• Title/Summary/Keyword: Service learning

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Development of Deep Learning-based Land Monitoring Web Service (딥러닝 기반의 국토모니터링 웹 서비스 개발)

  • In-Hak Kong;Dong-Hoon Jeong;Gu-Ha Jeong
    • Journal of Korean Society of Industrial and Systems Engineering
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    • v.46 no.3
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    • pp.275-284
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    • 2023
  • Land monitoring involves systematically understanding changes in land use, leveraging spatial information such as satellite imagery and aerial photographs. Recently, the integration of deep learning technologies, notably object detection and semantic segmentation, into land monitoring has spurred active research. This study developed a web service to facilitate such integrations, allowing users to analyze aerial and drone images using CNN models. The web service architecture comprises AI, WEB/WAS, and DB servers and employs three primary deep learning models: DeepLab V3, YOLO, and Rotated Mask R-CNN. Specifically, YOLO offers rapid detection capabilities, Rotated Mask R-CNN excels in detecting rotated objects, while DeepLab V3 provides pixel-wise image classification. The performance of these models fluctuates depending on the quantity and quality of the training data. Anticipated to be integrated into the LX Corporation's operational network and the Land-XI system, this service is expected to enhance the accuracy and efficiency of land monitoring.

Evaluation of Teachers' In-service Training Program of Out-door Learning Centered Environmental Education : Cases of Taegu City and Kyungsangpookdo (현장 체험학습중심 환경교육 연수 프로그램 평가 연구: 대구광역시.경상북도 자연 체험교육 교원 연수를 중심으로)

  • 윤기순;서혜애;류승원;권덕기
    • Hwankyungkyoyuk
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    • v.14 no.2
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    • pp.95-105
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    • 2001
  • Out-door learning activity in environmental education has been emphasized as an effective method in environmental education since the aims of environmental education emphasize students'value, attitude, actions as well as knowledge. In order to implement successfully out-door learning activity in environmental education classrooms, teachers'perceptions to environmental problems and experiences at fields are essential. An environmental education network among the metropolitan city and provincial office of education, nongovernmental organization of environmental movement and education and university was established and a teachers'in-service training program of out-door learning centered environmental education was implemented. The program was developed in order to 1) connect environmental education with the regional environmental situations, 2) provide teachers with opportunities to participate in an out-door learning program, and 3) train teachers to be environmental education leaders of out-door learning. For evaluation of the program, responses of participants to questionnaire were analyzed. Most of teachers responded that their perception of environment was changed positively after the participation in the program. This study suggested that a future planning of a teachers'in-service training program of out-door learning centered environmental education should be developed in considerations of arranging enough hours for out-door learning at regional environmental sites, applying performance assessment, providing teachers with multiple opportunities with programs in different levels including enriched programs, and establishing an environmental education network among nongovernmental organization of environment movement and education, university, and local offices and department of education.

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A Study on convergence of Mobile Learning UX Platform Service for English Learning (영어학습을 위한 모바일러닝 UX플랫폼서비스 융합 연구)

  • Kim, Byung-Wan
    • Journal of the Korea Convergence Society
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    • v.7 no.5
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    • pp.155-160
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    • 2016
  • The education applications for English learning have been developing consistently by utilizing the smart-phone owing to the development of internet and ICT. Smart technology based study platform, the mobile learning which enables for the students to study beyond the time and space is expected to bring forth new paradigm of education in tune with the environment change and trends. But it is found that the current applications are mostly the contents patterned for English study institution information with single channel or made for thinking study concept with only the simple language learning once they were checked. Therefore, the understanding on the English study process shall be changed and the study on the platform service is required by accessing in the viewpoint of thinking exercise learning. This study is purposed to explore the scope and strategy of mobile learning UX platform development and suggest the service model via prototype for English study.

Investigation of Teachers' Awareness of Flipped Classroom to Explore its Educational Feasibility (거꾸로 교실(Flipped Classroom)의 교육적 활용가능성 탐색을 위한 교사 인식 조사)

  • Park, TaeJung;Cha, HyunJin
    • The Journal of Korean Association of Computer Education
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    • v.18 no.1
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    • pp.81-97
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    • 2015
  • Although Flipped Classroom(FC) which has recently attracted attention of educational field, showed its various educational effects such as learning academic achievement, attitude, collaborative learning and self-regulated learning. other studies also showed a number of significant problems and challenges in practically implementing. Thus, this study aims to investigate in-service and pre-service teachers awareness of FC in order to explore its educational feasibility for successfully adopting it to classrooms through the alternative solutions to its limitations. To achieve this goal, we firstly conducted literature review on teaching and learning models and guidelines to draw educational prerequisites and then analyzed needs of 156 pre-service teachers and 42 in-service teachers. According to survey results, 80% of teachers are willing to apply FC to their classes and hope to be offered with pre-learning activity materials and guidelines. They consider junior high school students and college students as appropriate learners, social science, science, Korean, and English as suitable subjects, and video content as optimal materials for pre-learning activities.

Research on Adoption and Preference of 5G using Learning Service (5G 교육 서비스의 채택과 선호에 관한 연구: 대학생을 중심으로)

  • Lee, Junghwan;Kim, Sungbum
    • The Journal of the Korea Contents Association
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    • v.20 no.1
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    • pp.192-201
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    • 2020
  • This study commercialization of 5G will enable transformation of university education. This study identifies five attributes (device type, learning place, learning content, learning field and expense payment) and corresponding levels to study the impact of 5G in the future of university education. The attributes and the levels are then combined into few 5G education service alternatives for respondents to rank. 102 students ranked the alternatives based on their preferences and intent to use. Results indicate that the intent to use 5G-based education service was high with 86% and the most important factor was expense payment (37%), followed by learning field (26%), learning content (24%), device type (8%) and learning place (5%). Specifically, students preferred smart device, practical and experiential content, ubiquitous (no limitation of space and time) learning, practical education and free rate when adopting 5G-based education service. These will provide implications to accelerate adoption of and exploitation of 5G for innovating university education.

