• Title/Summary/Keyword: 시뮬레이션학습

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Adopting Reinforcement Learning for Efficient Fire Disaster Response in City Fire Simulation (도시 화재 시뮬레이션에서의 효과적인 화재 대응을 위한 강화학습 적용 솔루션의 설계 및 구현)

  • Yeo, Sangho;Oh, Sangyoon
    • Proceedings of the Korea Information Processing Society Conference
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    • 2021.11a
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    • pp.104-106
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    • 2021
  • 도시의 인구 밀집도가 증가함에 따라 도시의 단위 면적당 건물 밀집도 역시 증가하고 있으며, 이에 도시 화재는 대규모 화재로 발전할 가능성이 높다. 도시 내 대규모 화재로 인한 인명 및 경제적인 피해를 최소화하기 위해 시뮬레이션 기반의 화재 대응 방안들이 널리 연구되고 있으며, 최근에는 시뮬레이션에서 효과적인 화재 대응 방안을 탐색하기 위해 강화학습 기술을 활용하는 연구들이 소개되고 있다. 그러나, 시뮬레이션의 규모가 커지는 경우, 상태 정보 및 화재 대응을 위한 행위 공간의 크기가 증가함으로 인해 강화학습의 복잡도가 증가하며, 이에 따라 학습 확장성이 저하되는 문제가 발생한다. 본 논문에서는 시뮬레이션 규모 증가 시 강화학습의 학습 확장성을 유지하기 위해, 화재 상황 정보와 재난 대응을 위한 행위 공간을 변환하는 기법을 제안한다. 실험 결과를 통해 기존에 강화학습 모델의 학습이 어려웠던 대규모 도시 재난시뮬레이션에서 본 기법을 적용한 강화학습 모델은 학습 수행이 가능하였으며, 화재 피해가 없는 상황의 적합도를 100%로 하고, 이것 대비 99.2%의 화재 대응 적합도를 달성했다.

The Instructional Model of Web Courseware Using Multi-Learner Simulation Game (다중 학습자 시뮬레이션 게임형 웹 코스웨어의 수업 모델)

  • 구덕회;김영식;백두권
    • Proceedings of the Korea Society for Simulation Conference
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    • 2000.11a
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    • pp.235-240
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    • 2000
  • 현재 웹 코스웨어의 대부분은 하이퍼텍스트 문서들간의 비선형적인 연결에 의한 학습 방식을 채택하고 있으나, 이는 단순한 페이지 링크형 학습으로서 그리 커다란 교육 효과를 발휘하기에는 어렵다는 한계를 맞이하고 있다. 이러한 상황에서 다중 학습자가 동기적으로 참여하는 시뮬레이션 게임 방식은 웹 코스웨어의 현재 한계를 뛰어넘을 수 있는 하나의 교수·학습 모델이 될 수 있을 것으로 기대된다. 이에 본 논문에서는 다중 학습자가 동기적으로 참여하는 시뮬레이션 게임 방식의 웹 코스웨어에 대한 수업 모델을 제안하고 있다. 이 수업 모델은 Atkinson의 체제적 접근 방식의 게임 설계, Alessi와 Trollip의 시뮬레이션의 구조와 절차, Reigeluth와 Schwartz의 시뮬레이션에서의 학습자 역할에 대한 분석 연구를 기반으로 설계하였다.

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Design of Algodoo Simulation Teaching and Learning Program (Algodoo 시뮬레이션 교수 학습 프로그램 설계)

