• Title/Summary/Keyword: life support

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Machine learning-based Fine Dust Prediction Model using Meteorological data and Fine Dust data (기상 데이터와 미세먼지 데이터를 활용한 머신러닝 기반 미세먼지 예측 모형)

  • KIM, Hye-Lim;MOON, Tae-Heon
    • Journal of the Korean Association of Geographic Information Studies
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    • v.24 no.1
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    • pp.92-111
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    • 2021
  • As fine dust negatively affects disease, industry and economy, the people are sensitive to fine dust. Therefore, if the occurrence of fine dust can be predicted, countermeasures can be prepared in advance, which can be helpful for life and economy. Fine dust is affected by the weather and the degree of concentration of fine dust emission sources. The industrial sector has the largest amount of fine dust emissions, and in industrial complexes, factories emit a lot of fine dust as fine dust emission sources. This study targets regions with old industrial complexes in local cities. The purpose of this study is to explore the factors that cause fine dust and develop a predictive model that can predict the occurrence of fine dust. weather data and fine dust data were used, and variables that influence the generation of fine dust were extracted through multiple regression analysis. Based on the results of multiple regression analysis, a model with high predictive power was extracted by learning with a machine learning regression learner model. The performance of the model was confirmed using test data. As a result, the models with high predictive power were linear regression model, Gaussian process regression model, and support vector machine. The proportion of training data and predictive power were not proportional. In addition, the average value of the difference between the predicted value and the measured value was not large, but when the measured value was high, the predictive power was decreased. The results of this study can be developed as a more systematic and precise fine dust prediction service by combining meteorological data and urban big data through local government data hubs. Lastly, it will be an opportunity to promote the development of smart industrial complexes.

News Big Data Analysis of 'Media Literacy' Using Topic Modeling Analysis (미디어 리터러시 뉴스 빅데이터 분석: 토픽 모델링 분석을 중심으로)

  • Han, Songlee;Kim, Taejong
    • The Journal of the Korea Contents Association
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    • v.21 no.4
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    • pp.26-37
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    • 2021
  • This study conducted a big data analysis on news to identify the agenda of media literacy, which has been socially discussed, and on which relevant policy directions will be proposed. To this end 1,336 articles from January 1, 2019 to September 30, 2020 were collected and a topic modeling analysis was conducted according to four periods. Five topics for each period were derived through the analysis, and implications based on the results are as follows. First, the government should implement a nation-level systematic approach to media literacy education according to life cycle stages to generate economic and cultural value. Second, local communities and schools should provide systematic support and education guidance activities to ensure a sustainable ecosystem for media literacy and prevent an educational gap and loss in learning. Third, efforts should be made in various aspects to minimize the side effects resulting from constantly providing media literacy education; furthermore a culture of desirable media application should be established. Finally, a research environment for scientific research on media literacy, active exchange of experience and value obtained in the field, and long-term accumulation of research results should be encouraged to develop a robust knowledge exchange culture.

Analysis of the Study Trend of Glass Ceiling by Period Using Text Mining (텍스트 마이닝을 이용한 시대별 유리천장 연구동향 분석)

  • Kim, Young-Man;Lee, Jin Gu
    • The Journal of the Korea Contents Association
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    • v.21 no.8
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    • pp.376-387
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    • 2021
  • This study is to analyze the research trends related to the 'glass ceiling' phenomenon using big data analysis methods and to suggest social implications. To analyze the research trends of 'glass ceiling', the historical event that broke the 'glass ceiling' was set as an important issue, and keywords were collected by dividing park's term into three. Before, throughout and after, her term. As a result of frequency analysis, research was conducted based on 'public servants' which was selected as the main keyword in the first period, while 'women's work family compatibility' was chosen as the main keyword group in the second period. In the third period, keywords for women's occupational groups were being diversified. As a result of applying CONCOR techniques to make the studied main topics grouped, we were able to confirm that the main issues were the differentiating factors, the customary gender discrimination culture, the jobs aimed for studying, the work-family balance, the glass ceiling and the organizational performance adjustment factors, the public sector, organizational performance, and the private sector. Besides work-family compatibility support system, it was suggested as a social implication that research on improving the system to resolve the glass ceiling factor and to expand the target jobs to give solutions to real-life issues were needed, and also suggested that research on the 'glass ceiling' which the general public perceives through social medias or articles in the news, was needed in the future.

