• 제목/요약/키워드: circular-linear regression

검색결과 19건 처리시간 0.021초

학교와 인접한 원형교차로의 보행자 사고율 모형 (Pedestrian Accident Rate Models of Circular Intersection Near Schools)

  • 손슬기;이민영;박병호
    • 대한교통학회지
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    • 제35권4호
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    • pp.321-331
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    • 2017
  • 이 연구는 원형교차로의 안전성을 다루고 있다. 연구의 목적은 학교와 인접한 원형교차로에서의 보행자 사고에 영향을 미치는 요인을 분석하는데 있으며, 이를 위해 이 연구는 학교 위치에 따른 보행자 사고를 비교분석하는데 중점을 두고 있다. 교통사고자료는 도로교통공단의 '교통사고분석시스템(TAAS)'를 이용하여 8개년도(2007-2014년) 자료이다. 보행자 사고모형을 개발하기 위해 다중선형회귀모형이 이용되며, 종속변수는 교통사고율이다. 독립변수에는 교차로의 기하구조 요인과 교통량 등이 포함된 28개 변수가 선정된다. 연구의 주요결과는 다음과 같다. 첫째, 모형개발에 앞서 학교와 인접한 원형교차로와 인접하지 않은 원형교차로의 사고가 차이가 있는지 확인하기 위해 가설검정을 실시한 결과, 차이가 있는 것으로 분석된다. 학교와 인접한 원형교차로일수록 사고가 오히려 적게 발생하는 것으로 평가된다. 둘째, 수정된 $R^2$값이 0.651-0.788으로 통계적으로 유의한 총 5개의 모형이 개발된다. 셋째, 학교와 인접한 원형교차로(모형 I-III)의 공통변수로는 분리교통섬 유무와 횡단보도 유무, 그리고 특정변수로는 원형교차로 유형, 초등학교 유무 및 정류장 유무가 채택된다. 넷째, 학교와 인접한 원형교차로와 인접하지 않은 원형교차로(모형 III-V)의 공통변수에는 분리교통섬 유무, 그리고 특정변수로는 원형교차로 유형, 초등학교유무, 횡단보도 유무, 감속시설 유무, 제한속도표지판 유무 및 유입차로 수가 선정된다. 따라서 학교 인접 원형교차로 유무에 따라 학생들의 안전을 확보하기 위해서는 학생들이 원형교차로 횡단 시 대기할 수 있는 공간을 제공해주는 분리교통섬과 안전하게 횡단할 수 있는 횡단보도의 설치가 권장된다.

항공 LiDAR 자료를 이용한 산림재적추정 모델 개발 - 봉화군 춘양면 애당리 혼효림을 대상으로 - (Development of Forest Volume Estimation Model Using Airborne LiDAR Data - A Case Study of Mixed Forest in Aedang-ri, Chunyang-myeon, Bonghwa-gun -)

  • 조승완;김용구;박주원
    • 한국지리정보학회지
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    • 제20권3호
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    • pp.181-194
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    • 2017
  • 본 연구의 목적은 산림재적 현장자료와 항공 LiDAR 자료 기반의 산림재적 추정을 위한 회귀모델의 개발이다. 추정 모델은 경상북도 봉화군 지역에서 임의추출법에 의해 선정된 30개의 원형 표본지로부터 산출한 표본지별 산림재적을 반응변수로 하고, 항공 LiDAR 원자료로부터 개별 표본지의 고도분포 백분위수(Height Percentiles, HP) 및 층위 단위 점 개체수 백분율(Height Bin, HB)을 추출하여 예측변수로 사용하여 구성하였다. 단순선형회귀분석, 이차 다항회귀분석 및 단계적 회귀분석 방법을 이용한 다중회귀분석을 실시하여 적합모델들의 후보들을 도출하였으며, 검증을 위하여 각 모델별로 교차 타당성 검증을 실시하여 PRESS 통계치를 구하였다. 모델의 $R^2$ 및 PRESS을 비교하여 적합성을 검토한 결과, $HB_{5-10}$, $HB_{15-20}$, $HB_{20-25}$, $HBgt_{25}$의 다중회귀모델의 $R^2$이 0.509로 가장 높고, $HP_{25}$ 단순회귀모델의 PRESS 값이 122.352으로 가장 낮은 것으로 나타났다. 수직구조가 복잡한 우리나라 산림재적을 추정하는 모델로는 다양한 수직적 정보를 포함하고 있는 $HB_{5-10}$, $HB_{15-20}$, $HB_{20-25}$, $HBgt_{25}$이 상대적으로 보다 적합하다고 사료된다.

