• Title/Summary/Keyword: 다중인자분석

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Multifactor Dimensionality Reduction(MDR) Analysis by Dummy Variables (더미(dummy) 변수를 활용한 다중인자 차원 축소(MDR) 방법)

  • Lee, Jea-Young;Lee, Ho-Guen
    • The Korean Journal of Applied Statistics
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    • v.22 no.2
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    • pp.435-442
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    • 2009
  • Multiple genes interacting is a difficult due to the limitations of parametric statistical method like as logistic regression for detection of gene effects that are dependent solely on interactions with other genes and with environmental exposures. Multifactor dimensionality reduction(MDR) statistical method by dummy variables was applied to identify interaction effects of single nucleotide polymorphisms(SNPs) responsible for longissimus mulcle dorsi area(LMA), carcass cold weight(CWT) and average daily gain(ADG) in a Hanwoo beef cattle population.

Development of a Spatting Model of Jointed Concrete Pavement by Investigating Long-Term Highway Pavement Performance (고속도로 장기 공용성 조사에 의한 줄눈 콘크리트 포장의 스폴링 모형 개발)

  • Jeong, Jin-Hoon;Yoo, Tae-Seok;Sim, Jong-Sung
    • International Journal of Highway Engineering
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    • v.7 no.2 s.24
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    • pp.77-86
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    • 2005
  • A spalling model for jointed connote pavements(JCP) was developed using the data of distresses, climates, and materials at the sections of long-term pavement performance(LTPP) investigation. The total of forty-four spatting distress data was collected at twenty-two JCP LTPP sections in 1999 and in 2004. In addition, the data of climates, geometric shapes of the slabs, and material properties was also collected at those times. Factors significantly influencing the spalling distress were found by a sensitivity analysis for the data. Consequently, a spatting model was developed by a multi-regression analysis for the factors. The model showed reasonable trend of the spatting development comparing to other foreign models.

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Determination of Design Channel Width for Small Stream in Youngwol (영월군 소하천 계획하폭 산정에 관한 연구)

  • Yoon, Min-Hyu;Ahn, Jeong-Hwan;Cho, Won-Cheol
    • Proceedings of the Korea Water Resources Association Conference
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    • 2009.05a
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    • pp.874-878
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    • 2009
  • 본 연구는 강원도 영월군 소하천의 계획하폭을 결정하기 위한 관계식에 관한 연구이다. 현재 국내에서 널리 사용되고 있는 계획하폭 산정공식은 모두 중규모 이상의 하천에 대하여 개발되어 하천 및 유역의 특징이 중규모 이상의 하천과 상이한 소하천에 적용하기에는 문제가 있다. 본 연구에서는 영월군내 소규모 하천을 대상으로 유역의 수리 수문학적 특성 인자인 유역면적, 유로연장, 계획홍수량, 하상경사, 그리고 manning의 공식의 특성 인자인 조도계수를 수집하고, 5개의 인자를 매개변수로 하는 다중 회귀 분석을 통해 우리나라 소하천의 다양한 특성을 갖는 계획하폭 관계식을 제안하였다. 유도한 관계식을 다양한 가상 수로에 적용시켜 계획하폭을 검증한 결과 기존에 사용하고 있는 중부지방 경험식, 하천설계기준에 비해 우수한 결과를 나타냈다. 본 연구에서 제안한 소하천의 계획하폭 산정공식은 소하천정비계획 수립시 계획하폭을 결정하기 위한 기초자료로 활용될 수 있을 것으로 기대한다.

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Orographic Precipitation Analysis with Regional Frequency Analysis and Multiple Linear Regression (지역빈도해석 및 다중회귀분석을 이용한 산악형 강수해석)

  • Yun, Hye-Seon;Um, Myoung-Jin;Cho, Won-Cheol;Heo, Jun-Haeng
    • Journal of Korea Water Resources Association
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    • v.42 no.6
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    • pp.465-480
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    • 2009
  • In this study, single and multiple linear regression model were used to derive the relationship between precipitation and altitude, latitude and longitude in Jejudo. The single linear regression analysis was focused on whether orographic effect was existed in Jejudo by annual average precipitation, and the multiple linear regression analysis on whether orographic effect was applied to each duration and return period of quantile from regional frequency analysis by index flood method. As results of the regression analysis, it shows the relationship between altitude and precipitation strongly form a linear relationship as the length of duration and return period increase. The multiple linear regression precipitation estimates(which used altitude, latitude, and longitude information) were found to be more reasonable than estimates obtained using altitude only or altitude-latitude and altitude-longitude. Especially, as results of spatial distribution analysis by kriging method using GIS, it also provides realistic estimates for precipitation that the precipitation was occurred the southeast region as real climate of Jejudo. However, the accuracy of regression model was decrease which derived a short duration of precipitation or estimated high region precipitation even had long duration. Consequently the other factor caused orographic effect would be needed to estimate precipitation to improve accuracy.

