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Sensitivity Analysis Study of Geotechnical Factors for Gas Explosion Vibration in Shallow-depth Underground Hydrogen Storage Facility (저심도 지하 수소저장소에서의 가스 폭발 진동에 대한 지반공학적 인자들의 민감도 분석 연구)

  • Go, Gyu-Hyun;Woo, Hyeon‑Jae;Cao, Van-Hoa;Kim, Hee-Won;Kim, YoungSeok;Choi, Hyun-Jun
    • Journal of the Korean Geotechnical Society
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    • v.40 no.4
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    • pp.169-178
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    • 2024
  • While stable mid- to large-scale underground hydrogen storage infrastructures are needed to meet the rapidly increasing demand for hydrogen energy, evaluating the safety of explosion vibrations in adjacent buildings is becoming important because of gas explosions in underground hydrogen storage facilities. In this study, a numerical analysis of vibration safety effects on nearby building structures was performed assuming a hydrogen gas explosion disaster scenario in a low-depth underground hydrogen storage facility. A parametric study using a meta-model was conducted to predict changes in ground dynamic behavior for each combination of ground properties and to analyze sensitivity to geotechnical influencing factors. Directly above the hydrogen storage facility, the unit weight of the ground had the greatest influence on the change in ground vibration due to the explosion, whereas, farther away from the facility, the sensitivity of dynamic properties was found to be high. In addition, in evaluating the vibration stability of ground building structures based on the predicted ground vibration data and blasting vibration tolerance criteria, in the case of large reinforced concrete building structures, the ground vibration safety was guaranteed with a separation distance of about 10-30 m.

Comparison between Machine Learning and Traditional Tecnique for Suicide Prediction based on Meta-analysis (메타분석에 기반한 자살 예측 연구에서 전통적 통계 기법과 머신러닝 기반 접근법의 예측력 비교)

  • Hyeokjun Kwon;Jonghan Sea
    • Korean Journal of Culture and Social Issue
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    • v.30 no.3
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    • pp.239-265
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    • 2024
  • The purpose of this study was to compare the predictive accuracy of traditional prediction models (methods) and machine learning algorithms in predicting suicidal behaviors. The research aimed to go beyond a systematic review level and scientifically examine the predictive capabilities of these two techniques through meta-analysis, analyzing variables identified through domestic research, particularly at the regional level. In order to achieve this, a total of 124 studies, including 50 studies utilizing machine learning and 74 studies employing traditional methods, were included in the meta-analysis. The results of the study revealed that the integrated area under the curve (AUC) for studies using traditional methods was .770, which was lower than the integrated AUC value of .853 for studies using machine learning. Particularly, studies conducted in Asia (AUC = .944) demonstrated higher accuracy compared to studies in Western countries (AUC = .820) and Korea (AUC = .864). Additional analysis of the moderating effects in domestic research indicated that a higher proportion of males and the prediction of suicide attempts were associated with higher prediction accuracy. On the other hand, prediction accuracy was lower when the prediction target was suicide deaths and when studies utilized neural network analysis. This study synthesized various research findings on the prediction of suicidal behaviors, verified the effectiveness of prediction using machine learning, and holds significance in exploring variables applicable in the context of South Korea.

A Study of Hunting Method of the Paleolithic People - Herd Hunting (구석기시대 사람들의 사냥방법 - 무리 사냥에 대한 고찰)

