• 제목/요약/키워드: Correlation model

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Stochastic response of suspension bridges for various spatial variability models

  • Adanur, Suleyman;Altunisik, Ahmet C.;Soyluk, Kurtulus;Dumanoglu, A. Aydin
    • Steel and Composite Structures
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    • 제22권5호
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    • pp.1001-1018
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    • 2016
  • The purpose of this paper is to compare the structural responses obtained from the stochastic analysis of a suspension bridge subjected to uniform and partially correlated seismic ground motions, using different spatial correlation functions commonly used in the earthquake engineering. The spatial correlation function employed in this study consists of a term that characterizes the loss of coherency. To account for the spatial variability of ground motions, the widely used four loss of coherency models in the literature has been taken into account in this study. Because each of these models has its own characteristics, it is intended to determine the sensitivity of a suspension bridge due to these losses of coherency models which represent the spatial variability of ground motions. Bosporus Suspension Bridge connects Europe to Asia in Istanbul is selected as a numerical example. The bridge has steel towers that are flexible, inclined hangers and a steel box-deck of 1074 m main span, with side spans of 231 and 255 m on the European and Asian sides, respectively. For the ground motion the filtered white noise model is considered and applied in the vertical direction, the intensity parameter of this model is obtained by using the S16E component of Pacoima Dam record of 1971 San Fernando earthquake. An analytically simple model called as filtered white noise ground motion model is chosen to represent the earthquake ground motion. When compared with the uniform ground motion case, the results obtained from the spatial variability models with partial correlation outline the necessity to include the spatial variability of ground motions in the stochastic dynamic analysis of suspension bridges. It is observed that while the largest response values are obtained for the model proposed by Harichandran and Vanmarcke, the model proposed by Uscinski produces the smallest responses among the considered partially correlated ground motion models. The response values obtained from the uniform ground motion case are usually smaller than those of the responses obtained from the partially correlated ground motion cases. While the response values at the flexible parts of the bridge are totally dominated by the dynamic component, the pseudo-static component also has significant contributions for the response values at the rigid parts of the bridge. The results also show the consistency of the spatial variability models, which have different characteristics, considered in this study.

개선된 DRASTIC 기법을 이용한 터널굴착 예정지역의 지하수 오염 가능성 평가기법 개발에 관한 연구 (Development of a groundwater contamination potential evaluation technique by improving DRASTIC Index for a tunnel excavation area)

  • 박준경;박영진;위용곤;최영태;이한민
    • 한국터널지하공간학회 논문집
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    • 제5권1호
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    • pp.71-88
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    • 2003
  • 지하수 오염에 대한 광역적인 취약성 평가를 위한 DRASTIC 시스템은 미국 EPA에서 개발된 것으로서 지하수위, 충진률, 대수층매체, 토양매체, 지형경사, 비포화대매체, 수리전도도등 수리지질학적 요소들을 이용하여 지하수 오염 취약성을 상대적으로 평가하기 위한 표준화된 시스템으로 현재 널리 사용되고 있다. 본 연구에서는 GIS 기법을 활용하여 기본 DRASTIC 모델에 구조선 밀도, 토지이용, 터널굴착으로 인한 지하수위 저하의 영향을 추가한 변형된 DRASTIC 모델을 개발하고 ${\bigcirc}{\bigcirc}$지역의 터널굴착으로 인한 지하수 오염가능성을 평가하고자 하였다. 통계적인 분석을 위하여 각각의 인자별 벡터 레이어를 격자레이어로 전환하고 각 인자별 상관계수, 3방향의 주성분분석에 의한 공분산, 고유치, 고유벡터 등을 구하여 인자들의 상관관계를 비교 분석하였다. 또한, 일반적인 DRASTIC 레이어와 구조선 밀도 레이어, 토지이용 레이어, 터널굴착영향 레이어간의 상관계수를 각각 구하고, 이를 각각의 가중치로 적용하여 최종적인 변형된 DRASTIC 모델을 구축하고자 하였다. 변형된 DRASTIC 모델을 사용한 결과 일반적인 DRASTIC 모델에 비해 오염 가능지역이 많이 세분화되었고, 그 결과를 활용하여 오염가능성이 높은 취약지역을 구체적으로 구분할 수 있었다.