Process Optimization Using Regression Analysis of Distillation Processes for the Recovery of Propylene Glycol Monomethyl Ether Acetate (PGMEA) Containing Waste Organic Solvent (폐액 중 프로필 글리콜 모노메틸 에테르 아세테이트(PGMEA) 회수하는 증류공정에서 회귀분석을 이용한 공정 최적화)

  • Choi, Yong-Seok;Byun, Hun-Soo
    • Korean Chemical Engineering Research
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    • v.53 no.2
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    • pp.181-192
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    • 2015
  • The aim of this study is to obtain optimum process condition for using two tower distribution to recycle the waste Propylene Glycol Monomethyl Ether Acetate (PGMEA) that is formed after washing LCD. The optimum process condition for the content of PGMEA, which is dependent variable, at 1st distillation was calculated according to Bottom temperature (BTM temperature), Reflux amount, Feed amount, Feed temperatures, and the optimum process conditions and optimum factors for the content of PGMEA at 2nd distillation according to Bottom temperature (BTM temperature), Reflux amount, Feed amount, Feed temperatures. At 1st distillation, Reflux amount, Feed amount, and Feed temperature are significant variables. However, it is found that the BTM temperature range is not significant in the range of process condition used in this study. The optimum process conditions are based on $5700{\ell}$ of Feed amount, $2500{\ell}$ of Reflux amount, $165^{\circ}C$ of BTM temperature, and $130^{\circ}C$ of Feed temperature. For the this condition, the predicted content of PGMEA was calculated as 92.12~94.62%. Significant factors at 2nd distillation are Reflux amount, Feed amount, and BTM temperature. Multicollinearity is between Reflux amount and BTM temperature. BTM was omitted in the multiple regression equation because there is a strong positive correlation between Reflux amount and BTM temperature. Base on $199^{\circ}C$ of BTM temperature, The optimum process conditions are based on $4275{\ell}$ of Feed amount, $6200{\ell}$ of Reflux amount and $130^{\circ}C$ of Feed temperature. In this condition, the predicted content of PGMEA was calculated as 99.0~99.5%.

Modal Analysis of Rectangular MQW Waveguide : A Novel Approach using Scanning Angle Method (직사각형 다중 양자 우물 도파관의 모드특성 분석 : Scanning angle method를 사용한 새로운 접근)

  • Im, Yeon-Seop;Choe, Yeong-Wan
    • Journal of the Institute of Electronics Engineers of Korea SD
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    • v.37 no.4
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    • pp.45-52
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    • 2000
  • We present a novel method for simple and efficient analysis of the rectangular MQW waveguide. Preferentially two-dimensional structure is transformed into one-dimensional structure by using the effective index method. Then, the characteristic matrix of the resultant planar MQW waveguide is analyzed by scanning angle method. The effective index, modal intensity, and optical confinement factor of rectangular MQW waveguide can be effectively obtained by this method. Our simulation results show excellent agreement with the accurate solutions based on the finite element method. We also introduce the approximation methods for the analysis of rectangular MQW waveguide and investigate their validity. By using perturbation approach, modal power loss of guided wave in rectangular MQW waveguide is newly investigated and compared with the conventional method using the approximation of planar MQW waveguide.

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The Characteristics of Driving Parameters and CO2 Emissions of Light-Duty Vehicles in Real-Driving Conditions at Urban Area in Seoul (서울 도심의 실제 도로 주행 조건에서 소형자동차의 주행인자와 CO2 배출 특성에 관한 연구)

  • Park, Junhong;Lee, Jongtae;Kim, Sunmoon;Kim, Jeongsoo;Ahn, Keunhwan
    • Journal of Climate Change Research
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    • v.4 no.4
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    • pp.359-369
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    • 2013
  • In this paper, correlations between driving parameters and $CO_2$ of light-duty vehicles have been analyzed. Three test vehicles equipped with PEMS (Portable Emission Measurement System) have been driven in real-road in urban areas of Seoul. Averaged vehicle speed, RPA(Relative Positive Acceleration) and stop ratio have been selected as main driving parameters. The analysis have been conducted in interrupted and uninterrupted road types. Averaged values in various driving conditions have been calculated with distance based moving averaging window method. The multiple linear regression method have been applied to account for correlation between driving parameters and $CO_2$ emissions. This approach has shown statistically that $CO_2$ emission per distance (g/km) have tendencies to be increased as decreased averaged vehicle speed and increased RPA and stop ratio. Compared with uninterrupted traffic, interrupted traffic have shown the lower vehicle speed and the higher RPA and stop ratio. These characteristics of driving parameters in interrupted traffic should cause the higher $CO_2$ emission per distance.