  • Taesop Cho
    • The Korean Journal of Quaternary Research
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    • v.31 no.2
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    • pp.23-30
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    • 2017
  • There are many uncertainty to understand the ways in which Paleolithic men hunted animals. But in the meantime, We can identify a part of the hunting activities of the old people through artworks left by the paleolithic people at that time. First is the size of the hunt. In the case of painted artwork, the size of the herd does not exceed 10 people. Therefore, a small group of about 10 people would go out for a hunt, and they could see that the size of the herd varied according to the hunting target. In other words, to catch large and wild beasts like bison, you can see that it consists of nine or seven groups. In order to catch the horse, the same large animal, we can see that six people joined together. On the other hand, a group of two or three people hunting a relatively small, mild animal such as a deer would have been enough. Therefore, the size of the hunting herd was less than 10 people, and the size of the hunting herd seemed to be slightly different for each animal. Second, it is confirmed that these groups have a well-divided role. Because all nine of them were hunted out, they were divided into four small groups, which is likely to imply that the role of each group was different. Third, we can see that most of the weapons of the hunting herds were spears. The production and use of stone tools have been progressively developed, making a small stoner, a small stoneware, and connecting it to the spears, making it more efficient to hunt. This kind of composite wool connecting stone tools and wood would have been the most efficient means of hunting.

The Reliability and Convergent Validity of the 180 ° Turn Test in Stroke Patients and the Effects of Turn Direction on Time and Step Count (뇌졸중 환자의 180 ° 회전 검사의 신뢰도와 수렴 타당도 및 회전 방향이 소요시간과 걸음 수에 미치는 효과 )

  • Sung-Heon An;Byoung-Kwon Lee
    • Journal of The Korean Society of Integrative Medicine
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    • v.12 no.3
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    • pp.189-199
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    • 2024
  • Purpose : This study aimed to investigate the test-retest reliability, minimal detectable change (MDC), and the effect of turning direction on the time and number of steps taken during the 180 ° turn test in subacute stroke patients. Additionally, it examined the concurrent validity of the 180 ° turn test. Methods : The study included 28 subacute stroke patients. The test-retest reliability of the 180 ° turn test according to the direction of rotation (paretic and non-paretic sides) by comparing the consistency between the initial assessment and a reassessment conducted 7 days later. Concurrent validity was examined by assessing the correlation of the 180 ° turn test with the Fugl-Meyer assessment of lower extremity (FMA-L/E), Berg balance scale (BBS), 10-meter walk test (10 mWT), and timed up and go test (TUG). Results : The ICC for the time taken to turn 180 ° to the affected and unaffected sides were 0.971 and 0.918, respectively, indicating excellent reliability. The ICC for the number of steps were 0.944 and 0.932, respectively. The MDC for the time taken were 0.33 seconds (affected side) and 0.67 seconds (unaffected side). The MDC for the number of steps were 0.49 (affected side) and 0.63 (unaffected side). The paired t-test showed the limited community ambulator group took significantly longer to turn to the unaffected side (p<.048). Significant correlations were found between the 180 ° turn test and FMA-L/E (r= -0.395 to -0.416), BBS (r= -0.622 to -0.684), 10 mWT (r= 0.720 to 0.730), and TUG (r= 0.684 to 0.790) (p<.05 to .01). Conclusion : The 180 ° turn test demonstrated excellent test-retest reliability and high validity when correlated with other functional measures in subacute stroke patients. MDC values indicated high reliability. Faster walking speeds (≥0.95 m/s) were unaffected by turning direction, while slower speeds (<0.58 m/s) showed significant effects. The 180 ° turn test is a simple, sensitive, and reliable tool for evaluating turning ability in subacute stroke patients.

The impact of learners' gratitude disposition on computer thinking ability and digital efficacy in a Christian edu-tech program utilizing metaverse, generative AI, and Scratch based on a design thinking-based step-by-step process (디자인씽킹 기반 단계별 메타버스, 생성형 AI, 스크래치를 활용한 기독교 에듀테크 프로그램에서 학습자의 감사 성향이 컴퓨터 사고력과 디지털 효능감에 미치는 영향)

