• Title/Summary/Keyword: 소분류

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Verifying the Classification Accuracy for Korea's Standardized Classification System of Research F&E by using LDA(Linear Discriminant Analysis) (선형판별분석(LDA)기법을 적용한 국가연구시설장비 표준분류체계의 분류 정확도 검증)

  • Joung, Seokin;Sawng, Yeongwha;Jeong, Euhduck
    • Management & Information Systems Review
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    • v.39 no.1
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    • pp.35-57
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    • 2020
  • Recently, research F&E(Facilities and Equipment) have become very important as tools and means to lead the development of science and technology. The government has been continuously expanding investment budgets for R&D and research F&E, and the need for efficient operation and systematic management of research F&E built up nationwide has increased. In December 2010, The government developed and completed a standardized classification system for national research F&E. However, accuracy and trust of information classification are suspected because information is collected by a method in which a user(researcher) directly selects and registers a classification code in NTIS. Therefore, in the study, we analyzed linearly using linear discriminant analysis(LDA) and analysis of variance(ANOVA), to measure the classification accuracy for the standardized classification system(8 major-classes, 54 sub-classes, 410 small-classes) of the national research facilities and equipment established in 2010, and revised in 2015. For the analysis, we collected and used the information data(50,271 cases) cumulatively registered in NTIS(National Science and Technology Service) for the past 10 years. This is the first case of scientifically verifying the standardized classification system of the national research facilities and equipment, which is based on information of similar classification systems and a few expert reviews in the in-outside of the country. As a result of this study, the discriminant accuracy of major-classes organized hierarchically by sub-classes and small-classes was 92.2 %, which was very high. However, in post hoc verification through analysis of variance, the discrimination power of two classes out of eight major-classes was rather low. It is expected that the standardized classification system of the national research facilities and equipment will be improved through this study.

A Study on the Heat Transfer Enhancement by Mesh (MESH에 의한 열전달증진에 관한 연구)

  • Geum, Seong-Min;Jeong, Dong-Su;Kim, Jong-Bo
    • Transactions of the Korean Society of Mechanical Engineers B
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    • v.22 no.5
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    • pp.716-724
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    • 1998
  • The objective of this research was to investigate the enhancement of heat transfer by mesh in impinging air jet system. The technique used in this research is to place mesh as a turbulence promoter in front of the impinging plate. The heat transfer characteristics with and without mesh, the effect of clearances between impinging plate and mesh, the effect of distance between nozzle exit and impinging plate, and the effect of nozzle exit velocity have been studied experimentally. When mesh was installed in front of the impinging plate, heat transer has been increased due to the acceleration between rectangular holes and divided small jets. When clearances are changed, heat transfer comes to a maximum under the condition of C = 1 mm, irrespective of nozzle exit velocity or H/B. Also the average heat transfer enhancement with mesh has been increased about 44% under the condition of U = 18 m/s, H/B = 2 and C = 1 mm, compared to the result of a flat plate without mesh. And the results of this research are compared with existing heat transfer augmentation method by rectangular or circular rod.

Spam Message Filtering with Bayesian Approach for Internet Communities (베이지안을 이용한 인터넷 커뮤니티 상의 유해 메시지 차단 기법)

  • Kim, Bum-Bae;Choi, Hyoung-Kee
    • The KIPS Transactions:PartC
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    • v.13C no.6 s.109
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    • pp.733-740
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    • 2006
  • Spam Message has been Causing widespread damages on the Internet. One source of the problems is rooted from an anonymously posted message in the bulletin board in Internet communities. This type of the Spam messages tries to advertise products, to harm other's reputation, to deliver religious messages and so on. In this paper we present the Spam message filtering using the Bayesian approach. In order to increase usefulness of the Spam filter in the bulletin board in Internet communities, we made the Spam filter which can divide the Spam message into six categories such as advertisement, pornography, abuse, religion and other. The test conducted against messages posted on the popular web sites.

Categorizing Safety Management Elements for Fire Preparation and Assessemnt of Fire Hazard (화재에 대비한 지하공간의 안전관리 요소분류 및 화재위험성 평가방안)

  • Bae, Yoonshin;Park, Jihye
    • Journal of the Society of Disaster Information
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    • v.7 no.2
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    • pp.96-109
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    • 2011
  • In this study, risk categorized five safety management elements(equipment and structure, evacuation, lifesaving and fire extinguishing, performance based fire safety plan, operations management) were classified in order to establish safety system of underground space. Using classified safety management elements, assessment of fire hazard was performed. After calculating the grade of evaluation categories, assessment of fire hazard was suggested. The three grades of evaluation categories are classified as to importance and four criteria of evaluation are classified as to check result based on subdivisions.

An analysis of research trends on caves by the Speleological Society of Korea (한국동굴학회의 동굴에 관한 주제별 연구동향 분석)

  • Choi, Byong-Cheon
    • Journal of the Speleological Society of Korea
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    • no.84
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    • pp.46-52
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    • 2008
  • In an early stage, a study on speleologyand cave environment was very active even though the number of papers was limited. From the mid 1980s to 2000, the academic activities on caves were the most active with a variety of subjects. Since the 1990s, people started to focus on the environmental change in caves and preservation rather than development. Recently, many studies have dealt with humanistic environment, seeing caves as a tourism resource. Therefore, the correlation between the cave and surrounding tourist destinations has been actively studied.

