• Title/Summary/Keyword: semantic network

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Pixel level prediction of dynamic pressure distribution on hull surface based on convolutional neural network (합성곱 신경망 기반 선체 표면 압력 분포의 픽셀 수준 예측)

  • Kim, Dayeon;Seo, Jeongbeom;Lee, Inwon
    • Journal of the Korean Society of Visualization
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    • v.20 no.2
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    • pp.78-85
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    • 2022
  • In these days, the rapid development in prediction technology using artificial intelligent is being applied in a variety of engineering fields. Especially, dimensionality reduction technologies such as autoencoder and convolutional neural network have enabled the classification and regression of high-dimensional data. In particular, pixel level prediction technology enables semantic segmentation (fine-grained classification), or physical value prediction for each pixel such as depth or surface normal estimation. In this study, the pressure distribution of the ship's surface was estimated at the pixel level based on the artificial neural network. First, a potential flow analysis was performed on the hull form data generated by transforming the baseline hull form data to construct 429 datasets for learning. Thereafter, a neural network with a U-shape structure was configured to learn the pressure value at the node position of the pretreated hull form. As a result, for the hull form included in training set, it was confirmed that the neural network can make a good prediction for pressure distribution. But in case of container ship, which is not included and have different characteristics, the network couldn't give a reasonable result.

Analysis of Domestic and Foreign Local Biodiversity Strategies and Action Plan (LBSAP) using Semantic Network Analysis (언어네트워크 분석을 이용한 국내·외 지역생물다양성 전략 분석)

  • Lee, Hyeon-jae;Sung, Kijune
    • Journal of Environmental Impact Assessment
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    • v.27 no.1
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    • pp.92-104
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    • 2018
  • The loss of biodiversity has become a global issue. In order to cope with this problem, national biodiversity strategies and action plan (NBSAP) at national level as well as local biodiversity strategies and action plan (LBSAP) at local level have been established in many countries. In this study, we analyzed 8 domestic LBSAPs and 41 foreign LBSAPs through semantic network analysis to investigate the characteristics of domestic and foreign LBSAPs. The results showed that conservation and management were the most used keywords in both domestic and foreign LBSAPs but the ranking of other keywords used in vision, goal, strategy, and action plan sector was different. Thus, it has been found that there is a difference between domestic and foreign practical approaches to conservation and management of biodiversity. Results of the network analysis showed that the domestic network has a more detailed distributed network, while the foreign network has a more comprehensive and integrally configured dense network. These differences may be due to differences of threats to biodiversity, problem recognition, or differences in local circumstances. These results are expected to help establish LBSAP in other region or to assess the local roles to achieve the strategic goals of the Convention on Biological Diversity.

Analysis of the Questioning Characteristics of Elementary Science Gifted Education Teaching Materials using the Sternberg's View of Successful Intelligence: Focused on Semantic Network Analysis (Sternberg의 성공지능 관점을 적용한 초등 과학영재교육 교재의 발문 특성 분석: 언어네트워크분석을 중심으로)

  • Chung, Duk Ho;Jin, Mina;Park, Kyeong-Jin
    • Journal of the Korean earth science society
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    • v.40 no.6
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    • pp.654-670
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    • 2019
  • From the perspective of science gifted education, the successful intelligence theory is a means to understand how the gifted education curriculum reflects the characteristics of science gifted students. The purpose of this study is to investigate if the successful intelligence is fully reflected in the teaching materials of two gifted education centers (GECDOE: Gifted Education Center affiliated with District Office of Education, GSEIU: Gifted Science Education Institute attached to University). For this study, we selectively used 143 (GECDOE) and 134 questions (GSEIU) from the teaching materials of two gifted education centers. Those questions is analyzed through the semantic network analysis method. The results are as follow. First, the teaching materials of two gifted education centers are not evenly reflected in the successful intelligence, such as analytical ability, creative ability, and practical ability. Second, the teaching materials of two gifted education centers intensively demands analytical ability for students such as 'identify problem', 'represent and organize information', and 'additional prompts for analytical thinking'. Third, the teaching materials of two gifted education centers are presented to students without linking each frame of successful intelligence to one another. As the gifted students are quick to learn and show a preference for more complex thinking, it is necessary to develop teaching materials to experience the various abilities and promote integrated thinking according to the level of the gifted students. In this respect, this study is expected to be used as useful information for developing teaching materials to support customized education for gifted students.