A Variation among the Results using different methodologies for calculating the Rainfall-Runoff Erosivity Factor in RUSLE (다른 강우에너지법 적용에 따른 강우침식인자 산정결과의 다양성)

  • Yun, Jung-hye;Hwang, Syewoon;Yoo, Seung-Hwan
    • Proceedings of the Korea Water Resources Association Conference
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    • 2016.05a
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    • pp.430-430
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    • 2016
  • 범용토양유실공식(RUSLE)은 연간 토양유실량을 산정하기 위해 제시된 경험식이며, 강우침식인자(R factor)는 유실량을 결정하는 요소 중 강우강도의 특성을 고려하는 주요인자이다. 토지피복, 식생 등에 대한 타 인자의 경우 한정된 실험에 의해 도출된 경험치를 대상지역에 맞게 적용하는데 반해 강우침식인자는 강우강도 기반 강우에너지 산정법을 적용하여 계산과정이 비교적 복잡하고 다양하다. 국내에서도 강우침식인자 산정법이 개발된 바 있으나 현제까지 간편법을 비롯한 다양한 공식들이 적용되고 있다. 본 연구에서는 강우침식인자를 산정하는 과정에서 다른 강우 운동에너지식을 적용하거나 연평균 강수량 등을 대체지수로 활용한 간편법 적용시 결과의 결과의 다양성에 대해 분석하고자 하였다. 합리적인 30분 강우강도 산정을 위해 79개 기상청 종관기상관측 지점에 대한 분단위 강우자료(1997~2014)를 수집하고 기존의 국내외 강우운동에너지 식과 대체지수를 적용하여 산정된 결과를 비교 분석하였다. 연구결과 간편법을 사용한 결과가 대부분 지점에 대해 강우에너지식을 사용한 강우침식인자보다 과대산정(지점평균 약 74%)하였으며 다른 강우에너지식 적용에 따른 평균 변동계수가 약 0.12로 나타나 지점간 차이를 보였으나 적용방법에 따른 침식인자의 분포가 다소 다르게 나타남을 확인하였다. 관측자료가 부족한 토양유실량 예측에 있어 강우 침식인자 산정을 위한 최적 방법론 도출이 어려운 만큼 다중모델 결과를 조합하는 방법론 개발이 필요하다고 판단된다.

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A Development of Formula on Time of Concentration and Storage Constant in Sumjin River Basin (섬진강 유역의 도달시간 및 저류상수 산정공식 개발)

  • 이신재;박양래;김명수;박상우
    • Proceedings of the Korea Water Resources Association Conference
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    • 2004.05b
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    • pp.1193-1197
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    • 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.

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Analysis of the Factors Influencing the Mesopore Ratio on the Soil Surface to Investigate the Site Factors in a Forest Stand (III) - With a Special Reference to Mixed Stands - (산림(山林)의 입지환경인자(立地環境因子)가 표층토양(表層土壤)의 조공극률(組孔隙率)에 미치는 영향인자(影響因子) 분석(分析) (III) - 혼효임(混淆林)을 중심(中心)으로 -)

  • Park, Jae Hyeon;Jeong, Yongho;Kim, Kyong Ha;Youn, Ho Joong
    • Journal of Korean Society of Forest Science
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    • v.90 no.6
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    • pp.683-691
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    • 2001
  • This study aimed to clarify the influencing factors of the mesopore ratio on a pore geometry of surface soil in mixed stands as an index of the water retention capacity. Twenty four factors including site conditions and soil properties were analyzed by spss/pc+ for the data collected from during March to October of 1995. The factors influencing the mesopore ratio(pF2.7) on the surface soil were as follows; mesopore ratio(pF2.7) on the B horizon soil, under vegetation coverage, organic matter contents of surface soil and F layer depth. And influencing factor on the ratio of mesopore in the soil surface was correlated with surface soil hardness and depth of 10cm soil hardness shows high negative significance. Also, multiple regression equations for mesopore ratio of the mesopore ratio of B horizon soil and organic matter contents shows high significance($R^2$; 0.84).

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