  • Jeong, Jaehoon;Lee, Taewuk
    • Proceedings of the Korean Society of Computer Information Conference
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    • 2013.07a
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    • pp.199-201
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    • 2013
  • 본 논문에서는 학생들의 과학 교과에서 학생들의 흥미와 학업성취를 향상시키기 위해 컴퓨터 시뮬레이션을 이용한 융합인재 교육 프로그램을 개발 하였다. 최근 디지털 기술의 고도화로 인해 다양한 정보통신 기술과 지식의 융합을 교육 환경에 적용하는 스마트러닝에 대한 관심이 증가하고, 학생들은 모바일 기기의 접근성에 대한 인식이 확대되고 학교 현장에서는 모바일 기기와 교육용 프로그램을 활용한 학습이 활성화 되고 있다. Algodoo는 2D기반 시뮬레이션 프로그램으로 다양한 물리적인 효과를 태블릿과 컴퓨터로 시뮬레이션 할 수 있으며, 웹에서 다양한 물리적인 효과나 원리에 대한 학습내용을 참고 할 수 있다. 교수 학습자료는 2009 개정교육과정 초등 과학에 나온 내용을 분석 후 실생활과 관련된 주제를 선정하여 학생들의 흥미와 이해를 향상시키도록 하였다. 또한 학생들은 개별학습과 협력학습을 통해 학습할 수 있으며, 학습 후에는 학생들이 시뮬레이션을 설계 및 실행하여 평가 및 반성을 할 수 있게 하였다.

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Design and Implementation of a Web Courseware Based on Simulation for Learning the Computer Network (컴퓨터 네트워크 학습을 위한 시뮬레이션형 웹 코스웨어 설계 및 구현)

  • Jeong, Sang-Wook;Song, Tae-Ok;Kim, Tae-Young
    • The Journal of Korean Association of Computer Education
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    • v.3 no.2
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    • pp.39-46
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    • 2000
  • This courseware includes multimedia elements such as graphic, voice and provides simulation learning and animation learning environment. Therefore, a learner can have various learning opportunities, be encouraged learning motivation, and be improved learning outcome. The content of the implemented program in this thesis provides voice and text basically. In addition to simulation learning and animation learning are provided appropriately by the type of content. Specially by using simulation implemented from simple subjects to more complicate subjects, a learner can select the most appropriate learning course and learn the simulation step by step. Through this courseware, a learner can learn more easily and excitedly.

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Design of Efficient Simulation-based Contents at e-Learning (이러닝에서 효율적인 시뮬레이션 기반 콘텐츠 설계)

  • Lee Jun-Hee
    • The Journal of the Korea Contents Association
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    • v.5 no.5
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    • pp.325-333
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    • 2005
  • When a designer creates a new web-based learning-teaching system, there are so many considerations to help learners' learning effect through effective interaction. First of all, web-based simulation is recommended to provide learners with effective and attractive learning environments in web. Efficient study design should be considered because well designed simulation-based contents provide continuous interest for learner. Until now many e-Learning systems provide web-based simulation using various technique. However, those contents require to be reorganized considering the level of accomplishment, learning styles. In this paper, I proposed a system that the learners can share simulation objects among other e-Learning systems using XML web service. By experimental result, the proposed system shows that is more efficient than the conventional system in the self-leading study activity and interactivity.

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Prediction of Multi-Physical Analysis Using Machine Learning (기계학습을 이용한 다중물리해석 결과 예측)

  • Lee, Keun-Myoung;Kim, Kee-Young;Oh, Ung;Yoo, Sung-kyu;Song, Byeong-Suk
    • Journal of IKEEE
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    • v.20 no.1
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    • pp.94-102
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    • 2016
  • This paper proposes a new prediction method to reduce times and labor of repetitive multi-physics simulation. To achieve exact results from the whole simulation processes, complex modeling and huge amounts of time are required. Current multi-physics analysis focuses on the simulation method itself and the simulation environment to reduce times and labor. However this paper proposes an alternative way to reduce simulation times and labor by exploiting machine learning algorithm trained with data set from simulation results. Through comparing each machine learning algorithm, Gaussian Process Regression showed the best performance with under 100 training data and how similar results can be achieved through machine-learning without a complex simulation process. Given trained machine learning algorithm, it's possible to predict the result after changing some features of the simulation model just in a few second. This new method will be helpful to effectively reduce simulation times and labor because it can predict the results before more simulation.

