitations in collecting a small number of driver behavior learning data. The proposed method can be applied to an intelligent vehicle safety driving support system, such as driver drowsy driving detection and abnormal driving detection.

Exploring Pre-service Earth Science Teachers' Perceptions about Learning on Geological Field Trip (야외지질학습에 대한 예비 중등 지구과학 교사의 인식 탐색)

  • Choi, Yoon-Sung;Kim, Chan-Jong;Choe, Seung-Urn
    • Journal of the Korean earth science society
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    • v.39 no.3
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    • pp.291-302
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    • 2018
  • The purpose of this study is to investigate pre-service middle school earth science teachers' perceptions about the learning of geological field trip. The study sample consists of 39 undergraduate students at the university located in a metropolitan city. Additionally, 4 pre-service earth science teachers are semi-structure interviewed. The instrument of the study includes a 5-category perception about the learning of geological field trip, which consists of needs, educational values, educational experience, teaching methods, and training for learning. The results are as follows. First, participants are important to the need and educational values of learning about the geological field trip regardless of gender and grade level. Second, all participants have experienced geological field trip in college. They have more opportunities to experiment for field trip as they advance to higher grade. There is significant difference between lower and higher graders in terms of the goal of learning about geological field trip. It needs a new lesson model to teach geology between men and women regarding teaching methods category. In order to practice geological field trip in school, participants perceive that they need the knowledge of geological context, experiment of field trips, and how to teach geological field trip to students. This study suggests that pre-service earth science teachers' perceptions include how to teach and learn geological field trip during their college year.

Effects of Social Studies of Cyber Home Learning System on Academic Performance and Learning Attitude (사회과 사이버가정학습이 사회과 학업성취도와 학습태도에 미치는 영향)

  • Yeom, Myung-Sook;Kim, Gwang-Bok
    • Journal of The Korean Association of Information Education
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    • v.13 no.4
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    • pp.509-516
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    • 2009
  • As the necessity of cyber education is being raised up recently, Cyber Home Learning System(CHLS) is increasingly adopted at all school levels ranging from elementary to high schools. The purposes of this study are to find out that how elementary social studies of CHLS influence on the academic performance and learning attitude of students and their satisfaction. Based on these suggestions on social studies of CHLS are proposed. To accomplish the purposes, comparisons were made between experimental group utilizing social studies of CHLS and control group of traditional class of 54 students(27 students each in experimental and control group) in 5th grade. The results are as follows. Utilizations in social studies of CHLS showed positive effects on academic performance and learning attitude, and students' satisfaction on social studies of CHLS were rather increased. Based on these findings, several suggestions are made. First, strategy to improve motivation and confidence for students to participate on social studies of CHLS are necessary. Second, thinking and problem-solving activities needs to be integrated to social studies of CHLS. Third, for meaningful social studies, environment that can improve communication and thinking ability through interaction needs to be facilitated. Fourth, supporting plan is advised for teachers carrying on the role of manager and facilitator.

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Online Learning Platform Activation Strategy based on STEP Learner Analysis and Survey (STEP 학습자분석 및 실태조사에 기반한 온라인 학습 플랫폼 활성화 방안)

  • Myung, Jae Kyu;Park, Min-Ju;Min, Jun-Ki;Kim, Mi Hwa
    • Journal of Practical Engineering Education
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    • v.13 no.2
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    • pp.333-349
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    • 2021
  • The fourth industrial revolution based on information and communication technology has increased the need for an environment where contents in new technologies can be learned for the development of lifelong vocational capabilities. To prepare for this, K University's online lifelong education center has established STEP, a smart learning platform. In this study, we conducted a study and other platform case analysis for STEP learner types, a survey of learners, and a comprehensive analysis based on these results to classify characteristics by learner types. It also intended to establish a plan to provide customized services to meet the needs of STEP learners in the future. The derived results are as follows. It is necessary to constantly manage learning content difficulty and learning motivation survey, and also needs to refine the operation of learning content in terms of learning composition. In addition, it is important to secure specialized content, to manage vulnerable learners, to actively introduce a learner support system and various educational methods.

An analysis of the curriculum and textbooks for air and correspondence high school in Korea (방송통신고등학교 영어과 교육과정 및 교과서 분석)

  • Lee, So-Young
    • English Language & Literature Teaching
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    • v.11 no.4
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    • pp.287-304
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    • 2005
  • Since Air and Correspondence High School (ACHS) in Korea was established in 1974, it has been serving many people who couldn't take the opportunities for learning in the regular high school due to several reasons. Regardless of the rapid change in technologies and educational needs during the past 31 years, however, ACHS hasn't changed much. Concerns have been recently made about the validity of the unchanged school system and many issues have been discussed relating to the innovation of the school system. Focusing on the teaching and learning contents, one of the important issues with respect to the school system, this paper examines the 7th English Curriculum for ACHS. The paper also investigates the textbooks used in ACHS to see how closely they align with the students' English proficiency and ACHS' instructional method by employing McDonough and Shaw's(1993) framework for textbook analysis. The results revealed that the current curriculum does not sufficiently reflect ACHS's characteristics, which leads to the adoption and development of inappropriate textbooks in terms of overall coherence, proficiency level, etc. The results suggest that the development of the curriculum and textbooks for ACHS should be based upon the students' needs and their level of proficiency rather than depending on the national curriculum and government-authorized textbooks intended for the relatively homogeneous school-age learners.