  • Su Yeon Kim;Bong ik Go;Eung gyo Seo
    • Journal of Christian Education in Korea
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    • v.78
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    • pp.231-262
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    • 2024
  • This study aims to explore the impact of learners' gratitude tendencies on computer reasoning and digital efficacy in a Christian program utilizing metaverse, generative AI, and Scratch at each stage based on design thinking (Chapter I). The subjects of the study are learners who participated in a youth Christian program for two weeks on January 20th and 27th, 2024, consisting of 22 middle and high school students. Gratitude tendencies, computer reasoning, and digital efficacy were measured through post-program surveys, and simple regression analysis was conducted. Open-ended survey questions were used for learner perception analysis (Chapter II). The research results showed that learners' gratitude tendencies significantly influence computer reasoning. Additionally, learners' gratitude tendencies significantly affect confidence and familiarity among the sub-dimensions of digital efficacy, while not showing a significant impact on usefulness. The significance of this study lies in specifically exploring learners' experiential perceptions in metaverse, generative AI, and Scratch utilization in design thinking-based edutech programs in Christian education. It is hoped that the results.

'One's own sense of soverignty's Realization and Cultivation through 『Gyeokmongyogyeol』 (『격몽요결』을 통한 '주체적인 나'의 자각과 도야(陶冶) - 「수신장(修身章)」을 통한 청소년 철학하기 방법론 제시 -)

  • 황정희
    • 유학연구
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    • v.42
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    • pp.57-81
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    • 2018
  • At present, while the East Asian thoughts are world-widely attract public attention, the education of philosophy in our society remains at the stage of mostly borrowing the Western texts and methods. Book of general education Gyeokmongyogyeol, written by Yulgok for the novices to go into neo-Confucianism, covers moral training, filial duty, courtesy and conduct of life over all. As for him, the study was not merely acquisition of knowledge, but also the whole process of feeling and realizing one's own dream in one's own life and cultivating one's own human nature. Such education philosophy of Yulgok is likely to be closely related with modern philosophical practice. Philosophical practice is a very dynamic and practical process in which wisdom acquired from philosophy is applied to reality. This study assumes that the youth cannot feel happy from their own studies while they spend lots of time and make great efforts for them, since they don't have their own determined dreams with resolute will, that is, not having one's own sense of sovereignty. In addition, as for the solution to this, based upon the contents of "chapter of moral training" in Gyeokmongyogyeol, realization and cultivation of one's own sense of sovereignty are reviewed, and the methods for philosophical thinking of the youth are proposed. It is considered that Confucianism in the Joseon Dynasty will contribute to the philosophical practice through the process of philosophical thinking if the methods for philosophy education are developed and directly applied to the spot of education through the above research. In addition, the youth in our country will realize that training in philosophical thinking is a practical process that can be achieved by themselves in their learning process.

The recovery experience of male alcoholic s based on a life history study (생애사연구를 통해 본 남성 알코올 중독자의 회복 경험)

  • Jin Suk Kim;Ji Hyeong Jun
    • Studies on Life and Culture
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    • v.52
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    • pp.201-223
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    • 2019
  • This study is about a life history of a male recovered alcohol addict. The purpose of this study was to understand the cause of addiction of alcoholics in the life of male alcoholics, Find out the factors that affect the cause, and aims to understand alcohol-recovery experience. This study included male alcohol addicts recovering for more than 10 years. this study based on life-history analysis framework suggested by Mandelbaum(1973) on life history and divides the study points into 'dimension of life,' 'turning point' and 'adaptation . The results of this study are as follows: first, 'dimension of life' of the study participant was divided into several sectors for the analysis including'the day my father failed', 'a young day like a castle bulit on sand', 'the married life was locked up liquor bottle', 'the dead end, a life left alone . The 'turning point' was revealed as 'attempted suicide, and a desire for desirable life', 'a rope came down from the sky, the basic living security patment', 'open a new door, go into the welfare center . The 'adaptation' was derived from the 'loneliness chosen to escape from addiction', 'fill empty time and space', 'overcoming with fairy godmother . Based on these results, this study presents iscussions on social welfare practices and policies.

