• Journal of the Society of Disaster Information
• /
• v.18 no.4
• /
• pp.899-907
• /
• 2022

Purpose: Although many studies on seismic fragility analysis of general bridges have been conducted using machine learning methods, studies on curved bridge structures are insignificant. Therefore, the purpose of this study is to analyze the seismic fragility of bridges with I-shaped curved girders based on the machine learning method considering the material property and geometric uncertainties. Method: Material properties and pier height were considered as uncertainty parameters. Parameters were sampled using the Latin hypercube technique and time history analysis was performed considering the seismic uncertainty. Machine learning data was created by applying artificial neural network and response surface analysis method to the original data. Finally, earthquake fragility analysis was performed using original data and learning data. Result: Parameters were sampled using the Latin hypercube technique, and a total of 160 time history analyzes were performed considering the uncertainty of the earthquake. The analysis result and the predicted value obtained through machine learning were compared, and the coefficient of determination was compared to compare the similarity between the two values. The coefficient of determination of the response surface method was 0.737, which was relatively similar to the observed value. The seismic fragility curve also showed that the predicted value through the response surface method was similar to the observed value. Conclusion: In this study, when the observed value through the finite element analysis and the predicted value through the machine learning method were compared, it was found that the response surface method predicted a result similar to the observed value. However, both machine learning methods were found to underestimate the observed values.

• Proceedings of the Korea Water Resources Association Conference
• /
• 2004.05b
• /
• pp.1193-1197
• /
• 2004

본 연구는 강우에 내한 유역의 반응시간에 관한 연구로써 우리나라 자연하천유역에 적합한 도달시간 및 저류상수 산정공식을 개발하기 위하여 섬진강 유역을 대상으로 유역특성인자 및 강우 특성인자를 분석하고, 이를 다중회귀분석방범 중 최적의 회귀모형을 추출하기 위한 단계별 회귀분석방법을 이용하여 산정공식을 개발하였다. 그리고 개발된 산정공식으로부터의 도달시간 및 저류 상수들을 기존 경험공식의 값들과 비교하였으면, 또한 이를 Clark 모형에 적용하여 실제 호우사상들에 대한 유출수문곡선을 분석하여 관측수문곡선과 비교 검토하였다. 그 걸과 계산된 유출수문곡선과 관측수문곡선은 첨두유량 및 첨두발생시간에서 비교적 적은 오차를 보였으며, 유출수문곡선의 양상에서도 상호 높은 상관성을 보여 개발된 산정공식에 대한 적합성을 잘 나타내주고 있다.

• Proceedings of the Korean Society of Crop Science Conference
• /
• 1981.10a
• /
• pp.7-8
• /
• 1981

• Journal of Biomedical Engineering Research
• /
• v.20 no.3
• /
• pp.307-314
• /
• 1999

This paper describes an informatlon compression of electrically evoked myoelectric signal, M-wave. This wave shows a direct response m lato-response of nerve conductlQn study and has a characteristic with finite time support. M-wave is a useful factor for investing neurodi~ease and is often desirable to have a compact description of its shape and time evolution. The aim of this paper is to show that the AR modeling IS a effective method for compressing an information of M-wave. First, AR model parameters of real M-wave are estimated. And then. they are verified by approximatmg a M-wave using estimated AR parameters and by comparing to other melhod, Hermite tlansform[4]. To concretely evaluate the proposed method, the NMSE(normalized mean square error) of approximation curves are compared. As a result, AR modeling is effective for M-wave assessment because of its capability for the information compression.

• Journal of the Korean Data and Information Science Society
• /
• v.25 no.5
• /
• pp.987-998
• /
• 2014

The primary purpose of this paper is to derive a benchmark dose lower limit (BMDL) of lead for the attention deficit/hyperactive disorder (ADHD) based on a longitudinal cohort data set which is referred to as CHEER data set. The CHEER data were recently recruited from the Ministry of Environment of S. Korea to investigate the effect of environment on children's health We first confirm the correlation of ADHD with the blood lead level using a linear mixed effect model. We report from the longitudinal characteristic of CHEER data that ADHD scores tend to have "regression to the mean". A dose-response curve of blood lead level with ADHD being the end point is derived and from this dose-response curve a few BMDLs are derived based on corresponding assumptions on the benchmark region.

