• Title/Summary/Keyword: 비정규 분포

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Curve Estimation among Citation and Centrality Measures in Article-level Citation Networks (문헌 단위 인용 네트워크 내 인용과 중심성 지수 간 관계 추정에 관한 연구)

  • Yu, So-Young
    • Journal of the Korean Society for information Management
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    • v.29 no.2
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    • pp.193-204
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    • 2012
  • The characteristics of citation and centrality measures in citation networks can be identified using multiple linear regression analyses. In this study, we examine the relationships between bibliometric indices and centrality measures in an article-level co-citation network to determine whether the linear model is the best fitting model and to suggest the necessity of data transformation in the analysis. 703 highly cited articles in Physics published in 2004 were sampled, and four indicators were developed as variables in this study: citation counts, degree centrality, closeness centrality, and betweenness centrality in the co-citation network. As a result, the relationship pattern between citation counts and degree centrality in a co-citation network fits a non-linear rather than linear model. Also, the relationship between degree and closeness centrality measures, or that between degree and betweenness centrality measures, can be better explained by non-linear models than by a linear model. It may be controversial, however, to choose non-linear models as the best-fitting for the relationship between closeness and betweenness centrality measures, as this result implies that data transformation may be a necessary step for inferential statistics.

Dynamic Properties for Geomaterials of Railway as Determined by Large-scale Cyclic Triaxial Test (대형삼축압축시험을 이용한 철도노반재료의 동적 물성 제안)

  • Lee, Sung Jin;Hwang, Su Beom;Lee, Su Hyung;Lee, Seong Hyeok;Kim, Ki Jae
    • Journal of the Korean Society for Railway
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    • v.17 no.1
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    • pp.43-51
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    • 2014
  • In the earth structures of railways, large coarse granular materials are widely used as fill materials. However, experimental studies that consider the dynamic properties of these coarse granular materials have rarely been carried out in Korea due to the lack of a large scale test apparatus in this country. In this study, large scale cyclic triaxial tests were carried out for materials such as reinforced roadbed (subballast, graded crushed stone), transition zone gravel, and the upper subgrade of a railway. These specimens were prepared according to certain conditions (dry unit weight, grain size distribution, and so on) specified in the Korea railroad design standard. Based on these large triaxial test results, normalized shear modulus and damping ratio curves according to small strain level are suggested. A model and coefficients for each material are also proposed.

Downscaling climate simulation using spatio-temporal random cascade model in Korea region (시공간적 Random Cascade 모형을 이용한 한반도지역 기후모의 상세화기법)

  • Kwon, Jin-Wook;Kang, Boo-Sik
    • Proceedings of the Korea Water Resources Association Conference
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    • 2008.05a
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    • pp.120-124
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    • 2008
  • 본 연구에서는 대기대순환모형(GCM) 모의결과를 활용하여 한반도 지역의 강수량과, 온도에 대하여 분위사상법(Quantile mapping)과 상세화기법(downscaling)을 적용하였다. GCM 모의자료는 캐나다기후센터(CCCma; Canadian Centre for Climate Modeling and Analysis)의 CGCM2 A2, B2시나리오의 $2001{\sim}2100$년 자료를 사용하였으며, GCM 모의결과값과 국내관측값과의 계통적오차(systematic bias)를 보정하기 위하여 분위사상법을 적용하였다. 강수자료의 경우 한반도의 강수특성을 반영하기 위하여 홍수기, 비홍수기로 구분지어 감마분포를 이용하였고, 온도자료의 경우 계절적 특성을 반영하기 위하여 봄/가을, 여름, 겨울로 구분지어 표준정규분포를 이용하여 분위사상법을 적용하였다. 강수자료의 경우 과거($1965{\sim}1989$:25개년)의 31개소의 일평균강우 자료를, 온도자료의 경우 과거($1965{\sim}1989$)의 11개소의 일평균온도 자료를 사용하였다. 이러한 분위사상법의 적용으로 GCM 모의결과값과 관측값사이의 계통적오차를 보정하였으며, 그 결과 강수자료의 홍수기의 경우 모의결과값과 관측값의 차이가 3.79mm/day에서 0.62mm/day로, 비홍수기의 경우 0.24mm/day에서 0.02mm/day로 각각 83%, 92% 보정된것을 확인하였으며, 각각의 확률분포 매개변수를 추출하였다. Random Cascade 모형의 자기유사성 및 무작위 변동성계수를 추정하기 위하여 2002년 8월 6일 00:10부터 8월 9일 24:00까지 432장의 레이더 스캔을 사용하여 스케일분석을 실시하였으며, 모형적용결과 연평균 강우량의 변화는 A2의 경우 797.89mm에서 1297.09mm로 B2의 경우 815.02mm에서 1383.93mm로 나타났다.