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한반도를 포함한 동아시아 영역에서 오존전량과 유해자외선의 특성과 예측 (Characteristics and Prediction of Total Ozone and UV-B Irradiance in East Asia Including the Korean Peninsula)

  • 문윤섭;민우석;김유근
    • 한국환경과학회지
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    • 제15권8호
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    • pp.701-718
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    • 2006
  • The average ratio of the daily UV-B to total solar (75) irradiance at Busan (35.23$^{\circ}$N, 129.07$^{\circ}$E) in Korea is found as 0.11%. There is also a high exponential relationship between hourly UV-B and total solar irradiance: UV-B=exp (a$\times$(75-b))(R$^2$=0.93). The daily variation of total ozone is compared with the UV-B irradiance at Pohang (36.03$^{\circ}$N, 129.40$^{\circ}$E) in Korea using the Total Ozone Mapping Spectrometer (TOMS) data during the period of May to July in 2005. The total ozone (TO) has been maintained to a decreasing trend since 1979, which leading to a negative correlation with the ground-level UV-B irradiance doting the given period of cloudless day: UV-B=239.23-0.056 TO (R$^2$=0.52). The statistical predictions of daily total ozone are analyzed by using the data of the Brewer spectrophotometer and TOMS in East Asia including the Korean peninsula. The long-term monthly averages of total ozone using the multiplicative seasonal AutoRegressive Integrated Moving Average (ARIMA) model are used to predict the hourly mean UV-B irradiance by interpolating the daily mean total ozone far the predicting period. We also can predict the next day's total ozone by using regression models based on the present day's total ozone by TOMS and the next day's predicted maximum air temperature by the Meteorological Mesoscale Model 5 (MM5). These predicted and observed total ozone amounts are used to input data of the parameterization model (PM) of hourly UV-B irradiance. The PM of UV-B irradiance is based on the main parameters such as cloudiness, solar zenith angle, total ozone, opacity of aerosols, altitude, and surface albedo. The input data for the model requires daily total ozone, hourly amount and type of cloud, visibility and air pressure. To simplify cloud effects in the model, the constant cloud transmittance are used. For example, the correlation coefficient of the PM using these cloud transmissivities is shown high in more than 0.91 for cloudy days in Busan, and the relative mean bias error (RMBE) and the relative root mean square error (RRMSE) are less than 21% and 27%, respectively. In this study, the daily variations of calculated and predicted UV-B irradiance are presented in high correlation coefficients of more than 0.86 at each monitoring site of the Korean peninsula as well as East Asia. The RMBE is within 10% of the mean measured hourly irradiance, and the RRMSE is within 15% for hourly irradiance, respectively. Although errors are present in cloud amounts and total ozone, the results are still acceptable.

동적수치해석을 이용한 액상화로 인한 철도제방 피해도 평가법 개발 연구 (A Study on Evaluating Damage to Railway Embankment Caused by Liquefaction Using Dynamic Numerical Analysis)

  • 하익수
    • 한국지반공학회논문집
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    • 제38권11호
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    • pp.149-161
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    • 2022
  • 본 연구의 목적은 철도제방의 액상화 피해와 관련된 연구결과로부터 철도제방의 액상화에 따른 피해도 평가지표를 선정하고, 동적수치해석으로부터 선정된 지표와 제방 마루침하량과의 상관관계를 확인하고, 이러한 상관관계를 이용하여 철도제방의 액상화 피해도 평가기법을 개발하는 것이다. 액상화로 인한 철도제방의 피해사례 및 피해유형을 분석하고, 다른 구조물의 액상화 피해평가법을 참고하여, 제방높이(H), 비액상화층두께(H1), 액상화가능지수(LPI)를 철도제방의 액상화 피해도 평가지표로 선정하였다. 본 연구에서 철도제방에 대한 동적유효응력해석을 위한 기초지반의 액상화 구성모델은 PM4-Sand model을 적용하였다. 해당 구성모델은 철도제방에 대하여 수행된 기존의 동적원심모형실험 결과와의 비교로부터 모델의 실효성이 우선 검증되었다. 국내 호남고속철도 제방 549개소 기초지반 자료 중 액상화 발생이 가능한 9개 부지를 선정하고, 선정 부지 철도제방 단면에 대해 2가지 크기 수준의 2가지 지진파, 즉, 총 4개의 지진파를 입력하중으로 하는 동적수치해석을 수행하였다. 수치해석 결과로부터 선정된 평가지표들과 제방 마루침하량과의 상관성을 확인하였고, 이러한 상관성을 이용하여 작성한 도표를 이용하여 철도제방의 액상화 피해도를 간편하게 평가할 수 있는 방법을 제안하였다.

Design of Subband Codecs Using Optimized Vector Quantizer

  • Jee, Innho
    • The Journal of the Acoustical Society of Korea
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    • 제15권2E호
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    • pp.33-38
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    • 1996
  • This paper provides an approach for representing an optimum vector quantizer by a scalar nonlinear gain-plus-additive noise model. The validity and accuracy of this analytic model is confirmed by comparing the calcuated model quantization errors with actual simulation of the optimum Linde-Buzo-Gray(LBG) vector quantizer. Using this model we frm MSE measure of an M-band filter bank codec in terms of the equivalent scalar quantizatin model and find the optimum FIR filter coefficients for each channel in the M-band structure for a given bit rate, given filter length, and given input signal correlation model. Specific design examples are worked out for 4-tap filters in the two-band paraunitary case. These theoretical results are confirmed by extensive Monte Carlo simulation.

