• 제목/요약/키워드: Visualization for Quantitative Data

검색결과 71건 처리시간 0.022초

자기 조직화 지도에 기반한 유전자 발현 데이터의 계층적 군집화 (Hierarchical Clustering of Gene Expression Data Based on Self Organizing Map)

  • Park, Chang-Beom;Lee, Dong-Hwan;Lee, Seong-Whan
    • 한국생물정보학회:학술대회논문집
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    • 한국생물정보시스템생물학회 2003년도 제2차 연례학술대회 발표논문집
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    • pp.170-177
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    • 2003
  • Gene expression data are the quantitative measurements of expression levels and ratios of numberous genes in different situations based on microarray image analysis results. The process to draw meaningful information related to genomic diseases and various biological activities from gene expression data is known as gene expression data analysis. In this paper, we present a hierarchical clustering method of gene expression data based on self organizing map which can analyze the clustering result of gene expression data more efficiently. Using our proposed method, we could eliminate the uncertainty of cluster boundary which is the inherited disadvantage of self organizing map and use the visualization function of hierarchical clustering. And, we could process massive data using fast processing speed of self organizing map and interpret the clustering result of self organizing map more efficiently and user-friendly. To verify the efficiency of our proposed algorithm, we performed tests with following 3 data sets, animal feature data set, yeast gene expression data and leukemia gene expression data set. The result demonstrated the feasibility and utility of the proposed clustering algorithm.

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중추성 작용 약물의 뇌파 효과의 정량화를 위한 스펙트럼 분석에 필요한 기본적 조건의 검토 (Basic ]Requirements for Spectrum Analysis of Electroencephalographic Effects of Central Acting Drugs)

  • 임선희;권지숙;김기민;박상진;정성훈;이만기
    • Biomolecules & Therapeutics
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    • 제8권1호
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    • pp.63-72
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    • 2000
  • We intended to show some basic requirements for spectrum analysis of electroencephalogram (EEG) by visualizing the differences of the results according to different values of some parameters for analysis. Spectrum analysis is the most popular technique applied for the quantitative analysis of the electroen- cephalographic signals. Each step from signal acquisition through spectrum analysis to presentation of parameters was examined with providing some different values of parameters. The steps are:(1) signal acquisition; (2) spectrum analysis; (3) parameter extractions; and (4) presentation of results. In the step of signal acquisition, filtering and amplification of signal should be considered and sampling rate for analog-to-digital conversion is two-time faster than highest frequency component of signal. For the spectrum analysis, the length of signal or epoch size transformed to a function on frequency domain by courier transform is important. Win dowing method applied for the pre-processing before the analysis should be considered for reducing leakage problem. In the step of parameter extraction, data reduction has to be considered so that statistical comparison can be used in appropriate number of parameters. Generally, the log of power of all bands is derived from the spectrum. For good visualization and quantitative evaluation of time course of the parameters are presented in chronospectrogram.

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Tomographic Reconstruction of a Three-Dimensional Flow Field with Limited Interferometric Data

  • Cha, Dong-Jin
    • International Journal of Air-Conditioning and Refrigeration
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    • 제8권2호
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    • pp.11-22
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    • 2000
  • Holographic interferometric tomography can provide reconstruction of instantaneous three-dimensional gross flow fields. The technique however confronts ill-posed reconstruction problems in practical applications. Experimental data are usually limited in projection and angular scanning when a field is captured instantaneously or under the obstruction of test models and test section enclosures. An algorithm, based on a series expansion method, has been developed to improve the reconstruction under the ill-posed conditions. A three-dimensional natural convection flow around two interacting isothermal cubes is experimentally investigated. The flow can provide a challenging reconstruction problem and lend itself to accurate numerical solution for comparison. The refractive index fields at two horizontal sections of the thermal plume with and without an opaque object are reconstructed at a limited view angle of 80$\circ$. The experimental reconstructions are then compared with those from numerical calculation and thermocouple thermometry. It confirms that the technique is applicable to reconstruction of reasonably complex, three-dimensional flow fields.