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A Study on the Seasonal Variations of Fresh Water Distribution and Flushing Time in Suyoung Bay (수영만에 유입된 담수의 체류시간과 그 계절적 변동 특성)

  • Lee, Byeong-Geol;Jo, Gyu-Dae;Kim, Dong-Seon
    • Journal of the Korean Society of Fisheries and Ocean Technology
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    • v.27 no.3
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    • pp.170-177
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    • 1991
  • This paper presents the seasonal variation of distribution and flushing time of the fresh water in Suyoung Bay based on the monthly observation from May 1989 through April 1990 and Pusan City Report of Suyoung Bay. Most of Suyoung river water was trapped inside of the bay west of the Dong-Baek Island located. Low salinity water lies dominantly on the right hand side of the Suyong river. Salinity structure of the bay is the well mixed type in summer and the partially mixed type in other season. The fresh water fraction varied in an exponetial manner from unity at the head of bay toward a value of zero at the its mouth. The calculated average flushing time during a year was about 10-15days. About 1.5 days was in summer because the strong fresh water discharge from the river was dominated in the bay.

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Wake Structure of Tip Vortex Generated by a Model Rotor Blade of NACA0015 Airfoil Section (NACA0015익형을 가지는 로터 깃 끝와류의 후류유동구조)

  • Sohn, Yong-Joon;Kim, Jeong-Hyun;Han, Yong-Oun
    • Journal of the Korean Society for Aeronautical & Space Sciences
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    • v.39 no.3
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    • pp.210-217
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    • 2011
  • Evolution of tip vortex generated by a model rotor blade which has a symmetric blade section has been investigated by use of the laser doppler anemometry. Swirl and axial velocity components of tip vortex were measured by the phase averaging technique within one revolution of a rotor blade. It was found that tip vortex becomes matured until 27 degrees and diffuses afterwards with diffusing rate becoming slower compared to the case of the asymmetric blade section, but the tip loss was expected to become more substantial. Swirl velocity components were well fit to n=2 model of Vatistas within measured wake ages, showing the self-similarity exists for the swirl velocity components. The axial components were followed with Gaussian profiles, but had much higher peak values than those of the symmetric blade section.

Study on Coverage Analysis using Interference Cancellation in WCDMA System (WCDMA시스템에서 간섭제거기를 적용한 통화권 분석에 관한 연구)

  • 박태준;박재원;박용완
    • The Journal of Korean Institute of Electromagnetic Engineering and Science
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    • v.13 no.7
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    • pp.693-701
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    • 2002
  • In this paper, we analyze the coverage of asynchronous IMT(International Mobile Telecommunication)-2000 reverse link with a MUD(Multi-User Detector) system. The MUD system is utilized to increase the coverage of reverse link. Also we have considered a propagation loss model and an interference effect. Because it is very difficult that we have calculated the interference accurately, so a fractional cell loading factor(F) is used in this paper. We make use of a MUD efficiency($\beta$) to analyze the performance; this efficiency is presented the MAI of reduction. A simulation utilizes Hata's model, we calculated the coverage according to voice and data services. In this paper, we have assumed that the frequency of carrier has 800 MHz or 1.9 GHz, and a bandwidth is decided 3.84 MHz. We have predicted the performance of actual system by the analysis of capacity and coverage.

Estimation of HMM parameters Using a Codeword Dependent Distance Normalization and a Distance Based codeword Weighting by Fuzzy Contribution (코드워드 의존 거리 정규화와 거리에 기반한 코드워드 가중을 이용한 은닉마르코프모델의 파라미터 추정)

  • Choi, Hwan-Jin;Oh, Yung-Hwan
    • The Journal of the Acoustical Society of Korea
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    • v.15 no.4
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    • pp.36-42
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    • 1996
  • In this paper, we have proposed the robust estimation of HMM parameters which is based on CDDN(codeword dependent distance normalization)and codeword weighting by distance. The proposed method has used a distance normalization based on the characteristics of a codeword dependent distribution and have computed fuzzy contributions of codeword to a input vector with a fuzzy objective function. From experimental results, we have shown the effectiveness of the proposed method in that the correction rate of the proposed method is improved 4.5% over the conventional FVQ based method. Especially, the application of distance weighting to smoothing of output probability is improved the performance of 2.5% compared to distance based codeword weighting.