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품질기능전개를 이용한 자본예산투자프로젝트 선정방법 (A Selection Method for Capital Budgeting Projects with Quality Function Deployment)

  • 우태희
    • 대한안전경영과학회지
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    • 제2권4호
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    • pp.125-138
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    • 2000
  • The purpose of this paper is to describe a new analytic method of capital budgeting projects that takes into account both customer wants and competitor's status and to give decision makers a tool for goal setting and planning for technology. This model, which is based on quality function deployment(QFD), has used the analytic hierarchy process(AHP) to determine the intensity of the relationship between the variables involved in each matrix of the model and the 0-1 integer programming to determine the allocation of funds to various technological projects. This paper also proposes how to calculate the new weight of columns to consider various strength levels of roof matrix, representing the correlation among the quality characteristics, using Lyman's normalization procedure. To compare this model with Partovi's model, I adapt the same example which is suggested by Partovi and I show that the value of object function, has maximization problem, in this model is larger than that in Partovi's model.

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On the Local Identifiability of Load Model Parameters in Measurement-based Approach

  • Choi, Byoung-Kon;Chiang, Hsiao-Dong
    • Journal of Electrical Engineering and Technology
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    • 제4권2호
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    • pp.149-158
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    • 2009
  • It is important to derive reliable parameter values in the measurement-based load model development of electric power systems. However parameter estimation tasks, in practice, often face the parameter identifiability issue; whether or not the model parameters can be estimated with a given input-output data set in reliable manner. This paper introduces concepts and practical definitions of the local identifiability of model parameters. A posteriori local identifiability is defined in the sense of nonlinear least squares. As numerical examples, local identifiability of third-order induction motor (IM) model and a Z-induction motor (Z-IM) model is studied. It is shown that parameter ill-conditioning can significantly affect on reliable parameter estimation task. Numerical studies show that local identifiability can be quite sensitive to input data and a given local solution. Finally, several countermeasures are proposed to overcome ill-conditioning problem in measurement-based load modeling.

Statistical Method for Implementing the Experimenter Effect in the Analysis of Gene Expression Data

  • Kim, In-Young;Rha, Sun-Young;Kim, Byung-Soo
    • Communications for Statistical Applications and Methods
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    • 제13권3호
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    • pp.701-718
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    • 2006
  • In cancer microarray experiments, the experimenter or patient which is nested in each experimenter often shows quite heterogeneous error variability, which should be estimated for identifying a source of variation. Our study describes a Bayesian method which utilizes clinical information for identifying a set of DE genes for the class of subtypes as well as assesses and examines the experimenter effect and patient effect which is nested in each experimenter as a source of variation. We propose a Bayesian multilevel mixed effect model based on analysis of covariance (ANACOVA). The Bayesian multilevel mixed effect model is a combination of the multilevel mixed effect model and the Bayesian hierarchical model, which provides a flexible way of defining a suitable correlation structure among genes.

Model- Data Based Small Area Estimation

  • Shin, Key-Il;Lee, Sang Eun
    • Communications for Statistical Applications and Methods
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    • 제10권3호
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    • pp.637-645
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    • 2003
  • Small area estimation had been studied using data-based methods such as Direct, Indirect, Synthetic methods. However recently, model-based such as based on regression or time series estimation methods are applied to the study. In this paper we investigate a model-data based small area estimation which takes into account the spatial relation among the areas. The Economic Active Population Survey in 2001 are used for analysis and the results from the model based and model-data based estimation are compared with using MSE(Mean squared error), MAE(Mean absolute error) and MB(Mean bias).

성층화 혼합기의 연소 모델링 (Combustion Modeling for Stratified Charge)

  • 김용태;배상수;민경덕
    • 한국자동차공학회논문집
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    • 제9권4호
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    • pp.50-55
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    • 2001
  • To simulate the combustion process under stratified charged conditions, like GDI engines, the new combustion model is proposed, which is based on Welter's FAE model and Peters' PDF model for considering primary reactions. In addition to these models, the new laminar burning velocity correlation and diffusion flame model are also included in the proposed model. The former can be applicable to much wider range of equivalence ratio, pressure and temperature than the others, such as Keck's and Guilder's models, and the latter has been derived from water-gas shift reaction and hydrogen oxidation, by which the secondary reactions can be considered after primary reactions. 3-D computation has been performed by using STAR-CD v3.05 in the simple cylindrical geometry under stratified charged condition. Judging from the calculated results, the present model proves to be reasonable to simulate the characteristics of flame propagation and concentrations of products in burned regions.

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