Semantic Network Analysis of Government's Crisis Communication Messages during the MERS Outbreak (메르스 확산에 따른 정부의 위기 대응 메시지 언어 네트워크 분석)

  • Lee, Mina;Hong, Juhyun
    • The Journal of the Korea Contents Association
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    • v.16 no.5
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    • pp.124-136
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    • 2016
  • Because of continuous outbreaks of disasters and emergencies, the importance of government crisis management has been increased. This study analyzed the Korean government's response messages during the 2015 MERS outbreak, which was an emergency issue that showed a great ripple effect. According to the three diffusion phases of MERS, the semantic network analysis of 134 press releases on the central and local governments' official web sites of MERS was conducted. The results showed that during the early stage of MERS, the central government misperceived the crisis situation, and as a result, specific and enough information was not provided promptly regarding a list of hospitals with known MERS exposure and prevention method. During MERS diffusion and decline stages, Seoul and Gyeonggi-do provided more specific and actionable messages than the central government. This study was meaningful in that it analyzed and evaluated crisis communication messages during an outbreak of the infectious disease. The findings of this study provide useful implications for government officials in their crisis management and communication strategy during emergency risk situations.

A Study on the Trend of the International Media's Reports on the EXPO 2012 Yeosu Korea: A Semantic Network Analysis (2012여수세계박람회에 대한 해외언론의 보도추이 분석: 언어 네트워크 분석기법을 중심으로)

  • Kim, Young-Khee;Lee, Jeong-Rock
    • Journal of the Economic Geographical Society of Korea
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    • v.17 no.4
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    • pp.743-758
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    • 2014
  • It has widely been recognized that the EXPO 2012 Yeosu Korea was a succeeded mega event, according to, at least, the international media's attention and reports. This study analysed and compared the trends of the international media's reports on Yeosu in terms of before, preparing, during, and, after periods of the event, through a semantic network analysis. It was revealed that the images of Yeosu have dramatically been upgraded. The city of Yeosu, before the event, was a small port city of South Korea's southern part of peninsula. The city, after the nomination for the next host city of the exposition, was described to a city who had a full potentiality to host a world exposition, not a southern port city of South Korea. After the event was opened, Yeosu was a city of cutting-edge technology and cultural creativity, who had contributed to solve our humankind's pending ecological problems. Even after the events closed, Yeosu was continuously impressed as a ex-city of world exposition, a hub city of Asia trade, and a center for marine ecological restoration. It was suggested that extended monitoring, differentiated communication strategies, long-term planning, and professionalization of the staffs.

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Students' and Teachers' Perception on the Roles and Qualifications of Teacher Librarians based on the Semantic Network Analysis (언어네트워크 분석을 통한 사서교사 역할 및 자질에 대한 학생과 교사의 인식 연구)

  • Lee, Yeon-Ok
    • Journal of Korean Library and Information Science Society
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    • v.51 no.3
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    • pp.81-102
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    • 2020
  • The purpose of this study is to examine the students' and teachers' perception about the roles and qualifications of teacher librarians. For this purpose, data were collected through survey from students and teachers at secondary schools and the data were analyzed by semantic network analysis. The results of the research are as follows: First, students usually perceived the role of teacher librarians as 'library management', and teachers did as 'reading education'. Second, among the roles of teacher librarians, it was confirmed that students' and teachers' perceptions of 'information literacy instruction and library instruction' were very weak. Third, while the students' perception of the role of a teacher librarian as a 'teaching collaborator' such as 'teaching and learning support' and 'library assisted instruction and collaborative instruction' was weak, teachers recognized the role of teacher librarians as 'teaching collaborators'. Fourth, students and teachers perceived high levels of 'information service', which consists of 'book recommendation and guide activities'. Finally, it was investigated that 'professionalism' plays a central role in the students' and teachers' perception about the qualities of teacher librarians. These results can be used to establish the role of teacher librarians, develop response strategies for students and teachers, and improve their awareness.

High School Teachers' and Students' Perceptions on the Purpose of Science Learning based on the Semantic Network Analysis (언어네트워크분석에 기초한 과학학습의 목적에 대한 고등학교 교사와 학생들의 인식)

  • Park, Kyeong-Jin;Chung, Duk-Ho;Ha, Minsu;Lee, Jun-Ki
    • Journal of The Korean Association For Science Education
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    • v.34 no.6
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    • pp.571-581
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    • 2014
  • This study aims to investigate how high school teachers and students perceive the purpose of science learning. Participants were high school science teachers and students from one hundred and sixty high schools nationwide, which were selected through proportional stratified sampling method. Teachers and students responded on open-ended questionnaires about the purpose of science learning. The data were analyzed using the semantic network analysis method. Our study illustrates three major finding: First, teachers recognized the intrinsic value related to cognitive domain as the more important purpose of science learning, while students recognized the extrinsic value related to personal usefulness domain as more important. Second, teachers' responses were significantly different depending on the teaching career. Beginning teachers believed both intrinsic and extrinsic values were equally important, while experienced teachers believed the cognitive domain about understanding of scientific knowledge was more important than intrinsic values. In other words, the differences in perception of the purpose of science between teachers and students, the experienced teachers is greater than the beginning teachers. Finally, students' responses were different depending on their academic track. Humanity major students recognized that learning science made their everyday-life easier while science major students recognized that learning science should be related to their future careers. In conclusion, the results of this study is expected to be of use as the basic data to identify the characteristic of teachers and students related to science.