Development of a Data-logger Classifying Dangerous Drive Behaviors (위험 운전 유형 분류 및 데이터 로거 개발)

  • Oh, Ju-Taek;Cho, Jun-Hee;Lee, Sang-Yong;Kim, Young-Sam
    • The Journal of The Korea Institute of Intelligent Transport Systems
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    • v.7 no.3
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    • pp.15-28
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    • 2008
  • According to the accident statistics published by the National Police Agency in 2006, it can be recognized that drivers' characteristics and driving behaviors are the most causational factors on the traffic accidents. At present, although many recording tools such as digital speedometer or black box are distributed in the market to meet social requests of decreasing traffic accidents and increasing safe driving behaviors, it is also true that it still lacks in obvious categories for dangerous driving types and then, the efficiency of the categories to be studied has been low. In this study, dangerous driving types are redefined. They are grouped into 7 classifications in the first level, and the seven classifications are regrouped into 16 in more detail. To verify the redefined dangerous driving types, a Data-logger is developed to receive and analyze the data that occur from the driving behaviors of the test vehicle. The developed Data-logger can be used to construct a real time warning system and safe driving management system with dangerous driving patterns based on acceleration, deceleration, Yaw rate, image data, etc.

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Study on the Classification Guideline for the Korean Presidential Records (우리나라 대통령기록물의 분류기준에 관한 연구)

  • Jung, Kwang-Hun;Nam, Young-Joon
    • Journal of the Korean Society for Library and Information Science
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    • v.47 no.1
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    • pp.419-448
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    • 2013
  • This study is to describe the principles and outcome of the development for a classification scheme of presidential records to manage efficiently and provide them as archival information service productively. First, this scheme accommodates a management aspect, taking consideration into the aspect of archival records as the results of government administrative duties. Additionally, governance aspects are embraced into this scheme since presidential records can be seen as the results of governing purpose. We are considering the functional aspects of the public records too. As a result, this scheme adopts both management and governance aspect. Focusing on reflecting both functional and governance aspects, first analyzes existing classification systems in domestic and abroad. Finally, this study proposes 24 first-level, 114 second-level, and 179 third-level classification categories. Archivists and classification experts examined the classification scheme for verification by advisory meetings.

Theoretical Categorization of Meanings of Interaction in Interactive Media (인터랙티브 미디어에 적용되는 인터랙션 의미의 범주화)

  • Rhee, Hyunjung
    • The Journal of the Korea Contents Association
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    • v.15 no.8
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    • pp.170-178
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    • 2015
  • Interactive media is a buzz word in current creative industry, but many of related fields have different understanding of the meaning of "interaction" in interactive media. This aspect is often the cause of difficulties communication and becomes an obstacle to joint researches. Thus this study attempts to develop a theoretical categorization of the meanings of interaction in interactive media. For this, this study first gathered various interpretations about what is interaction and build a rough classification. Then the classification is supplemented and amended over three times through FGIs of the interactive media related experts. This theoretical categorization is expected to help smooth cross-disciplinary studies and integrated technology development in interactive media.

Strategy of Technology Development for Landslide Hazards by Patent Analysis (특허 분석을 통한 산사태재해 관련 기술개발 전략)

  • Bae, Khee Su;Sawng, Yeong-Wha;Chae, Byung-Gon;Choi, Junghae;Son, Jeong Keun
    • The Journal of Engineering Geology
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    • v.24 no.4
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    • pp.615-629
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    • 2014
  • This study analyzed existing patents related to real-time monitoring and detection technology for landslides on natural terrain. The purpose of patent analysis is to understand landslide hazard technology trends and to develop new advanced technology. This study searched patent data using key words related to landslide monitoring and detection in Korea, the USA, Japan, China (Hong Kong), Europe, and Taiwan. The patents were divided into five main categories and five to seven subcategories in each main category and analyzed by year, country, and applicants. The results were utilized to derive a portfolio of promising technologies for each country. The analysis results will also contribute to the development of more effective research strategies and to categorize research findings from previous studies on landslide hazards.

Study on Firefighting Education and Training Applying Virtual Reality (가상현실을 적용한 소방교육·훈련에 관한 연구)

  • Chae, Jin
    • Fire Science and Engineering
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    • v.32 no.1
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    • pp.108-115
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    • 2018
  • The purpose of this study was to classify VR programs according to their characteristics and associations by the disaster management phase and firefighting school curriculum, and set priorities among VR fire training and training programs using AHP analysis., The relative priority is given considering its importance and urgency. As a result of the study, firefighting education and training classes showed the highest level of response. The relative priority of the subcategories was highest in the prevention stage. The simulation implementation for the evacuation experience was highest in closed spaces, such as a subway, and the simulation for the special firefighting vehicle was highest in the contrast phase. In the response phase, real fire simulation training was the highest. In the recovery phase, virtual reality training was the most effective in determining the fire situation based on the fire database.