• 제목/요약/키워드: Data Comparison

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Assessment of concrete degradation in existing structures: a practical procedure

  • Porco, Francesco;Uva, Giuseppina;Fiore, Andrea;Mezzina, Mauro
    • Structural Engineering and Mechanics
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    • 제52권4호
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    • pp.701-721
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    • 2014
  • In the assessment of existing RC buildings, the reliable appraisal of the compressive strength of in-situ concrete is a fundamental step. Unfortunately, the data that can be obtained by the available testing methods are typically affected by a high level of uncertainty. Moreover, in order to derive indications about the degradation and ageing of the materials by on site tests, it is necessary to have the proper terms of comparison, that is to say, to know the reference data measured during the construction phases, that are often unavailable when the building is old. In the cases when such a comparison can be done, the in situ strength values typically turn out to be lower than the reference strength values (tests performed on taken samples during the construction). At this point, it is crucial to discern and quantify the specific effect induced by different factors: ageing of the materials; poor quality of the placement, consolidation or cure of the concrete during the construction phases; damage due to drilling. This paper presents a procedure for correlating the destructive compressive tests and non-destructive tests (ultrasonic pulse velocity tests) with the data documenting the compressive strength tested during the construction phases. The research work is aimed at identifying the factors that induce the difference between the in-situ strength and cubes taken from the concrete casting, and providing, so, useful information for the assessment procedure of the building.

An Overall Investigation of Break Simulators for LOCA Scenarios in Integral Effect Tests

  • Kim, Yeon-Sik;Park, Hyun-Sik
    • 에너지공학
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    • 제23권4호
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    • pp.73-88
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    • 2014
  • Various studies on the critical flow models for sub-cooled and/or saturated water were reviewed, especially on Fauske, Moody, and Henry for basic theoretical models; Zaloudek for insight into physical phenomena for a critical flow in an orifice type flow path; Sozzi & Sutherland for a critical flow test of saturated and sub-cooled water at high pressure for orifice and nozzles; and a Marviken test on a full-scale critical flow test. In addition, critical flow tests of sub-cooled water for the break simulators in integral effect test (IET) facilities were also investigated, and a hybrid concept using Moody's and Fauske's models was considered by the authors. In the comparison of the models for the selected test data, discussions of the effect of the diameters, predictions of the critical flow models, and design aspects of break simulator for SBLOCA scenarios in the IET facilities were presented. In the effect of diameter on the critical flow rate with respect to all dimensional scales, it was concluded that the effect of diameter was found irrespective of diameter sizes. In addition, the diameter effect on slip ratio affecting the critical flow rate was suggested. From a comparison of the critical flow models and selected test data, the Henry-Fauske model of the MARS-KS code was found to be the best model predicting the critical flow rate for the selected test data under study.

A Study on Comparison of Lung Cancer Prediction Using Ensemble Machine Learning

  • NAM, Yu-Jin;SHIN, Won-Ji
    • 한국인공지능학회지
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    • 제7권2호
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    • pp.19-24
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    • 2019
  • Lung cancer is a chronic disease which ranks fourth in cancer incidence with 11 percent of the total cancer incidence in Korea. To deal with such issues, there is an active study on the usefulness and utilization of the Clinical Decision Support System (CDSS) which utilizes machine learning. Thus, this study reviews existing studies on artificial intelligence technology that can be used in determining the lung cancer, and conducted a study on the applicability of machine learning in determination of the lung cancer by comparison and analysis using Azure ML provided by Microsoft. The results of this study show different predictions yielded by three algorithms: Support Vector Machine (SVM), Two-Class Support Decision Jungle and Multiclass Decision Jungle. This study has its limitations in the size of the Big data used in Machine Learning. Although the data provided by Kaggle is the most suitable one for this study, it is assumed that there is a limit in learning the data fully due to the lack of absolute figures. Therefore, it is claimed that if the agency's cooperation in the subsequent research is used to compare and analyze various kinds of algorithms other than those used in this study, a more accurate screening machine for lung cancer could be created.

