• Title/Summary/Keyword: 강화 학습

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A Machine Learning-based Total Production Time Prediction Method for Customized-Manufacturing Companies (주문생산 기업을 위한 기계학습 기반 총생산시간 예측 기법)

  • Park, Do-Myung;Choi, HyungRim;Park, Byung-Kwon
    • Journal of Intelligence and Information Systems
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    • v.27 no.1
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    • pp.177-190
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    • 2021
  • Due to the development of the fourth industrial revolution technology, efforts are being made to improve areas that humans cannot handle by utilizing artificial intelligence techniques such as machine learning. Although on-demand production companies also want to reduce corporate risks such as delays in delivery by predicting total production time for orders, they are having difficulty predicting this because the total production time is all different for each order. The Theory of Constraints (TOC) theory was developed to find the least efficient areas to increase order throughput and reduce order total cost, but failed to provide a forecast of total production time. Order production varies from order to order due to various customer needs, so the total production time of individual orders can be measured postmortem, but it is difficult to predict in advance. The total measured production time of existing orders is also different, which has limitations that cannot be used as standard time. As a result, experienced managers rely on persimmons rather than on the use of the system, while inexperienced managers use simple management indicators (e.g., 60 days total production time for raw materials, 90 days total production time for steel plates, etc.). Too fast work instructions based on imperfections or indicators cause congestion, which leads to productivity degradation, and too late leads to increased production costs or failure to meet delivery dates due to emergency processing. Failure to meet the deadline will result in compensation for delayed compensation or adversely affect business and collection sectors. In this study, to address these problems, an entity that operates an order production system seeks to find a machine learning model that estimates the total production time of new orders. It uses orders, production, and process performance for materials used for machine learning. We compared and analyzed OLS, GLM Gamma, Extra Trees, and Random Forest algorithms as the best algorithms for estimating total production time and present the results.

The Operation Plan of the Community-Linked Extracurricular Education program for Lifelong Education for the Persons with Disabilities Based on the Memorandum of Understanding (MOU) of Extracurricular Education between Chosun University and Daegu University (조선대학교-대구대학교 비교과 교육 업무협약(MOU) 기반 지역 연계 장애인평생교육 비교과프로그램 운영 방략)

  • Kim, Young-Jun;Kim, Wha-Soo;Rhee, Kun-Yong
    • The Journal of the Convergence on Culture Technology
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    • v.8 no.2
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    • pp.273-280
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    • 2022
  • Based on the MOU between Chosun University and Daegu University, this study was conducted with the aim of exploring the operation strategy of a extracurricular education program on the theme of lifelong education for the disabled in community connection. In front-line university sites, extracurricular education programs are often recognized as forms and procedures to assist in subject learning at the major or liberal arts level, but they have a very important status and identity considering that they are classified as "learning competency reinforcement support", "career psychological counseling support", "employment and start-up support", "subject-linked extracurricular education". Accordingly, the extracurricular education programs has the nature and advantage of covering not only the level of the one-time trend program itself, but also various community -linked problem-solving learning, including students' major learning and employment linkage. As part of the above, this study aims to present a strategy for the operation of a extracurricular education programs with the main theme and content of "lifelong education for the disabled" by viewing Chosun University and Daegu University. The contents of the study were largely presented as "organizational operation strategy between two universities," "operation strategy of curriculum between two universities," and "comprehensive system for extracurricular education programs operation of lifelong education for the disabled between the two universities". First, the first research content, "Organized Operation Strategy between Two Universities," was schematized in detail the process of collaborating and communicating with Chosun University's center of extracurricular activities, Daegu University Lifelong Education Center, and other committees and departments. The second research content, "The Curriculum Operation Strategy between Two Universities", is a detailed schematic diagram of the learning contents, methods, and procedures to be organized in the extracurricular education program. The third study, "Comprehensive System of extracurricular education program Operation for Lifelong Education for the Disabled between Two Universities," presents the results of synthesizing the basis elements essential for operating the extracurricular education program at the level of a roadmap. As a result of the study, it was possible to see the project tasks that could be promoted in-depth through the operation of a extracurricular education program on lifelong education for the disabled through the MOU between the two universities.