A discourse analysis for Korean women's leisure culture from 1960s to the present - Application of semantic network analysis (현대 한국 여성의 여가문화에 대한 담론 변화 연구 - 1960-2010년대 신문 기사의 의미연결망 분석을 중심으로 -)

  • Cha, Min-Kyung
    • Review of Culture and Economy
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    • v.21 no.2
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    • pp.197-229
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    • 2018
  • This study investigates the social discourse for Korean women's leisure culture and analyzes the conflicts between the ideologies which affected to the women's leisure issues with the social and cultural context. For this purpose, this study analyzed a sum of 652,513 words of 4,614 news articles about Korean women's leisure by applying semantic network analysis. In the 1960s, both the enthusiasm for 'modernization' and 'good wife and wise mother' ideologies were simultaneously affected to women's leisure discourse. 'The good wife and wise mother' ideology have a stronger impact on women's leisure culture in the 1970s. In the 1980s, even though the Korean women had higher education background and advanced social status compared to the former periods, both 'good wife and wise mother' ideology and 'modern career women' ideology conflicted each other. The conflicts between the two ideologies were intensified in the 1990s and the women tended to sacrifice their leisure in the course of the ideological conflicts in the 2000s. In the 2010s, women who exhausted due to the intensified conflicts between the two ideologies showed preference for passive forms of leisure.

The Periodical Trend of Urban Regeneration through Mass Media - Focused on the 1920s and 1990s - (매스미디어를 통해 본 도시재생의 시대적 동향 - 1920년대~1990년대를 중심으로 -)

  • Kim, Sa-rang;Lee, Jeong
    • Journal of the Korean Institute of Landscape Architecture
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    • v.47 no.2
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    • pp.28-48
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    • 2019
  • This research is aimed at identifying the perception associated with urban regeneration and predicting policy implications of future directions by analyzing the trend of urban regeneration depicted in the mass media by utilizing SNA (Semantic-Network Analysis) techniques. As the number of articles has increased, it is noted through analysis that the interrelationships between social phenomena and issues have combined to form the meaning of urban regeneration. Overall, 'urban' and 'regeneration' keywords also appeared at different periods, with 'urban' closely related to 'regeneration' starting in 1970 when urbanization was becoming more prevalent. It was analyzed that the frequency of 'urban' appeared more frequently in the early 1990s, while the frequency of 'rural' decreased sharply. Until the 1990s, the slums and the recession that appeared as side effects of urban problem-solving policies were mostly concentrated in cities. Policy discussions were conducted with the goal of improving the physical environment of cities rather than concentrating on the surrounding rural areas. The distributions of the keywords 'development' and 'regeneration' have increased quantitatively since the 1970s, and urban polarization has exploded due to the development of the external growth of cities, mirroring the trend of accelerated environmental threats. In particular, the keywords for 'regeneration' emerged mainly related to environmental problems, which led to the need for urban regeneration, and environmentally and ecologically friendly development. The emergence of "urban," "regeneration" and "environment" as keywords having to do with urban regeneration grew in the 1990s. This suggests that urban regeneration is now linked to "environment", as that has become a social issue.

Analysis of Images of Middle School Students' Preference and Avoidance of Science Teachers by Class Situation Using Semantic Network Analysis (언어 네트워크 분석을 활용한 중학생들의 과학 교사에 대한 수업 상황별 선호, 기피 이미지 분석)

  • Cho, Yunjung;Kim, Youngshin;Lim, Soo-min
    • Journal of Science Education
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    • v.45 no.1
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    • pp.55-68
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    • 2021
  • The modern society is rapidly changing, and accordingly, the required teacher image is changing as well. Middle school students are immature, when they undergo major changes both physically and mentally, and teachers have a great influence. How students perceive the teacher determines the relationship between teachers and students. Therefore, it is necessary to analyze what kind of teacher image middle school students want. The purpose of this study is to analyze the image of a science teacher who prefers and avoids each class situation perceived by middle school students. To this end, 502 middle school students were divided into five classes: class type, class material presentation method, subject instruction method, subject content explanation method, and class atmosphere, and the image of science teacher who prefers and avoids is described in an open format. Concepts presented by middle school students were analyzed through semantic network analysis (SNA). The conclusions of this study are as follows: first, in order to make middle school students interested in science, an inquiry-centered experiment class should be conducted. Second, the change of class by science teacher can change it into preferred science class. Third, student-centered classes should be conducted according to the level so that students can understand. Finally, science teachers continue to strive through communication between science teachers and students, and students and students, and look forward to changes in science classes through this.