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Effectiveness of Project Based Learning in Mechanical Drawing Education Using CAD (CAD 활용 기계제도 교육에서 PBL 수업의 효과)

  • Lee, Hee Won
    • Transactions of the KSME C: Technology and Education
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    • v.2 no.2
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    • pp.125-130
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    • 2014
  • Although the subject of Mechanical Drawing is very important in mechanical engineering education, it is hard to teach the subject effectively, because it needs to carry out lectures and labs in parallel and needs substantially large portion of CAD lab time. In the department of Mechanical Systems and Design Engineering of SNUST, Project Based Learning is adopted to teach the subject of Mechanical Drawing. In this course, students experience to read and to draw drawings through the PBL project after the lectures on mechanical drawings. In this way, they can learn by heart the drawing skills and the operation of CAD software tools. In this paper, various PBL projects and teaching methods carried out in recent years are presented and the effects of the projects are discussed.

A study on the influence of supply chain management efficiency on the training supporting project in small and medium-sized enterprises (중소기업 인적자원개발 지원사업에 대한 공급망경영 유효성에 관한 연구)

  • Seo, Yohan;Kim, Kwang Yong;Sung, Jong Su
    • Journal of Korean Society for Quality Management
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    • v.42 no.3
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    • pp.407-424
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    • 2014
  • Purpose: The purpose of this study was to propose supply chain management efficiency by analyzing moderating effect on the training support project in small and midium-sized enterprise. Methods: The collected data through the survey were analyzed using multi?regression analysis. The measurement tools used for this study were divided into three dimensions such as personal characteristics, supportive environment and training effect. Results: The results of this study are as follows; first, it was found that the effects of personal characteristics and supportive environment were significant on training effect. Second, significant differences were found between supply chain management active group and inactive group. Third, moderating effect of supply chain manage efficiency was found between variables. Conclusion: SME supporting project in training program needs supply chain management efficiency for training effect. Supply chain management needs to be promoted in SMEs not only for performance but also for their workplace learning and learning culture.

Case Studies and Derivation of Course Profile in accordance with NCS-based Video Graphics Job

  • Park, Hea-Sook;Lee, Soon-Mi
    • Journal of the Korea Society of Computer and Information
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    • v.21 no.2
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    • pp.89-96
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    • 2016
  • This study analyzed with the case analysis of a series of processes from job analysis survey. And results analysis, and academic achievement in order to transform the curriculum of existing courses into the curriculum of NCS-based courses. Also this study analysed of the existing curriculum. Also analyzed the trend of workforce trends and needs of the broadcasting content industry. Through a needs analysis for the industry and alumni and students, video graphics, video editing and video directing were selected. In this paper, it dealt mainly with respect to the video graphics in a dual job. Modeling capability into the unit through a job analysis, animation, effects and lighting were chosen accordingly based introduction of 3D Graphics. Application of 3D Graphics were derived two courses and selected profiles and performance criteria. This training according to the NCS curriculum for students was evaluated based on the student's job was to investigate the learning ability. Academic achievement were the result satisfaction.

The Development and Implementation of Web-based Parental Education Programs (웹 기반 부모교육 프로그램의 개발 및 적용을 위한 기초연구)

  • Kim, Jung-Won
    • Journal of the Korean Home Economics Association
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    • v.46 no.1
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    • pp.1-14
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    • 2008
  • The purpose of this study was to develop and implement web-based parental education programs applicable for the parents of young children in Korea. The results of this study were as follows. First, the parents of the young children recognized the importance of parental education, but were unable to participate in face-to-face parental education programs. However, they welcomed the possibility of participating in web-based parental education programs. Second, to develop web-based parental education programs, the parents' needs should be assessed and preliminary content analysis based on the previous works and subject specialists' opinions should be conducted. In addition, results of research about web-based education programs in various fields, especially about teaching-learning methods in web-based education for adult learners, should be considered in the process of developing web-based programs for the parents of young children. Third, various types of needs and demands should be assessed during the step-by-step program application periods and at the end of the program implementation. Finally, the parents who participated and assessed the web-based parental education program in this study were generally satisfied with the content and teaching-learning methods.