Exploration of Contents Composition of High School Earth Science for the 2022 Revised Curriculum: Focus on the Area of Astronomy (2022 개정 교육과정 고등학교 지구과학 내용 구성 방안 탐색 -천문 영역을 중심으로-)

  • Kim, Hyunjong
    • Journal of The Korean Association For Science Education
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    • v.41 no.6
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    • pp.441-454
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    • 2021
  • In this study, we propose the composition of contents on the area of astronomy for high school Earth Science elective courses for the 2022 revised curriculum based on high school students' perceptions of changes in Earth Science core concepts over the curriculum revisions, and analysis of learning elements in the area of astronomy for domestic and foreign Earth Science curriculum. Four Earth Science education experts compared and analyzed the astronomy contents presented in Korea, the US, British Columbia (BC) in Canada, Japan, and the International Baccalaureate Diploma Program (IBDP) curriculum. According to the survey results, high school students who answered that they were most interested in the core concepts of astronomy expressed a lot of regret that the contents related to astronomical observation were eliminated from the 2015 revised curriculum. As a result of comparing domestic and foreign curriculum, Korea and IBDP curriculum dealt with the largest amount of learning elements in astronomy. In the case of BC in Canada and IBDP, astronomy was offered as an independent subject, and the curriculums of Japan and Korea dealt with astronomy in the Earth Science subject. According to the results, it is necessary to develop general elective courses in Earth Science with astronomy-related contents with high discriminating power in order to strengthen astronomy education. Since astronomy requires background knowledge from various disciplines and inter-disciplinary learning was required, it is necessary to organize the career-related elective courses in Earth Science so that astronomy can be dealt with according to the knowledge structure of general Astronomy. Based on the research results, ways to organize astronomy contents for Earth Science elective courses were suggested.

Study on the Effectiveness of Resilient Parenting Program ("탄력적 부모되기" 프로그램의 효과성연구)

  • Yang, Ok-Kyung;Kim, Yoen-Soo;Kwon, Ja-Young
    • Korean Journal of Social Welfare
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    • v.58 no.1
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    • pp.143-173
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    • 2006
  • This study is about the verification of the effectiveness of 'Resilient Parenting Program' based on Walsh's family resilience approach. The program was developed for strengthening parenting self-efficacy and increasing parent satisfaction and family relation as well. The program was practiced once a week for 8 weeks at the B community service center and each session lasted for 2 hours. The participants of the program were 13 mothers of elementary schools who had a need to increase their parenting skills and satisfaction. Among the 13 participants, 7 of them were arranged to the experimental group and 6 of them were included to the control group. The scores of the two groups at the point of pre-test, post-test and follow-up test, 3 months after the termination of the program, were analysed and compared through the Wilcoxen matched pairs signed rank test and Mann-Whitney U test. The scales adapted in this study were the Parent Satisfaction Scale, the Parenting Self-efficacy Scale, and the Family Relation Scale. As the results of the analyses, there were significant differences of the increases in the area of parent-child relationship satisfaction, general parent satisfaction, parenting self-efficacy, and family relation between the two groups. In conclusion, the effectiveness and utilization of the program were confirmed. Also, it is verified that the program can be an important tool for strengthening healthy family functioning through the interventions of parents in the field of community based social work practice.