Factors Affecting Voluntary Information Disclosure on Annual Reports: Listed Companies in Ho Chi Minh City Stock Exchange

  • NGUYEN, Thi Mai Huong;NGUYEN, Ngoc Tien;NGUYEN, Hong Thu
    • The Journal of Asian Finance, Economics and Business
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    • 제7권3호
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    • pp.53-62
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    • 2020
  • The study aims to provide some plausible explanation for why Vietnamese listed companies only stop at the level of truthful presentation of information related to accounting data through the opinion of independent auditors. The information is only at the level of compliance with the requirements of Circular 155/2015/TT-BTC in form, but in essence is sketchy. What factors affect the level of voluntary disclosure of listed companies in Vietnam? In order to identify the factors affecting voluntary information disclosure on annual reports of listed companies, the study collected data on annual reports of 122 companies listed on the stock market in Ho Chi Minh City in the period 2015-2018 and uses regression analysis methods. The research presents 8 factors affecting the level of voluntary information disclosure including: Firm size, Listed time, Profitability, Solvency, Separation of board of directors and executive director, Board size, Organizational ownership and Foreign ownership. Next, the study conducted descriptive statistical analysis correlation coefficient analysis to examine the correlation and relevance of independent variables measured by the scale ratio, testing multiple linear regression model. The results of the study show that factors listed time, profitability and organizational ownership affecting voluntary information disclosure on annual reports of listed companies in Vietnam.

서보모터의 가감속형태에 따른 운도오차에 관한 연구 (A study on motion errors due to acceleration and deceleration types of servo motors)

  • 신동수;정성종
    • 대한기계학회논문집A
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    • 제21권10호
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    • pp.1718-1729
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    • 1997
  • This paper describes motion errors due to acceleration and deceleration types of servo motors in NC machine tools. Motion errors are composed of two components : one is due to transient response of a servomechanism and the other comes from gain mismatching of positioning servo motors. It deals with circular interpolation to identify motion errors by using Interface card. Also in order to minimize motion errors, this study presents an effective method to optimize parameters which are connected with motion errors. The proposed method is based upon a second order polynomial regression model and it includes an orthogonal array method to make the effective results of experiments. The validity and reliability of the study were verified on a vertical machining center equipped with FANUC 0MC through a series of experiments and analysis.

Buckling of insulated irregular transition flue gas ducts under axial loading

  • Ramadan, H.M.
    • Structural Engineering and Mechanics
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    • 제43권4호
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    • pp.449-458
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    • 2012
  • Finite element buckling analysis of insulated transition flue ducts is carried out to determine the critical buckling load multipliers when subjected to axial compression for design process. Through this investigation, the results of numerical computations to examine the buckling strength for different possible duct shapes (cylinder, and circular-to-square) are presented. The load multipliers are determined through detailed buckling analysis taking into account the effects of geometrical construction and duct plate thickness which have great influence on the buckling load. Enhancement in the buckling capacity of such ducts by the addition of horizontal and vertical stiffeners is also investigated. Several models with varying dimensions and plate thicknesses are examined to obtain the linear buckling capacities against duct dimensions. The percentage improvement in the buckling capacity due to the addition of vertical stiffeners and horizontal Stiffeners is shown to be as high as three times for some cases. The study suggests that the best location of the horizontal stiffener is at 0.25 of duct depth from the bottom to achieve the maximum buckling capacity. A design equation estimating the buckling strength of geometrically perfect cylindrical-to-square shell is developed by using regression analysis accurately with approximately 4% errors.

