• KIPS Transactions on Computer and Communication Systems
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• v.9 no.8
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• pp.171-180
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• 2020

Smart Factory consists of digital automation solutions throughout the production process, including design, development, manufacturing and distribution, and it is an intelligent factory that installs IoT in its internal facilities and machines to collect process data in real time and analyze them so that it can control itself. The smart factory's equipment works in a physical combination of numerous hardware, rather than a virtual character being driven by a single object, such as a game. In other words, for a specific common goal, multiple devices must perform individual actions simultaneously. By taking advantage of the smart factory, which can collect process data in real time, if reinforcement learning is used instead of general machine learning, behavior control can be performed without the required training data. However, in the real world, it is impossible to learn more than tens of millions of iterations due to physical wear and time. Thus, this paper uses simulators to develop grid sortation systems focusing on transport facilities, one of the complex environments in smart factory field, and design cooperative multi-agent-based reinforcement learning to demonstrate efficient behavior control.

• Proceedings of the Korean Information Science Society Conference
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• 2000.10b
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• pp.583-585
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• 2000

과학 문명의 발달은 산업 분야뿐만 아니라 사회, 문화의 영역에 이르기까지 폭발적 발전을 가능하게 하였으나, 자연 환경을 함부로 파괴하게 되었고 인류의 삶의 터전을 회복불능의 상태로 만들어 인간을 포함한 모든 생명체의 생존을 위협하고 있다. 환경은 한번 파괴되면 이를 회복시키는데 많은 시간과 비용이 소요된다. 따라서 환경에 대한 인식과 지식 및 기능을 습득하고 올바른 태도를 기르는 환경교육이 절실히 요구된다. 그러나 현재 우리 나라 초등학교에서의 환경교육은 대부분 인지적 측면만을 지고하고 있어 환경보전 인식의 내면화를 위한 교수-학습 방법을 필요로 하고 있다. 최근 웹을 교육에 활용하는 다양한 방법이 시도되고 있으며, 특히 웹 기반 프로젝트 학습은 정보의 수용이 아니라, 학생들의 연구에 의한 학습의 개념을 도입하고 있어 교사의 지도에 의지하지 않고 학생들의 자발적인 노력으로 프로젝트를 완성해 가는 것을 가능하게 해준다. 본 논문에서는 웹 기반 프로젝트를 활용하여 개인 또는 학급내 및 타 학급간의 협력을 전제로 환경을 탐구하고 환경 문제를 발견하며 이를 해결해 나가는 환경교육이 가능한 시스템을 설계하고 구현하였다. 이러한 웹 학습 공간을 마련하여 학습자가 다양한 자료를 쉽게 얻을 수 있게 함과 동시에 상호 정보 교환을 통한 협력 학습을 함으로써 이들에게 자연의 소중함을 일깨우고 환경보전을 실천하는 기틀을 다질 수 있도록 하였다.

• Journal of the Korea Academia-Industrial cooperation Society
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• v.15 no.4
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• pp.2062-2073
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• 2014

Relationship learning is very important to grow and develop interorganization. Greatly to ours regret, relationship learning study have left unexplored with regard to interfirm's relationship. The purpose of this study is to analyze the effects of relationship benefits on relationship learning and cooperation of buyer-seller in food material industries. We collected statistically usable data from 228 questionnaire respondents who deal with food firms and analyzed them with SPSS 20.0 and Amos to achieve research's goals. Analysis results revealed that, first, relational benefits of economical benefits and psychological benefit had impacts on relationship learning between buyer and seller in food material channel market. Second, the survey found that relationship learning has impact on collaboration. Third, on the other hand, relationship benefits of social benefits had no effect relationship learning. Summary and strategy implication will be mention in conclusion.

• Korean Journal of Comparative Education
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• v.18 no.4
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• pp.141-162
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• 2008

Many e-learning programs in Korea use lecture as a main instructional method. A meta-analysis study reports that e-learning programs using lectures were the most ineffective. In addition, many researchers in the field of distance education contend that the active participation of learners is the key to the success of e-learning. These imply why we can easily find many people who don't have good impression about e-learning. The quality of e-learning depends on the application of appropriate pedagogy. This study aims to present the implications for the improvement of e-learning programs in the Republic of Korea by analyzing the psychological characteristics reflected on the e-learning programs in the U. S. that have been improved through design research for a long time. The result shows that the e-learning programs in the U. S. have five major psychological aspects, i.e., reflective thinking, collaborative interaction, knowledge construction, situated action, and utilizing multiple representations. Consequently, this study suggests that e-learning programs in the Republic of Korea need to reflect learning principles such as learning by doing, situated learning, collaborative learning, learning with multiple representations in order to improve the quality.