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Study on the Direction of College Admission through the Analysis of the 2015 Revised Curriculum : Focused on In-depth Interview with Experts (2015 개정 교육과정 운영 실태 분석을 통한 대학 입시 방향 연구: 전문가 심층 인터뷰를 중심으로)

  • Baek, Min-kyung;Baek, Kwang-ho;Lee, Je-Young
    • The Journal of the Korea Contents Association
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    • v.20 no.11
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    • pp.422-434
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    • 2020
  • This study aims to analyze the types of college admission that should be strengthened or reflected in universities and to suggest the direction of entrance examination by identifying the actual implementation of the literature-science integrated 2015 revised national curriculum. In order to do so, in-depth interviews on the current state were executed to five curriculum experts. As a result of the interview, it was found that the introduction and adoption of clear admission types look into the inner side of high school life are necessary. Also, it is required to establish specific criteria for student selection expand in-depth interviews related to learning activities in high school, strengthen evaluation competence of admission staffs and recruit more evaluation personnel. In addition, in order to revitalize the 2015 revised curriculum, it is necessary to evaluate how many subjects, especially in career-related subjects, students have taken in order to expand the school record-focused system. For this, it is required to extract evaluation elements and criteria of universities that can grasp continuous and active role performance, and to design a typical design that can objectively judge them. This study can contribute to the settlement of the selection process that can revitalize public education. And it is expected that the selection of the talents desired by the university will be used as a possible basic data.

Interaction between Innovation Actors in Innovation Cluster: A Case of Daedeok Innopolis (혁신클러스터 내에서의 혁신주체들 간 상호작용의 변화: 대덕연구개발특구를 중심으로)

  • Lee, Sunje;Chung, Sunyang
    • Journal of Korea Technology Innovation Society
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    • v.17 no.4
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    • pp.820-844
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    • 2014
  • Various innovation theories, such as innovation system, innovation cluster, triple helix model, are different in their focus. However they all emphasize the interaction between innovation actors in order to generate, diffuse, and appropriate technological innovations successfully. This study analyzes how the interaction of innovation actors in Daedeok Innopolis has been changed since the introduction of innovation cluster policy like the designation of Daedeok Innopolis. Based on the analysis of survey data, Innopolis statistics, and patent joint-application data, we come to the conclusions that the Daedeok Innopolis has characteristics of multi-level governance structure, in which innovation cluster, i.e. Daedeok Innopolis, regional innovation system, and national innovation system directly overlap under the framework of innovation system. In addition, from the perspectives of triple helix model, we are able to verify that the inter-domain interactions between innovation actors, such as tri-lateral network, have been constantly increased in the Daedeok Innopolis. Based on our analysis, we identify some policy suggestions in order to strengthen the competitiveness of the Daedeok Innopolis as well as other innovation clusters in Korea. First, the network activities between innovation actors within innovation cluster should be strengthened based on the geographical accessibility. Second, private intermediate organizations should be established and their roles should be extended. Third, the entrepreneurial activities of universities within innovation cluster should be strengthened. In other words, the roles of universities within the Innopolis should be activated. Finally, the government should provide relevant policy supports to activate the interactions between innovation actors within innovation cluster.

Longitudinal Trends(2004-2014) of the Use and Non-use of Information Technology among Older Adults (노인의 정보기술 이용과 비이용의 실태 및 태도: 2004-2014 종단적 추이)

  • Kim, Myoung-Yong;Jun, Hey Jung
    • Journal of the Korea Academia-Industrial cooperation Society
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    • v.17 no.6
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    • pp.482-494
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    • 2016
  • This study examines the longitudinal trends regarding awareness of informatization, Information Technology (IT) use, and attitudes towards IT among older adults aged 60 or over. Surveys were conducted in 2004 and 2014 at senior welfare centers in Seoul, Korea. The trends between 2004 and 2014 showed that the rate of Internet use increased among older adults who lived alone, were aged 70 or over, had middle education level, had low income, or were unemployed. Older adults had positive attitudes towards IT, and users were more positive than non-users. The levels of IT use were low among users, and their reasons for IT use were for psychological, emotional, and practical purposes. For non-users of IT, their passive tendencies toward IT use and informatization were amplified. As such, the state of IT use and attitudes toward it among older adults in Seoul were longitudinally different, and the differences in awareness and ability between users and non-users tended to increase.