A Study on the Characteristics of Disaster Temporary Sheltering in Terms of Sustainable Design -Focused on the Case of the Wenchuan Earthquake in Sichuan Province- (지속가능성 측면에서 재난 임시대피소의 특성 연구 -쓰촨성(四川省) 원촨(汶川) 지진 사례를 중심으로-)

  • Tian, Hui;Yoon, Ji-Young;Wang, Dan
    • The Journal of the Korea Contents Association
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    • v.21 no.5
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    • pp.877-888
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    • 2021
  • This study used three types of temporary shelters, tents, and prefabricated houses provided by the Chinese government for victims after the Wenchuan earthquake in 2008 as case study objects. Through literature review, 12 evaluation items were selected from the social, economic, and environmental elements of the sustainability of residential space design to analyze and evaluate three types of temporary shelters, and derive their respective characteristics and problems. The analysis results show that the temporary centralized settlements and tents had problems such as imperfect infrastructure, poor sanitation, narrow living space, no personal space, and inconvenience in life. Prefabricated houses had problems such as high construction costs, non-environmentally friendly building materials, occupation of arable land, low recycling rate of materials, and environmental pollution by waste. The common problem of the three types of shelters was that the government took the lead in the construction and distribution of shelters, and the disaster victims passively accept government support. Therefore, disaster victims were not actively involved in the construction and management of temporary communities. Secondly, the designs of all three types of temporary shelters did not fully consider the psychological needs of the victims, especially the need for safe and hygienic personal space. Finally, this research proposes improvement plans for the problems in the sustainable design of three temporary shelters and the construction and management of temporary communities.

Prosthetic rehabilitation by obturator considering the biomechanics in partially edentulous patient after maxillectomy (상악골 절제술을 받은 부분 무치악 환자에서 생역학을 고려해 제작한 구개 폐색장치를 이용한 보철 수복 증례)

  • Lee, Kang-Shin;Park, Ju-Mi;Ahn, Seung-Geun;Seo, Jae-Min;Park, Yeon-Hee;Lee, Jung-Jin
    • Journal of Dental Rehabilitation and Applied Science
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    • v.37 no.4
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    • pp.281-293
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    • 2021
  • Patients who went through maxillectomy can have severely impaired swallowing, mastication, and pronunciation functions because of palatal defects. Leakage occurs through the nasal cavity while eating, chewing becomes difficult due to the loss of teeth and alveolar ridges, and oral and nasal passages are not separated, leading to hyper-nasal sound, and significantly reducing the quality of life. To prosthetically reconstruct the defect, the weight of the obturator should be reduced as much as possible to minimize dropout because of gravity, and the bulb of the obturator should be properly extended into the defect to get additional retention and stability. In this case of a partially edentulous patient who underwent additional maxillary resection because of tumor recurrence, a metal framework was designed by applying the basic design principles of removable partial dentures. An obturator with improved retention, stability, and support was fabricated through functional impressions. The patient was satisfied with the improved facial expression, mastication, swallowing, and pronunciation, and showed stable occlusion and oral hygiene management during the follow-up period.

Exploring Domestic Research Trends Related to Church Lifelong Education (교회 평생교육 관련 국내 연구 동향 탐색)

  • Park, Sujin;Jeong, Eunyoung
    • Journal of Christian Education in Korea
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    • v.69
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    • pp.221-251
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    • 2022
  • This study analyzed research trends related to lifelong church education through the analysis of academic papers recently published in Korea since 2000 and derived implications for lifelong church education. For the study, a total of 95 studies related to lifelong church education were analyzed among academic papers in domestic journals from 2000 to 2021. Academic papers were classified into research years, published journals, research subjects, research topics, and research methods, and then research trends were analyzed. As a result of the analysis, first, research related to lifelong church education has been activated since 2000 and has shown an increasing trend since 2010. Second, it was found that lifelong church education research has been conducted in various academic journals other than Christian education-related journals. Third, learner-centered research was the most common research subject, and among them, many studies targeting the elderly. Fourth, in relation to the research topic, studies on the role and necessity of lifelong church education were the most dominant, and many studies on the direction of promotion of lifelong church education were also conducted. Fifth, research related to lifelong church education is a theoretical study, and literature research is mainly conducted, and the use of other research methods was insignificant. According to these research results, it was found that practical approaches such as analysis of demands for life long education and verification of program effectiveness were insufficient. Therefore, an integrated search for lifelong church education is needed. In addition, it is necessary to continuously develop regional customized programs to support detailed areas of lifelong church education and local missionary work. It is suggested that policy sponsorship at the church, seminary, and state level is needed to promote lifelong education in churches.