다양한 검증 지수를 이용한 SWAT 자동 보정 비교 평가 (Comparison of Calibrations using Modified SWAT Auto-calibration Tool with Various Efficiency Criteria)

  • 강현우;류지철;김남원;김성준;;임경재
    • 한국수자원학회:학술대회논문집
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    • 한국수자원학회 2011년도 학술발표회
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    • pp.19-19
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    • 2011
  • The appraisals of hydrology model behavior for flow and water quality are generally performed through comparison of simulated data with observed ones. To perform appraisal of hydrology model, some criteria are often used, such as coefficient of determination ($R^2$), Nash and Sutcliffe model efficiency coefficient (NSE), index of agreement (d), modified forms of NSE and d, and relative efficiency criteria NSE and d. These criteria are used not only for hydrology model estimations also for various comparisons of two data sets; This NSE has been often used for SWAT calibration. However, it has been known that the NSE value has some limitations in evaluating hydrology at watersheds under monsoon climate because this statistic is largely affected by higher values in the data set. To overcome these limitations, the SWAT auto-calibration module was enhanced with K-means clustering and direct runoff/baseflow modules. However the NSE is still being used in this module to evaluate model performance. Therefore, the SWAT Auto-calibration module was modified to incorporate alternative efficiency criteria into the SWAT K-means/direct runoff-baseflow auto-calibration module. It is expected that this enhanced SWAT auto-calibration module will provide better calibration capability of SWAT model for all flow regime.

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반복측정 자료에서 개제기올기를 이용한 대존군과 처리군들의 선형추세 검정법 (Linear Trend Comparison of Repeated Measures Data among Treatments with a Control)

  • 권재흔;김동재
    • Communications for Statistical Applications and Methods
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    • 제16권6호
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    • pp.945-957
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    • 2009
  • 의약학 분야에서는 여러 집단에서 하나의 반복요인을 가지는 반복측정 자료가 많이 사용된다. 이 논문에서는 대조군과 처리군들의 시간에 따른 반응값의 선형추세를 비교하기 위하여 각 개체의 기울기를 추정하고 추정된 기울기들에 의해 생생된 표본으로 F-test, Jonckheere-Terpstra test, updated control group procedure를 이용하여 대조문과 처리군들의 차이를 검정하는 방법을 제안하였다. 모의실험 (Monte Carlo Simulation)을 통해 실험유의수준(experimental significance level)과 검정력(power)을 비교하였다.

Atmospheric correction algorithms for satellite ocean color data: performance comparison of "OCTS-type" and "CZCS-type" algorithms

  • Fukushima, Hajime;Mitomi, Yasushi;Otake, Takashi;Toratani, Mitshiro
    • 대한원격탐사학회:학술대회논문집
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    • 대한원격탐사학회 1998년도 Proceedings of International Symposium on Remote Sensing
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    • pp.307-312
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    • 1998
  • The paper first describes the atmospheric correction algorithm for the Ocean Color and Temperature Scanner (OCTS) visible band data used at Earth Observation Center (EOC) of National Space Development Agency of Japan (NASDA). It uses 10 candidate aerosol models including "Asian dust model" introduced in consideration of the unique feature of aerosols over the east Asian waters. Based on the observations at 670 and 865 nm bands where the reflectance of the water body can be discarded, the algorithm selects a pair of aerosol models that accounts best for the observed spectral reflectances to synthesize the aerosol reflectance in other bands. The paper also evaluates the performance of the algorithm by comparing the satellite estimates of water-leaving radiance and chlorophyll-a concentration with selected buoy-and ship-measured data. In comparison with the old CZCS-type atmospheric correction algorithm where the aerosol reflectance is as-sumed to be spectrally independent, the OCTS algorithm records factor 2-3 less error in estimating the normalized water-leaving radiances. In terms of chlorophyll-a concentration estimation, however, the accuracy stays vey similar compared to that of the CZCS-type algorithm. This is considered to be due to the nature of in-water algorithm which relies on spectral ratio of water-leaving radiances.

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The Global Geopotential Models in the Region of Korean Peninsula

  • Yun, Hong-Sic;Adam, Jozsef
    • 한국측량학회지
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    • 제12권1호
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    • pp.95-106
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    • 1994
  • 지오이드 모델링에 필요한 기준면으로 사용되는 여러가지 지오포텐셜모델들을 시험하여 한반도 주변의 최적기준면을 결정하고자 하였다. 시험은 지오포텐셜모델들로부터 계산된 중력이상과 실제측정한 중력 이상의 차를 검토하였으며, 지오포텐셜모델들간의 중력이상과 지오이드고의 차를 비교·검토하였다. 또한 GPS 측량데이타로부터 계산된 지오이드고와 지오포텐셜모델로부터 계산된 지오이드고를 검토하였다. 시험결과 OSU91A 모델이 한반도 주변에서의 기준면으로 적합하다는 것을 알 수 있었다.