• Radiation Oncology Journal
• /
• v.4 no.2
• /
• pp.89-97
• /
• 1986

Using as assay for jejunal crypt stem cell survival, dose-response curves for the reproductive capacity of crypt stem cells of mouse jejunum exposed to multifractionated gamma-ray irradiation (single, 2, 3, 4, 5, 8, 10, 12, and 16 fractions) were analyzed and single-dose survival curve of these cells was constructed. The following conclusion were drawn: 1) Survival curves for higher numbers of dose fractions were displaced to higher dose, and characterized by increasingly shallower slopes. 2) The single-dose survival curve had broad shoulder, Dq=460 cGy, remaining near-exponential over initial dose range 0 to 300 cGy, with initial slope 1Do=474 cGy. 3) At fractionated dose En the range of 180 to 450 cGy, the average recovered dose per fraction interval was approximately $50\%$ of the dose per fraction. 4) The value of $\alpha/\beta$ ratio by using of linear regression analysis for the reciprocal dose plots was 8.3 Gy which lied in the range of 6-14 Gy for early-reacting tissues. 5) The linear-quadratic model for dose-response formula offers valid approximations for at 1 doses to be used in radiotherapy, only two parameters to be determined, and considerable convenience in practical applications.

• Proceedings of the Korean Society of Propulsion Engineers Conference
• /
• 1996.11a
• /
• pp.137-144
• /
• 1996

The kinetic coefficients far decomposition of the cured phenol resin (SC-1008) using a modified Arrhenius relationship have been determined from thermogavimetric analyses (TGA). The kinetic parameters were determined by multiple heating rate technique developed by Freideman and Henderson. Weight loss (decomposition) and weight loss rate (decomposition rate)were measured and recorded for three heating rates; $5^{\circ}C$/min ,$10^{\circ}C$/min, and $20^{\circ}C$/min. Relatively good agreement was obtained between measured and calculated decomposition as a function of temperature. By separating the reaction, the reaction order and pre exponential factor become empirical parameters which provide a "best fit" of the data. However, this method yields an extremely accurate reproduction of the thermograms over a wide range of heating rates. This is the desired result for kinetic parameters used in thermal models.al models.

• Proceedings of the Korea Water Resources Association Conference
• /
• 2012.05a
• /
• pp.949-949
• /
• 2012

유출수문곡선은 강우량, 강우강도, 강우지속시간, 강우이동방향 및 이동속도와 같은 강우발생특성과 강수대의 공간적 이류방향과 유역형상과의 상호작용에 의하여 영향을 받으며, 특히 강우의 이류과정에서 나타나는 시간적, 공간적인 분포는 유출에 영향을 미치는 중요한 인자이다. 일반적으로 유출해석 기본이론은 연속방정식과 운동방정식으로서 운동파가정(kinematic wave analogy)을 기반으로 한 집중수문모형(lumped hydrologic model)에 의하여 수행되고 있지만 집중형 모형은 한 매개변수에 여러 가지의 물리적 과정을 개념화하여 담고 있기 때문에 유출과정에 대한 섬세한 모형화의 제약으로 인하여 강우의 이류과정에 따른 유출변화특성을 모의하기가 어렵다. 본 연구에서는 완전 분포형 수문동력학적 강우-유출 모형을 사용하여 강우의 이류특성을 반영할 수 있는 유출 모델을 구성하고, 강우의 이류특성에 따른 유역 출구에서의 유출수문곡선의 변화과정을 살펴보고 상관관계를 분석하였다.

• Resources Recycling
• /
• v.27 no.4
• /
• pp.65-69
• /
• 2018

In solvent extraction, extraction isotherm represents the relation between the equilibrium concentration of metal in the aqueous and organic phase. McCabe-Thiele diagram on which extraction isotherm and operating line are constructed provides valuable information on the mass transfer operation. When the equilibrium constant of a solvent extraction reaction is known, the calculation method to obtain extraction isotherm was introduced. Kresmer equation by which the number of extraction stages can be calculated when the distribution coefficient is constant was introduced.

• Proceedings of the Korea Water Resources Association Conference
• /
• 2019.05a
• /
• pp.110-110
• /
• 2019

유역 강우-유출 과정의 물리적 특성과 비선형성을 반영하여 유출을 예측할 수 있는 새로운 방법을 제시한다. Dynamic wave 이론 기반의 강우-유출 모형과 유역의 지형적, 수문학적 특성을 이용하여 유역의 순간단위도를 S-수문곡선 방법을 통해 유도하였으며, 비선형성을 고려한 유출수문곡선 산정을 위해 순간단위도의 회선적분 시 강우강도별로 달라지는 순간단위도를 반영하였다. 기존 선형 가정에 근거한 단위도 방법이나, kinematic wave 이론 기반의 순간단위도 방법들에 비해 유역 반응의 물리적 특성과 비선형성을 잘 반영할 수 있었으며, 수치 시뮬레이션을 통한 강우유출 예측 방법에 비해 예측에 소요되는 시간이 짧다는 이점을 가졌다. 본 연구에서 제시한 방법에 대한 이상적 유역, 실제 유역에 대한 검증을 진행하였으며 실제 관측결과와 비교해 본 결과 유역의 강우-유출 관계를 정확히 예측하였다는 결론을 얻을 수 있었다.