Comprehensive Measures the Elimination of Violence in Schools validated - Centered on the fundamental countermeasures - (학교폭력 근절 종합대책에 대한 유효성 검증 - 근본대책을 중심으로 -)

  • Jung, Sung Sook
    • Convergence Security Journal
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    • v.13 no.5
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    • pp.187-196
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    • 2013
  • Recently, school violence has come to the fore as a social phenomenon. "Comprehensive countermeasures for eradication of school violence" as a policy safety are created by Safety Administration bureau and Ministry of Education, Science and Technology under the chairmanship of the Office of Prime Minister on Feb,2012. This policy is supposed to be test-operated for a year from March, 2012. but voices of concern about effectiveness have been brought up by some critics greatly. So 172 teachers in high school in Seoul were surveyed in order to examine the effectiveness of "Comprehensive countermeasures for eradication of school violence" with a questionnaire composed of 5 point Likert-type. Among the fundamental measures, there were a total of 12 countermeasures about 'Practices for personality education' (with the exception of unrelated one question). 'Expanding opportunities of various art education and Supporting reading activities' of them ranked highest on average. Then, 'Reflecting results of special feature related to character develops to the Selection of Admission officers and Self-directed learning was the next. And among the three countermeasures about 'Reinforcement of roles of the family and society', 'Pan governmental conducting annual campaign related to broadcast, press, civic group to combat school violence was highest. Finally, among the 7 countermeasures about 'Countermeasure about harmful factors of games and internet addiction', 'Reinforcement of preventive discipline about game and internet addiction' was highest and 'Development and Promotion of various educational contents for preventive discipline about game and internet addiction' was the next.

A Case Study on Building a System Dynamics Model for Strategic Knowledge Management (전략적 지식경영을 위한 시스템 다이내믹스 모델 구축 사례 연구)

  • Park, Sang-Hyun;Yeon, Seung-Jun;Kim, Dong-Ho;Kim, Sang-Wook
    • Information Systems Review
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    • v.7 no.2
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    • pp.101-115
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    • 2005
  • IT companies make a lot of effort to share and utilize the experiences of their members and transform them into organizational knowledge as a competitive core. However they face a dilemma in that they have to spend time and financial resources to perform activities around knowledge management for the long-term gains, while carrying at field-work for making short-term profits. As an initial attempt to tackle this managerial problem, this paper tries to investigate the mechanism of knowledge management in a small IT company in Korea with a synthetic view-point using system dynamics simulation model. It depicts the dynamic behaviors of knowledge management and presents some findings of political leverage. Although this model has to be further replenished, the scheme for the dynamism of knowledge management and the findings presented in the paper could be useful for the decision makers, especially of knowledge-intensive organizations.

A Study On The Current State And Argument Over the Accreditation of Engineering Education In Japan (일본의 기술자교육인정평가의 실제와 문제점에 관한 연구)

  • Shin, Dong-Eun;Choi, Keum-Jin;Im, Seung-Soon
    • Journal of Engineering Education Research
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    • v.14 no.1
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    • pp.20-31
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    • 2011
  • This study was conducted to get the significant implications for the accreditation of engineering education in Korea from the case of Japan. We researched the terminology of 'accreditation', the outline, the current progress, and argument over the accreditation of engineering education in Japan. We suggested the seven implications for ABEEK. First, ABEEK has to use the engineering societies more in assessing the programs. Second, ABEEK should be flexible to meet the original goals. Third, ABEEK can use the observer system to train the examiners. Fourth, ABEEK needs to provide the real benefits to the students and accredited programs to encourage them to finish the accredited course. Fifth, the programs need to organize the committes in the direction that every faculty member can share the assessment results and execute the real course improvement. Sixth, ABEEK should permit the programs to use the curricular courses to check the achievement of program outcomes. And seventh, ABEEK needs to have meta-evaluation to exercise the reasonable authority.