지리 공간 자료의 다중회귀분석을 이용한 제주도 남측사면 용천수의 시기별 질산성 질소 농도 예측 (Prediction of Seasonal Nitrate Concentration in Springs on the Southern Slope of Jeju Island using Multiple Linear Regression of Geographic Spatial Data)

  • 정윤영;고동찬;강봉래;고경석;유용재
    • 자원환경지질
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    • 제44권2호
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    • pp.135-152
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    • 2011
  • 제주도 남측사면에서 산악지역부터 해안지역에 걸쳐 분포하는 용천수에 대해 풍수기와 갈수기의 2회에 걸쳐 측정된 $NO_3$ 농도를 수해지질학적 인자 및 토지 이용 특성 인자를 포함하는 공간 변수들의 다중선형 회귀모형으로 예측하였다. 용천수의 $NO_3$ 농도는 평균 20 mg/L이며, <0.02~86 mg/L의 범위를 보여 인위적 오염의 정도가 매우 다양하다. 공간 변수는 용천수를 중심으로 원형 버퍼를 설정하여 추출하였으며, 수정결정계수 증가율과 원형 버퍼의 제한점을 고려하여 반경 400 m를 최적 범위로 설정하였다. 선택된 회귀 모형들은 p-값과 더빈-왓슨 통계치에 근거하여 모두 통계적으로 유의하였다. 설명변수는 수정결정계수, Cp (total squared error), AIC (Akaike's Information Criterion)등을 기준으로 선택하였으며 변수들의 유의성과 다중공선성을 확인하여 최적 회귀 모형을 제시하였다. 일부 용천수들은 이상치로 확인되었으나 전체 시료의 10%이내였으며, 이들은 원형 버퍼를 사용하는 다중회귀분석의 한계를 지시한다고 할 수 있다. 변수의 유의성 기준으로 선정된 최적 회귀 모형의 결정계수는 이상치 제거 전이 0.74-0.79, 제거 후가 0.86-0.87의 범위로 높은 설명력을 보여주었으며, 자연지역 면적 비율이 용천수의 $NO_3$ 농도에 가장 큰 영향력을 가지는 것으로 나타났다. 용천수 $NO_3$ 농도에 대한 인위적 토지이용의 영향력은 최적 버퍼 반경에서 두 조사 시기 모두 과수원 > 주거지역 > 밭의 순으로 나타났다. 이러한 결과는 제주도 남측사면 용천수의 수질이 수리지질학적 인자보다는 토지 이용 특성에 크게 좌우됨을 지시하며, 용천수의 오염 취약성이 주변의 지표 오염원, 특히 과수원 분포에 민감함을 보여준다.

어린 대문어(Octopus dofleini) 보호를 위한 통발의 탈출장치 적용에 대한 실험적 고찰 (An experimental study on the application of escape device in a net pot for protecting of small giant octopus (Octopus dofleini))

  • 김성훈
    • 수산해양기술연구
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    • 제58권3호
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    • pp.193-198
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    • 2022
  • In this study, for the purpose of reducing the catch of small giant octopus in a net pot, an escape experiment of octopus was performed on five types of escape rings of different sizes. As a result of the experiment, the smallest giant octopus with a weight of 406 g was found to escape from an escape ring with a diameter of 30 mm or larger, and 592 g octopus, a weight similar to the octopus of the current minimum landing weight (600 g), escaped from an escape ring with a diameter of larger than 40 mm. An individual weight with 406 g becomes 39 mm when converted from a diameter of 25 mm circular escape vent; that is, the circumference to the inner diameter of the mesh. It can be inferred that the converted mesh size of 39 mm cannot escape. Logistic regression analysis was performed using a generalized linear model (GLM) to investigate the correlation between the ratio of escape ring size/Mantle diameter (R/MD) and the escape rate. As a result, it was found that there was a significant correlation between the R/MD ratio and the escape rate and that the higher the R/MD ratio, the greater the escape rate. As a result of logistic regression analysis, the R/MD value was denoted 0.520 with the 50% escape rate. In addition, it can be estimated to be about 50 mm when converted to the mesh size. Therefore, in this study, the diameter of the escape ring and the size of the escape possible of the octopus were experimentally considered. It was found that there was a significant correlation.