A Study on the Effect of e-CRM on the Reuse Intention of e-Learning Service (이러닝 서비스의 e-CRM이 재이용의도에 미치는 영향에 관한 연구)

  • Hong, Kyu Jeong;Kang, Min Jung
    • The Journal of the Convergence on Culture Technology
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    • v.7 no.1
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    • pp.383-396
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    • 2021
  • This study attempts to verify the effect of e-CRM on reuse intetnion of e-learning and to determine whether the presense mediates the relationship between e-CRM and reuse intetnion of e-learning through empirical analysis. The results of the study are as follows. First, The effect of e-CRM(e-marketing, e-service, e-communication) on the intention of reuse for e-learning services was significant. Second, it was found that the effect of e-CRM(e-marketing, e-service) on reuse intention of e-learning was significantly mediated by the teaching presence. Third, it was found that the effect of e-CRM(e-marketing, e-service, e-communication) on reuse intention of e-learning was significantly mediated by the cognitive presence. Finally, it was found that the effect of e-CRM(e-marketing) on reuse intention of e-learning was significantly mediated by the social presence.

Designing learning service in real life contexts using smart device - focused on science learning - (스마트 디바이스를 활용한 일상생활 속 맥락 기반의 학습 서비스 디자인 - 과학 학습을 중심으로 -)

  • Choi, Hojeong;Ryoo, Han Young
    • Design Convergence Study
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    • v.14 no.4
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    • pp.151-167
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    • 2015
  • This research suggests scenarios of learning in real life contexts with smart devices and provides user interface prototypes to show their characteristics more effectively. For this, literature review was conducted to understand the strength and limitations of current learning in which real life contexts are used. Then, the characteristics of smart devices as a support tool of learning service was reviewed. With such understand, a user research was executed to establish 10 design guidelines for learning service in real life contexts. Finally, this paper suggested two scenarios that shows learning in real life contexts as case studies and their detailed user interface protypes.

Contents Service of EBS in the Era of Smart Media (스마트 미디어 시대 EBS의 콘텐츠 서비스)

  • Park, Joo-Yeun
    • The Journal of the Korea Contents Association
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    • v.15 no.5
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    • pp.36-46
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    • 2015
  • The purpose of this study is to investigate the characteristics of diverse contents service of EBS providing on the multi-platform in the era of smart media. This study investigated contents service of EBS in order to seek and suggest EBS's competitiveness in the era of smart media environment. As a result, EBS is providing real-time service, VOD and e-learning, but its current contents service is concentrated on providing e-learning service. This study recommended that EBS need to reinforce contents suitable for various multi-platform uses. It also suggested EBS need to cooperate with diverse webs service and SNS service in order to widen openness of its platform, and to provide not only diverse contents, but also applications by offering mobile and on-demand contents and services. Finally, this study proposed that EBS is needed to move towards a more public and comprehensive media portal.

The Study of Factors Affecting the e-Learning Performance (e-Learning 학습 성과에 영향을 미치는 요인 분석)

  • Lee, Moon-Bong;Kang, Byung-Young
    • Journal of Korea Society of Industrial Information Systems
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    • v.12 no.5
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    • pp.173-182
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    • 2007
  • e-Learning can be seen as not only one of Internet based information systems which can provide education services, but also one of teaching-learning methods which can implement self-directed learning. This paper tests factors affecting the e-Learning performance based on information systems success model and self-efficacy theory using a field study. Questionnaires are collected from 216 students who are enrolling a e-learning class using online survey. The results are following: first, the service quality and self-efficacy are significant predictors of use intention, but system quality and information quality are not. second, the system quality, information quality, service quality and self-efficacy are significant predictors of user satisfaction. Third, use intention and user satisfaction are found to be a strong predictor of the learning performance.

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Outcomes of active learning methods in an electrocardiography course; identifying the effects of flipped, case-based, and team-based learning (액티브 러닝 학습방법을 활용한 심전도 개론 및 실습 교과과정의 학습효과와 만족도 조사)

  • Kim, Chul-Tae;Kim, Jung Sun
    • The Korean Journal of Emergency Medical Services
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    • v.23 no.2
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    • pp.61-73
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    • 2019
  • Purpose: This study aimed to introduce active learning methods, including flipped, case-based, and team-based learning in an electrocardiography (ECG) course and to investigate outcomes and satisfaction with these methods. Methods: To identify the learning effect of active learning, pre-and post-academic self-efficacy was compared between the experimental and control groups. In the experimental group, pre-and post-knowledge and clinical performance regarding ECG were also assessed. In addition, class satisfaction was investigated after application of active learning methods in the experimental group. Data were collected from 84 paramedic students and analyzed using SPSS 22.0 (IBM, Armonk, NY, USA). Results: The experimental group showed significant improvement in post-academic self-efficacy and knowledge. The experimental group also showed high clinical performance (9.83 out of 10 in ECG checking ability and 9.63 out of 10 in ECG reading ability). The mean satisfaction score was 4.23 out of 5 (responses based on a Likert scale) in the experimental group. Conclusion: Active learning in an ECG course was found to be highly effective and satisfactory. Furthermore, paramedic students can enhance their accountability and judgement with team-based learning through free engagement in discussion.