The Effects of Simulation Practice Education Applying Problem-based Learning on Problem Solving Ability, Critical Thinking and Learning Satisfaction of Nursing Students (문제중심학습을 적용한 시뮬레이션 학습이 간호학생의 문제해결능력, 비판적사고, 학습만족도에 미치는 효과)

  • Kim, Ji-Suk;Kim, Young-Hee
    • The Journal of the Korea Contents Association
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    • v.16 no.12
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    • pp.203-212
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    • 2016
  • The purpose of this study was to determine the effects of simulation practice education applying problem-based learning on problem-solving ability, critical thinking disposition, and learning satisfaction of nursing students. 63 nursing students taking the practice subject for integrated simulation at U University in K region were asked to complete a self-administered questionnaire to collect data before and after the simulation practice. The simulation practice education applying problem-based learning was effective in improving problem-solving ability and learning satisfaction significantly and positive correlation was found among problem-solving ability, critical thinking disposition, and learning satisfaction; that is, the better problem-solving ability, the higher level of critical thinking disposition and learning satisfaction. While the results of this study conducted in nursing students at a single university cannot be generalized, it was confirmed that simulation practice education applying problem-based learning was an effective teaching method in improving problem-solving ability and learning satisfaction of nursing students. It is therefore necessary to give simulation practice education applying problem-based learning on a systematic and continuous basis with the objective of improving problem-solving ability and learning satisfaction and promoting critical thinking disposition.

The Impact of Simulation-based Learning in Undergraduate Courses on the Problem Solving and Clinical Competence for New Nurses (학부과정의 시뮬레이션 학습이 신규간호사의 문제해결과정과 임상수행능력에 미친 영향)

  • Hong, Eun-Jeong;Kim, Hyun-Young
    • The Journal of the Korea Contents Association
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    • v.16 no.10
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    • pp.617-626
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    • 2016
  • This study was a descriptive research investigating the impact of simulation-based learning on the problem solving process and clinical competence of new nurses. The 202 participants were new nurses who have provided nursing care for less than 12 months have experienced simulation-based learning more than once in their undergraduate courses. This study found that the number of times participants have experienced the simulation-based learning had no correlation with their problem solving process and clinical competence, but simulation design features correlated with their problem solving process and clinical competence. The results of clustering analysis that examined differences in the effects on problem solving process and clinical competence by classifying simulation design features by clustering also showed significant differences. This study has confirmed the importance of simulation design to simulation-based learning in nursing education. We hope that the findings of the study will be used for effective operation of simulation-based learning. In the future, objective assessment methods will be required to evaluate the effects of simulation-based learning provided in undergraduate courses on nurses' clinical competence.

Feasibility Analysis and Curriculum Design for the Business Simulation Learning (경영 시뮬레이션 학습의 타당성 분석 및 교수모형 설계)

  • Lee, Jae-Won;Park, Jin- Meyoung
    • The Journal of the Korea Contents Association
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    • v.9 no.8
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    • pp.309-323
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    • 2009
  • Business simulation learning is a business education method of the software applications that applied for the university's management training. Its interest is increasing as management training tools to simulate the virtual enterprise and to learn the business management knowledge, management skills, experience and problem-solving. This research was done for the feasibility analysis and management education model design of the business simulation learning. As a prior research to the introduction and operation of the university's business simulation learning curriculum, the need and literature research on the possibility recognition of classes for college students and corporate executives, a demand survey research and analysis was done and discussed the necessity and possibility of the business simulation learning for the industry and universities education area. In addition, we designed a curriculum of the business simulation learning and presented some of education models of management for the university's management training purpose by using the results of the survey research and literature analysis.

Current State and Ways of Improvement of web-based science simulations about magnets and magnetic field (자석 및 자기장 주제에 대한 과학 학습용 웹기반 시뮬레이션의 현황 및 개선 방안)

  • Lee, Sooah;Jhun, Youngseok
    • Journal of The Korean Association of Information Education
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    • v.21 no.2
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    • pp.231-245
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    • 2017
  • This study is to review current state of web-based simulations for science learning about magnets and magnetic field, and evaluate the appropriateness of simulations in terms of contents, strategies and design. We designed a set of criteria for evaluating science simulations and applied it to 14 simulations about magnets and magnetic field. For the evaluation, eight elementary teachers participated and they described specific characteristics of each simulation according to the criteria. Based on the evaluation, we divided the simulations into two groups, excellent vs. normal groups. We analyzed strengths from the simulations in excellent group and weaknesses from the simulations in normal group according to the contents, learning strategies, screen format, and technical features. Implications for ways of improvement in developing web-based science simulations effective to science teaching and learning about magnets and magnetic field were discussed.