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Jet fan 근접 화재 발생 시 제연 특성 연구 (Study of the Smoke Control Characteristics for Fire Near Jet Fans)

  • 김종윤;서태범;임경범;유지오;이동호
    • 한국화재소방학회논문지
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    • 제21권1호
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    • pp.82-89
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    • 2007
  • 본 연구에서는 Jet fan 근접 거리에서 화재 발생 시 최소거리의 Jet fan을 이용하여 연기를 제어하기 위하여 PIV에 의한 가시화실험을 실시하였고, 또한 실험을 통해 얻어진 결과와 FDS 수치해석 그 결과를 비교, 분석 하였다. 터널 내 화재발생 시 Jet fan 설치에 따른 효율적인 연기제어 방식의 정량적 데이터 분석 결과 근접 Jet fan의 작동은 화원과 25m 이상의 거리에서만 가동해야 한다. 또한 Jet fan과 화원의 이격거리가 50m 부근에서 가장 안정적으로 연기가 제어되며 75m 이상의 거리에서는 터널 중앙 부근에서 과풍속 경향이 나타나며 제연되었다.

Patent Keyword Analysis using Gamma Regression Model and Visualization

  • Jun, Sunghae
    • 한국컴퓨터정보학회논문지
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    • 제27권8호
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    • pp.143-149
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    • 2022
  • 특허문서는 연구 개발된 기술에 대한 상세한 결과를 포함하고 있기 때문에 효과적인 기술분석을 위한 다양한 특허분석 방법에 대한 연구가 진행되고 있다. 특히 통계학과 머신러닝 알고리즘에 의한 정량적인 특허분석에 대한 연구가 최근 활발하게 이루어지고 있다. 정량적 특허분석에서 가장 많이 사용되는 특허 데이터는 기술 키워드이다. 기술 키워드 데이터를 분석하는 기존의 방법은 대부분 음의 무한대부터 양의 무한대까지 실수 공간 전체를 확률변수의 값으로 갖는 가우시안 확률분포에 기반한 모형이었다. 본 논문에서는 이론적으로 0부터 양의 무한대까지의 값을 갖는 특허 키워드의 빈도 데이터를 분석하기 위하여 감마 확률분포를 활용한 모형을 제안한다. 또한 감마 회귀모형의 회귀방정식을 결정하기 위하여 키워드 간의 기술 연관성을 시각화하는 2-모드 네트워크를 구축한다. 제안 방법과 기존의 가우시안 기반의 분석모형 간의 성능평가를 위하여 실제 특허 데이터를 수집하여 분석한다.

베지어 곡선을 활용한 육각 그리드의 그림자 생성 방법 (Hexagonal Grid Shadow Generation using Bézier Curves)

  • 김민석;남택관;박영진
    • 스마트미디어저널
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    • 제12권4호
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    • pp.47-57
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    • 2023
  • 육각 그리드(hexagonal grid) 구조는 지리정보시스템에서 공간정보 데이터를 처리하고 표현하기에 우수하여 많은 연구가 이루어지고 있다. 육각 그리드를 이용한 시각화는 다른 그리드 표현 방법 대비 시인성이 높지만, 이에 표현된 공간정보 데이터에 따라 양적 정보와 그리드 간 데이터 차이를 효과적으로 전달하는 데 어려움이 있다. 따라서, 본 연구에서는 육각 그리드 외곽에 그림자를 생성하여 시각적으로 육각 그리드를 강조하는 방법을 제안한다. 이를 위해 강조하고자 하는 육각 그리드들의 최외곽 선분들을 오프셋 시키고, 그 정보를 바탕으로 베지어 곡선을 생성하여 최종적인 그림자 형상을 결정한다. 그림자는 육각 그리드에서 멀어질수록 서서히 옅어진다는 특성을 활용하여, 그림자의 가장자리로 갈수록 투명도를 가변적으로 적용한다. 제안하는 방법을 이용하여 하나의 육각 그리드뿐만 아니라 여러 개의 육각 그리드가 주어지더라도 그림자 영역을 효과적으로 생성할 수 있음을 보였으며, 사용자 인터페이스의 입력에 따라 다양한 그림자 형상을 생성할 수 있다. 서울특별시의 행정구 중 용산구에 제안하는 방법을 활용하여 그림자를 생성한 후 시각적으로 강조한 결과를 보인다.