도시공원 구조 및 식생 조건에 따른 조류 종다양성 분석 - 천안시 26개 도시공원을 대상으로 - (Analysis of Bird Species Diversity Response to Structural Conditions of Urban Park - Focused on 26 Urban Parks in Cheonan City -)

  • 송원경
    • 한국환경복원기술학회지
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    • 제18권3호
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    • pp.65-77
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    • 2015
  • The urban park has important functions as a habitat for wildlife as well as open space of rest and community for people. This study was carried out to find what factors of structure and vegetation of urban parks could affect forest bird species diversity in Cheonan city. The study surveyed bird and vegetation species in 26 urban parks, Cheonan city. A correlation analysis and multiple linear regressions were performed to test whether habitat structure and vegetation were the major correlate with species diversity. The results showed the Dujeong park was the most high bird species diversity (H' = 2.13), and the Dujeong-8 park (H' = 2.02) and the Cheongsa park (H' = 1.73) were considerably higher than the other urban parks. The variables that were strongly correlated with bird species diversity were park area, number of subtree species, canopy of shrub, number of shrub species, shape index, canopy of subtree, canopy of tree, and impervious surface ratio. The regression of bird species diversity against the environmental variables showed that 3 variables of park area, canopy of subtree, and canopy of tree were included in the best model. Model variable selection was broadly similar for the 5 optimal models. It means park area and multi-layer vegetation were the most consistent and significant predictor of bird species diversity, because urban parks were isolated by built-up areas. Especially the subtree coverage that provides shelter and food for forest birds was an important variable. Therefore, to make parks circular-shaped and abundant multi-layer vegetation, which could be a buffer to external disturbances and improve the quality of habitats, may be used to enhance species diversity in creation and management of urban parks.

Quantitative MRI Assessment of Pancreatic Steatosis Using Proton Density Fat Fraction in Pediatric Obesity

  • Jisoo Kim;Salman S. Albakheet;Kyunghwa Han;Haesung Yoon;Mi-Jung Lee;Hong Koh;Seung Kim;Junghwan Suh;Seok Joo Han;Kyong Ihn;Hyun Joo Shin
    • Korean Journal of Radiology
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    • 제22권11호
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    • pp.1886-1893
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    • 2021
  • Objective: To assess the feasibility of quantitatively assessing pancreatic steatosis using magnetic resonance imaging (MRI) and its correlation with obesity and metabolic risk factors in pediatric patients. Materials and Methods: Pediatric patients (≤ 18 years) who underwent liver fat quantification MRI between January 2016 and June 2019 were retrospectively included and divided into the obesity and control groups. Pancreatic proton density fat fraction (P-PDFF) was measured as the average value for three circular regions of interest (ROIs) drawn in the pancreatic head, body, and tail. Age, weight, laboratory results, and mean liver MRI values including liver PDFF (L-PDFF), stiffness on MR elastography, and T2* values were assessed for their correlation with P-PDFF using linear regression analysis. The associations between P-PDFF and metabolic risk factors, including obesity, hypertension, diabetes mellitus (DM), and dyslipidemia, were assessed using logistic regression analysis. Results: A total of 172 patients (male:female = 125:47; mean ± standard deviation [SD], 13.2 ± 3.1 years) were included. The mean P-PDFF was significantly higher in the obesity group than in the control group (mean ± SD, 4.2 ± 2.5% vs. 3.4 ± 2.4%; p = 0.037). L-PDFF and liver stiffness values showed no significant correlation with P-PDFF (p = 0.235 and p = 0.567, respectively). P-PDFF was significantly associated with obesity (odds ratio 1.146, 95% confidence interval 1.006-1.307, p = 0.041), but there was no significant association with hypertension, DM, and dyslipidemia. Conclusion: MRI can be used to quantitatively measure pancreatic steatosis in children. P-PDFF is significantly associated with obesity in pediatric patients.