• The Journal of the Korea Contents Association
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• v.15 no.2
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• pp.529-541
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• 2015

Collaborative learning of collective intelligence-based model is also ideal in higher education did not yet consensus still in the theoretical level. To become collective intelligence-based collaborative learning is to mobilize the competence of the various members should be promoted as much as possible with their own services designed to actively participate in and contribute to the goals of the joint. Is still based collaborative learning model of collective intelligence, which does the actual model is not developed in education is a key program in creative fusion judge called talent. The evolution of the main features of the house just in shaping the content of a modern lecture geureohagi need to check from time to time to see and pay attention. As part of this study, attempts were associated with the tvN planning and attention to trying connector Executive Lecture show "Creative Club 199" content. Well oriented intention to converge the needs of the times, but it is even more compelling naeeotda implement the collective intelligence based on 'how' the reality is that together with the participants.

• KIPS Transactions on Software and Data Engineering
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• v.10 no.4
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• pp.143-152
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• 2021

It is very important to learn behavioral policies that allow multiple agents to work together organically for common goals in various real-world applications. In this multi-agent reinforcement learning (MARL) environment, most existing studies have adopted centralized training with decentralized execution (CTDE) methods as in effect standard frameworks. However, this multi-agent reinforcement learning method is difficult to effectively cope with in a dynamic environment in which new environmental changes that are not experienced during training time may constantly occur in real life situations. In order to effectively cope with this dynamic environment, this paper proposes a novel multi-agent reinforcement learning system, C-COMA. C-COMA is a continual learning model that assumes actual situations from the beginning and continuously learns the cooperative behavior policies of agents without dividing the training time and execution time of the agents separately. In this paper, we demonstrate the effectiveness and excellence of the proposed model C-COMA by implementing a dynamic mini-game based on Starcraft II, a representative real-time strategy game, and conducting various experiments using this environment.

• Journal of Korean Library and Information Science Society
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• v.39 no.2
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• pp.449-467
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• 2008

In this study, collaboration of teacher librarians and subject teachers in school libraries has been investigated(tried, attempted, suggested) in order to improve the information literacy. The effective teaching-learning can be conducted by extending student's roles, which are essential elements in school education. Above all, the model. focused on direct exchange of knowledges in communications between teachers and students has been suggested with consideration of content knowledge, pedagogical knowledge, and technological knowledge.

• Journal of The Korean Association of Information Education
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• v.6 no.2
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• pp.141-153
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• 2002

A project-based learning is the model to solve the problem in cooperation with the members of group. The purpose of this study is to make level learning system using a web on the project-based learning. A Web has the proper nature for students to make their learning environment, so that this study embodied student directed to allow them to expand their abilites. All action of students, that is, suggesting main subject, making plans, activating and adjusting them, and evaluation can be happened in this system. Acoording to the result of applying the system, participants in students Directed level Web based Project Learning intend to implement learning activitis more positively, directly, cooperatively than the existing ones.

• Journal of Korea Entertainment Industry Association
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• v.13 no.7
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• pp.469-477
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• 2019

The purpose of this study was to develop Team Based Learning (TBL) course for students majoring skin care and analyze the effectiveness as well as derive improvement plans. TBL focuses on putting pre-class learning about learning content and the time saved by it into practice activities that apply what is learned. The ADDIE model and the TBL model were applied as the developmental research methodology, and the 'skin care' subject, which was previously taught by lecture base, was redesigned as a TBL class. In addition, the study developed weekly based pre-class learning materials, quiz items for checking pre-class learning, and the team activities' plan. Then, an experimental study was conducted with 43 university students and the effects of TBL instruction were analyzed as follows. First, students who participated in the TBL class showed higher achievement than those who participated in the lecture class, which is a comparative group, especially in the academic achievement that evaluated the acquisition and application of the major concept. Second, there was no significant difference in pretest and posttest results on problem solving ability and cooperative self-efficacy for TBL students. Third, overall satisfaction with TBL class was 4.0, which is high. The discussion of these findings was described, and three suggestions for improving and researching TBL classes were presented.

• Communications of Mathematical Education
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• v.19 no.1 s.21
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• pp.253-269
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• 2005

수학시간에 많은 학생들이 흥미를 갖고 능동적인 학습활동을 할 수 있도록, 실세계 상황의 과제가 제시된 소집단 협력학습, 토론활동 위주의 문제중심학습(PBL:Problem-Based Learning)을 고등학교의 수학교실에 적용한다. 이를 위하여 본고에서는 학습여건의 조성, 적합한 학습과제의 특성, 교사의 역할 등을 중심으로 살펴보고, 발전적인 PBL학습모형을 개발하여 교실 실제에 적용함으로써 고등학교 학생들의 정의적 영역의 태도 변화에 미치는 영향을 살펴보고자 한다.