온도차를 갖는 경사진 평행평판 내의 혼합대류 열전달 (Mixed Convection between Inclined Parallel Plates with different Temperatures)

  • 박일용;권오붕;배대석
    • 동력기계공학회지
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    • 제9권2호
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    • pp.33-39
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    • 2005
  • Experiments are performed to study the mixed convection flow and heat transfer in an inclined parallel plates with the upper part cooled and the lower part heated uniformly. The Reynolds number ranges from $4.0{\times}10^{-3}\;to\;6.2{\times}10^{-2}$, the angle of inclination, ${\theta}$, from 0 to 45 degree from the horizontal line, and Pr of the high viscosity fluid is 909. In this paper, the PIV(Particle image velocimetry) with TLC(Thermo-sensitive liquid crystal) tracers is used for visualizing and analysis. This method allows simultaneous measurement of velocity and temperature field at a given instant of time. Quantitative data of the temperature and velocity are obtained by applying the color-image processing to a visualized image, and neural network is applied to the color-to-temperature calibration. This paper describes the methods, and presents the quantitative visualization of mixed convection. From this study, it is found that the flow pattern can be classified into three patterns which are affected by Reynolds number and the angle of inclination.

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소아 침치료 연구에 대한 계량서지학적 분석: Web of Science를 중심으로 (A Bibliometric Analysis of Studies on Pediatric Acupuncture: Based on Web of Science)

  • 권찬영
    • 대한한방소아과학회지
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    • 제38권1호
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    • pp.10-22
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    • 2024
  • Objectives This bibliometric analysis aimed to determine the status of pediatric acupuncture research. Methods Relevant bibliographic information up to January 9, 2024, was collected through searches in the Web of Science Core Collection. Bibliographic information was preprocessed for data analysis and analyzed using VOSviewer software. Network maps of the authors and their affiliated institutions in the included studies were constructed and visualized, and clusters for each major node were identified. In addition, the latest research keywords were visualized using an overlay visualization function. Results The field of pediatric acupuncture research has shown a 20.5-fold quantitative increase in the number of publications over the past 30 years (1991 - 2023). In the field of pediatric acupuncture research, the United States has the highest productivity and influence, and South Korea ranked 7th in productivity and 10th in influence. Through keyword analysis in the field of pediatric acupuncture research, four clusters were identified. Pain management, use in pediatric oncology, and use in postoperative management were identified as important clinical topics. There is a lack of exchange among researchers in the field of pediatric acupuncture. Conclusions Pediatric acupuncture research continues to show quantitative growth and western countries have shown high productivity and influence in this field. In this study, the major keywords in the field of pediatric acupuncture research were identified, and the results can be used to establish the research direction of the Korean medicine community.

차량용 열교환기 사각관 내부 흐름에서 압력강하 및 열전달 특성 (Pressure Drop and Heat Transfer Characteristics of Internal Flow of the Rectangular Tube for Automobile Heat Exchanger)

  • 강희찬;전길웅;김광일
    • 유체기계공업학회:학술대회논문집
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    • 유체기계공업학회 2006년 제4회 한국유체공학학술대회 논문집
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    • pp.489-492
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    • 2006
  • The present work was performed to investigate the thermal and hydraulic characteristics of flow inside the plain and turbulator flat tubes for the automobile application. The pressure drop and heat transfer coefficient at laminar, transition and turbulent regimes were studied experimentally and numerically. The flow transition was confirmed by flow visualization and quantitative data. It is proposed equations for the friction and heat transfer coefficient in the fully developed laminar flow inside rectangular tube as function of aspect ratio.

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An Experimental Study of Developing and Fully Developed Flows in a Wavy Channel by PIV

  • Kim, Sung-Kyun
    • Journal of Mechanical Science and Technology
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    • 제15권12호
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    • pp.1853-1859
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    • 2001
  • An experimental study is presented for a flow field in a two dimensional wavy channels by PIV. This flow has two major applications such as a blood flow simulation and the enhancement of heat transfer in a heat exchanger. While the numerical flow visualization results have been limited to the fully developed cases, existing experimental results of this flow were simple qualitative ones by smoke or dye streak test. Therefore, the main purpose of this study is to produce quantitative flow data for fully developed and developing flow regimes by the Correlation Based Correction PIV (CBC PIV) and to conjecture the analogy between flow characteristics and heat transfer enhancement with low pumping power. Another purpose of this paper is to examine the onset position of the transition and the global mixing, which results in transfer enhancement. PIV results on the Fully developed and developing flow in a wavy channel at Re=500, 1000 and 2000 are obtained. for the case Reynolds Number equals 500, the PIV results are compared with the finite difference numerical solution.

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