Data Construction through Oversampling Techniques and Outlier Removal Methods (Oversampling 기법 및 이상치 제거 방법을 통한 데이터 구축 연구)

  • Jang, Byeong-Su;Go, Gyu-Hyun;Kim, YoungSeok;Kim, Sewon;Choi, Hyun-Jun;Yoon, Hyung-Koo
    • Journal of the Korean Geotechnical Society
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    • v.40 no.5
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    • pp.93-101
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    • 2024
  • Numerical analysis methods are widely used to assess the safety of hydrogen storage facilities; however, obtaining data under various conditions poses significant challenges. This study aims to expand the dataset using oversampling algorithms and utilize these enhanced datasets as diverse input parameters for numerical analysis. The oversampling techniques applied include SMOTE, Borderline-SMOTE, ADASYN, and CTGAN, with data amplified by factors of 2, 5, and 100 relative to the original dataset. This approach increases data volume based on the characteristics of the existing data, which may consequently introduce outliers. To address this, statistical methods such as the 3-sigma rule and the confidence level method are employed to identify and remove outliers beyond the normal distribution range. The reliability of the conditions generated through data amplification and outlier analysis is evaluated by comparing them with trends observed in the original dataset. Additionally, the SHAP algorithm is utilized to analyze changes in the importance values of each parameter. The SHAP values derived from the original dataset and those processed through AI techniques and outlier analysis exhibit similar trends, validating the proposed methodologies. The methods proposed in this paper are applicable not only to hydrogen storage facilities but also to the systematic construction of data for assessing the stability of various geotechnical structures.

Review of the Korean Indigenous Species Investigation Project (2006-2020) by the National Institute of Biological Resources under the Ministry of Environment, Republic of Korea (한반도 자생생물 조사·발굴 연구사업 고찰(2006~2020))

  • Bae, Yeon Jae;Cho, Kijong;Min, Gi-Sik;Kim, Byung-Jik;Hyun, Jin-Oh;Lee, Jin Hwan;Lee, Hyang Burm;Yoon, Jung-Hoon;Hwang, Jeong Mi;Yum, Jin Hwa
    • Korean Journal of Environmental Biology
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    • v.39 no.1
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    • pp.119-135
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    • 2021
  • Korea has stepped up efforts to investigate and catalog its flora and fauna to conserve the biodiversity of the Korean Peninsula and secure biological resources since the ratification of the Convention on Biological Diversity (CBD) in 1992 and the Nagoya Protocol on Access to Genetic Resources and the Fair and Equitable Sharing of Benefits (ABS) in 2010. Thus, after its establishment in 2007, the National Institute of Biological Resources (NIBR) of the Ministry of Environment of Korea initiated a project called the Korean Indigenous Species Investigation Project to investigate indigenous species on the Korean Peninsula. For 15 years since its beginning in 2006, this project has been carried out in five phases, Phase 1 from 2006-2008, Phase 2 from 2009-2011, Phase 3 from 2012-2014, Phase 4 from 2015-2017, and Phase 5 from 2018-2020. Before this project, in 2006, the number of indigenous species surveyed was 29,916. The figure was cumulatively aggregated at the end of each phase as 33,253 species for Phase 1 (2008), 38,011 species for Phase 2 (2011), 42,756 species for Phase 3 (2014), 49,027 species for Phase 4 (2017), and 54,428 species for Phase 5(2020). The number of indigenous species surveyed grew rapidly, showing an approximately 1.8-fold increase as the project progressed. These statistics showed an annual average of 2,320 newly recorded species during the project period. Among the recorded species, a total of 5,242 new species were reported in scientific publications, a great scientific achievement. During this project period, newly recorded species on the Korean Peninsula were identified using the recent taxonomic classifications as follows: 4,440 insect species (including 988 new species), 4,333 invertebrate species except for insects (including 1,492 new species), 98 vertebrate species (fish) (including nine new species), 309 plant species (including 176 vascular plant species, 133 bryophyte species, and 39 new species), 1,916 algae species (including 178 new species), 1,716 fungi and lichen species(including 309 new species), and 4,812 prokaryotic species (including 2,226 new species). The number of collected biological specimens in each phase was aggregated as follows: 247,226 for Phase 1 (2008), 207,827 for Phase 2 (2011), 287,133 for Phase 3 (2014), 244,920 for Phase 4(2017), and 144,333 for Phase 5(2020). A total of 1,131,439 specimens were obtained with an annual average of 75,429. More specifically, 281,054 insect specimens, 194,667 invertebrate specimens (except for insects), 40,100 fish specimens, 378,251 plant specimens, 140,490 algae specimens, 61,695 fungi specimens, and 35,182 prokaryotic specimens were collected. The cumulative number of researchers, which were nearly all professional taxonomists and graduate students majoring in taxonomy across the country, involved in this project was around 5,000, with an annual average of 395. The number of researchers/assistant researchers or mainly graduate students participating in Phase 1 was 597/268; 522/191 in Phase 2; 939/292 in Phase 3; 575/852 in Phase 4; and 601/1,097 in Phase 5. During this project period, 3,488 papers were published in major scientific journals. Of these, 2,320 papers were published in domestic journals and 1,168 papers were published in Science Citation Index(SCI) journals. During the project period, a total of 83.3 billion won (annual average of 5.5 billion won) or approximately US $75 million (annual average of US $5 million) was invested in investigating indigenous species and collecting specimens. This project was a large-scale research study led by the Korean government. It is considered to be a successful example of Korea's compressed development as it attracted almost all of the taxonomists in Korea and made remarkable achievements with a massive budget in a short time. The results from this project led to the National List of Species of Korea, where all species were organized by taxonomic classification. Information regarding the National List of Species of Korea is available to experts, students, and the general public (https://species.nibr.go.kr/index.do). The information, including descriptions, DNA sequences, habitats, distributions, ecological aspects, images, and multimedia, has been digitized, making contributions to scientific advancement in research fields such as phylogenetics and evolution. The species information also serves as a basis for projects aimed at species distribution and biological monitoring such as climate-sensitive biological indicator species. Moreover, the species information helps bio-industries search for useful biological resources. The most meaningful achievement of this project can be in providing support for nurturing young taxonomists like graduate students. This project has continued for the past 15 years and is still ongoing. Efforts to address issues, including species misidentification and invalid synonyms, still have to be made to enhance taxonomic research. Research needs to be conducted to investigate another 50,000 species out of the estimated 100,000 indigenous species on the Korean Peninsula.