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수평관내 이산화탄소의 증발 열전달과 압력강하 (Evaporation Heat Transfer and Pressure Drop of Carbon Dioxide In a Horizontal Tube)

  • 손창효
    • 한국수소및신에너지학회논문집
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    • 제18권2호
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    • pp.189-196
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    • 2007
  • The evaporation heat transfer coefficient and pressure drop of $CO_2$(R-744) in a horizontal tube was investigated experimentally. The main components of the experimental apparatus are a receiver, a variable-speed pump, a mass flow meter, a pre-heater and an evaporator(test section). The test section consists of a horizontal stainless steel tube of 4.57 mm inner diameter. The experiments were conducted at mass flux of $200{\sim}1000\;kg/m^2s$ saturation temperature of $0{\sim}20^{\circ}C$, and heat flux of $10{\sim}40\;kW/m^2$. The test results showed that the heat transfer coefficient of $CO_2$ has a greater effect on nucleate boiling more than convective boiling. Mass flux of $CO_2$ does not affect nucleate boiling too much. In comparison with test data and existing correlations, All of the existing correlations for the heat transfer coefficient underestimated the experimental data. However lung et al.'s correlation showed a good agreement with the experimental data. The evaporation pressure drop of $CO_2$ increases with increasing mass flux and decreasing saturation temperature. When comparison between the experimental pressure drop and existing correlations. Existing correlations failed to predict the evaporation pressure drop of $CO_2$.

Modelling of Thermal Conductivity for High Burnup $UO_2$ Fuel Retaining Rim Region

  • Lee, Byung-Ho;Koo, Yang-Hyun;Sohn, Dong-Seong
    • Nuclear Engineering and Technology
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    • 제29권3호
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    • pp.201-210
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    • 1997
  • A thermal conductivity correlation has been proposed which can be applied to high turnup fuel by considering both of thermal conductivity with turnup across fuel pellet and additional degradation at pellet rim due to very high porosity. In addition, a correlation has been developed that can estimate the porosity of rim region as a function of rim burnup under the assumptions that all the produced fission gases are retained in the in porosity and threshold pellet average burnup required for the formation of rim region is 40 MWD/㎏U. Rim width is correlated to rim burnup using measured data. For the RISO experimental data obtained at pellet average turnup of 43.5 MWD/㎏U for three linear heat generation rates of 30, 35 and 40 ㎾/m, radial temperature distributions ore calculated using the present correlation and compared with the measured ones. This comparison shows that the present correlation gives the best agreement with the measured data when it is combined with the HALDEN's correlation for thermal conductivity considering its degradation with burnup. Another comparison with the HALDEN's measured fuel centerline temperature as a function of burnup at 25 ㎾/m up to about 44 MWD/㎾U also suggest that the present correlation yields the best agreement when it is combined with the HALDEN's thermal conductivity.

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수중 음 전달에 대한 내부파의 영향 (The Effect of Internal Waves on Acoustic Propagation)

  • 최병호;성우제;박정수
    • 한국음향학회지
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    • 제19권5호
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    • pp.46-52
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    • 2000
  • 본 논문에서는 수중 음 전달에 대한 내부파의 영향을 파악하기 위하여 내부파에 의한 음속의 변화량을 수치적으로 구현하고 이를 바탕으로 내부파가 존재할 경우의 음 전달 실험을 수치적으로 수행하였다. 음 전달 수치 실험의 결과를 한국 동해에서 수행된 음향 실험 자료와 비교하였다. 수중 음 전달 수치 실험을 위해서는 Galerkin방법을 이용한 고차포물선 방정식법(SNUPE)를 사용하였다. 음 전달에 대한 내부파의 영향을 파악하기 위하여 불규칙 계수(Scintillation index)를 사용하였고 이를 실제 음향 실험 자료와 비교하였다.

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