A Case study for Multi-Perspective Relationship Experience(MPRE) to Improve Social Communication of Soldiers (군인들의 의사소통 향상을 위한 가상현실 활용 방안 -다시점 관계 경험 프로그램 사례 연구-)

  • Lee, Youn-Soo;Lee, Joong Ho
    • The Journal of the Convergence on Culture Technology
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    • v.8 no.2
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    • pp.83-89
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    • 2022
  • Recentely, the military needs to apply various technologies for the improvement of teamwork. The government should take the non-face-to-face system due to the social interest of young military members. In this study we investigated collective cohesion by helping soldiers who have difficulty expressing their feelings and delivering messages while living in groups, or who are unable to adapt to group life due to psychological disorders such as relationship anxiety. We proposed the Multi-perspective Relationship Experience program as a new VR application. We showed feeling a sense of reality equivalent to the actual situation, interpersonal tension and social distance were significantly reduced, and communication, which was difficult to actually do, was naturally achieved. In addition, positive effects were confirmed on the sense of belonging and leadership among all participants. We will be effectively used in manpower management policies that improve the collective cohesion of soldiers and support the adaptability of the military environment in line with the rapidly changing social interaction method.

Development of The Safe Driving Reward System for Truck Digital Tachograph using Hyperledger Fabric (하이퍼레저 패브릭을 이용한 화물차 디지털 운행기록 단말기의 안전운행 보상시스템 구현)

  • Kim, Yong-bae;Back, Juyong;Kim, Jongweon
    • Journal of Internet Computing and Services
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    • v.23 no.3
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    • pp.47-56
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    • 2022
  • The safe driving reward system aims to reduce the loss of life and property by reducing the occurrence of accidents by motivating safe driving and encouraging active participation by providing direct reward to vehicle drivers who have performed safe driving. In the case of the existing digital tachograph, the goal is to limit dangerous driving by recording the driving status of the vehicle whereas the safe driving reward system is a support measure to increase the effect of accident prevention and induces safe driving with financial reward when safe driving is performed. In other words, in an area where accidents due to speeding are high, direct reward is provided to motivate safe driving to prevent traffic accidents when safe driving instructions such as speed compliance, maintaining distance between vehicles, and driving in designated lanes are performed. Since these safe operation data and reward histories must be managed transparently and safely, the reward evidences and histories were constructed using the closed blockchain Hyperledger Fabric. However, while transparency and safety are guaranteed in the blockchain system, low data processing speed is a problem. In this study, the sequential block generation speed was as low as 10 TPS(transaction per second), and as a result of applying the acceleration function a high-performance network of 1,000 TPS or more was implemented.

An Analysis of Research Trends about Good Death in Korea (좋은 죽음에 대한 국내 연구동향 분석)

  • Kim, Hyunsim;Lee, Soon-Young
    • Journal of Industrial Convergence
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    • v.20 no.6
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    • pp.105-115
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    • 2022
  • This study was attempted to suggest a direction for future research on good death by analyzing and synthesizing research trends on good death. For this purpose, 66 articles related to good death published in academic journals in Korea from 2011 to 2021 were analyzed based on the analysis frame of references. As a result, the year with the most good death studies was 2019 (18.2%). In the analysis by research design, 52 articles (78.8%) were the most quantitative studies, and 36 studies (54.5%) were survey studies. In the field of research, nursing studies were the most researched with 47 articles (71.2%), but multidisciplinary studies were three articles (4.5%). The subjects of the good death study were mainly the aged in the community and nursing students, each of which was 13 (19.7%), but the studies for patients were published only four articles (6.1%). The most used tool was the perception of a good death and conducted in in 38 articles (73.1%). The main research variables were the the perception of good death and hospice palliative and end-of-life care, and family support was used as mediating variables. Therefore, not only multidisciplinary research but also development research for vaious good death instruments may be suggested to comprehensively understand good death.

An Analysis of The Effect of a Port on The Living Conditions of Its Neighborhood Area (항만이 인근지역 생활여건에 미친 영향 분석)

  • Kim, Chang Soo
    • Journal of Korea Port Economic Association
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    • v.37 no.4
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    • pp.71-87
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    • 2021
  • This study aims to reveal how a port affects the living conditions of its neighborhood area with a case study of Pusan New Port and to suggest several implications to port policy. PLS-SEM reflective measurement model satisfies the criteria on reliability and validity, and also structural model meets the criteria in terms of R2, path coefficients' significance and predictive relevance(Q2). The results of PLS-SEM support the hypotheses of this study: The expansion of Pusan New Port contributes to the improvement of living conditions of Gangseo-gu(nearby area) through its significant and sequential effects on the employment and population increase of Gangseo-gu. The originality of this study can be found in enunciating that a port plays a role as a driving force of the betterment of living conditions of its nearby Gu-level area. In terms of policy, central and local governments and port related companies should cooperate with each other to reinforce the acceptability of port policy through the improvement of the living conditions of port neighborhood area. To evaluate comprehensively the influence of a port on its neighborhood area, a further study needs to identify how a port affects the quality of life of the area or what kinds of socio-economic effects a port has on the area.