A Study on the Development of the Advertising Strategy and Public Service Announcement Materials for National Immunization (예방접종 홍보광고 전략개발 조사연구)

  • Oh, Kuk-Hwan;Lee, Moo-Sik;Kim, Byung-Hee;Na, Baeg-Ju;Kim, Keon-Yup;Hong, Jee-Young;Kim, Young-Taek;Go, Jae-Young;Kim, Young-Suk;Lee, Seok-Gu;Cho, Hyung Won
    • Journal of agricultural medicine and community health
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    • v.30 no.2
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    • pp.183-204
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    • 2005
  • Objectives: Immunization program is essential public health service under the national responsibility. One of the immunization service of national immunization program is advertising and public relation service, but research for that was rarely conducted. Therefore we conducted the survey for developing advertising strategy of immunization program in 21th century. Methods: Our study subjects were 242 health workers in immunization service department of 169 health centers and 1,193 carers who visited community health center for receiving immunization service of their children. The major questions were general characteristics of the subjects, perceived importance of immunization program, experience of advertising, knowledge and perception about immunization, and items about advertising strategy. Results: Frequently exposed materials in both health workers and carers were TV, community newspapers, and pamphlets. Health workers had high professional knowledges of immunization and carers had high perceptions for need and importance of immunization. Health workers preferred pamphlets and posters as advertising materials and carerers preferred TV and community newspapers. Both health workers and carers preferred green and yellow as advertising posters' color, active and healthy style of immunization advertising, and positive messages of campaign's slogans. Conclusions: Further researches should be conducted for precising long-term immunization advertising strategy in 21th century, and for this we need to develop advertising materials based on public needs and strategy, and evaluate the materials. The national immunization program should be activated throughout more investment of the budgets and human powers.

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