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Customer Classification System Using Incrementally Ensemble SVM (점진적 앙상블 SVM을 이용한 고객 분류 시스템)

  • Park, Sang-Ho;Lee, Jong-In;Park, Sun;Kang, Yun-Hee;Lee, Ju-Hong
    • Proceedings of the Korean Information Science Society Conference
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    • 2003.10a
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    • pp.190-192
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    • 2003
  • 소비자의 신용 대출 규모가 점차 증가하면서 기업에서 고객의 신용 등급에 의한 정확한 고객 분류를 필요로 하고 있다 이를 위해 판별 분석과 신경망의 역전파(BP: Back Propagation)를 이용한 고객 분류 시스템이 연구되었다. 그러나, 판별 분석을 사용한 방법은 불규칙한 신용 거래의 성향을 보이는 비정규 분포의 고객 데이터의 영향으로 여러 개의 판별 함수와 판별점이 존재하여 분류 정확도가 떨어지는 단점이 있다. 신경망을 이용한 방법은 불규칙한 신용 거래의 성향을 보이는 고객 데이터에 의해서, 지역 최소점(Local Minima)에 빠져 최대의 분류 정확률을 보이는 분류자를 얻지 못하는 경우가 발생할 수 있다. 본 논문에서는 이러한 기존 연구의 분류 정확률을 저하시키는 단점을 해결하기 위해 SVM(Support Vector Machine)을 사용하여 고객의 신용 등급을 분류하는 방법을 제안한다. SVM은 SV(Support Vector)의 수에 의해서 학습 성능이 좌우되므로, 불규칙한 거래 성향을 보이는 고객에 대해서도 높은 차원으로의 매핑을 통하여, 효과적으로 학습시킬 수 있어 분류의 정확도를 높일 수 있다 하지만, SVM은 근사화 알고리즘(Approximation Algorithms)을 이용하므로 분류 정확도가 이론적인 성능에 미치지 못한다. 따라서, 본 논문은 점진적 앙상블 SVM을 사용하여, 기존의 고객 분류 시스템의 문제점을 해결하고 실제적으로 SVM의 분류 정확률을 높인다. 실험 결과는 점진적 앙상블 SVM을 이용한 방법의 정확성이 기존의 방법보다 높다는 것을 보여준다.

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Analysis of Achievable Data Rate under BPSK Modulation: CIS NOMA Perspective (BPSK 변조의 최대 전송률 분석: 상관 정보원의 비직교 다중 접속 관점에서)

  • Chung, Kyu-Hyuk
    • The Journal of the Korea institute of electronic communication sciences
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    • v.15 no.6
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    • pp.995-1002
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    • 2020
  • This paper investigates the achievable data rate for non-orthogonal multiple access(NOMA) with correlated information sources(CIS), under the binary phase shift keying(BPSK) modulation, in contrast to most of the existing NOMA designs using continuous Gaussian input modulations. First, the closed-form expression for the achievable data rate of NOMA with CIS and BPSK is derived, for both users. Then it is shown by numerical results that for the stronger channel user, the achievable data rate of CIS reduces, compared with that of independent information sources( IIS). We also demonstrate that for the weaker channel user, the achievable data rate of CIS increases, compared with that of IIS. In addition, the intensive analyses of the probability density function(PDF) of the observation and the inter-user interferennce(IUI) are provided to verify our theoretical results.

Seismic Risk Assessment of Extradosed Bridges with Lead Rubber Bearings (LRB 면진장치가 설치된 엑스트라도즈드교의 지진위험도 평가)

  • Kim, Doo Kie;Seo, Hyeong Yeol;Yi, Jin-Hak
    • KSCE Journal of Civil and Environmental Engineering Research
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    • v.26 no.1A
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    • pp.155-162
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    • 2006
  • This study presents the seismic risk assesment for an extradosed bridge with seismic isolators of lead rubber bearings(LRB). First, the seismic vulnerability of a structure and then the seismic hazard of the site are evaluated using earthquake data set and seismic hazard map in Korea, and then the seismic risk of the structure is assessed. The nonlinear seismic analyses are carried out to consider plastic hinges of bridge columns and nonlinear characteristics of soil foundation. The ductility demand is adopted to describe the nonlinear behavior of a column, and the moment-curvature curve of a column is assumed to be bilinear hysterestic. The fragility curves are represented as a log-normal distribution function for column damage, movement of superstructure, and cable yielding. And seismic hazard is estimated using the available seismic hazard maps. The results show that the effectiveness of the seismic isolators for the columns is more noticeable than those for cables and girders, in seismic isolated extradosed bridges under earthquakes.