• 제목/요약/키워드: linear correlation coefficient

검색결과 768건 처리시간 0.026초

혼합모형을 이용한 반복 측정된 변수들 간의 상관분석 (Assessing Correlation between Two Variables in Repeated Measurements using Mixed Effect Models)

  • 한경화;정인경
    • 응용통계연구
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    • 제28권2호
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    • pp.201-210
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    • 2015
  • 생명과학 또는 의학 연구에서는 반복 측정된 변수들 간의 상관 관계를 보고자 하는 경우가 발생한다. 반복 측정된 것을 고려하지 않으면 상관관계를 과소 추정하는 경향이 나타나므로 이를 고려해야 하며, 선형혼합모형의 분산-공분산 행렬을 이용하여 상관관계를 추정할 수 있다. 본 연구에서는 변수들의 반복 측정이 동시에 된 경우와 그렇지 않은 경우로 나누어 혼합모형을 이용한 상관계수의 추정방법을 소개한다. 고속 음향 복사력 임펄스 영상(acoustic radiation force impulse imaging; ARFI)으로 간과 비장에서 각각 세 번씩 전단파 속도를 반복 측정하고 복부 초음파 검사로 비장 길이를 측정한 자료에서 전단파 속도와 비장 길이 간의 상관 관계를 분석하기 위해 본 논문에서 소개한 방법들을 적용하였고 SAS의 PROC MIXED를 이용하는 방법을 제시하였다.

Reliability and validity of rehabilitative ultrasound images obtained using a hands-free fixed probe in measuring the muscle structures of the tibialis anterior and the gastrocnemius

  • Choi, Mun-Sang;Shin, Jang-Hoon;Park, Hye-Kang;Lee, Wan-Hee
    • Physical Therapy Rehabilitation Science
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    • 제8권4호
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    • pp.194-201
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    • 2019
  • Objective: This study aimed to investigate the reliability and validity of muscle thickness (MT) and pennation angle (PA) measurements of the ankle muscle, including the tibialis anterior (TA) and the medial gastrocnemius (MGCM), using a hands-free fixed probe and to compare it with the conventional linear probe. Design: Observational inter-rater reliability study. Methods: Thirty-three healthy subjects (20 male, 13 female) were included. In all subjects, ultrasound images were acquired from the TA and MGCM using a hands-free fixed probe and a conventional linear probe in random sequence by two examiners at two time-points within a 7-day interval. MT and PA were calculated on the taken images. Intra-class correlation coefficients (ICC), 95% confidence intervals, standard error of measurement and the Pearson's correlation coefficient were used to estimate reliability and validity. And also, Bland-Altman plots were generated for a visual representation of MT and PA at the TA and MGCM. Results: The ICC for all intra-rater reliability was 0.943 to 0.995 and that for all inter-rater reliability was 0.928 to 0.993, indicating excellent reliability. A significantly high correlation was observed between MT and PA at the TA and MGCM with use of the hands-free fixed probe and the conventional linear probe (r>0.938; p<0.001). Conclusions: The hands-free fixed probe provided excellent images for measurement of the MT and PA of the TA and MGCM and is a useful device for making clinical measurements of muscle structure without grasping of the probe.

합성 박스형 교량의 온도 예측 (The Prediction of Temperature in Composite Box Girder Bridges)

  • 장승필;임창균
    • 한국강구조학회 논문집
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    • 제9권3호통권32호
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    • pp.431-440
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    • 1997
  • 본 논문에서는 교량 단면 내의 시간 종속적 온도 분포를 결정하기 위해, 기존의 열 전달 이론 및 태양 에너지 전달에 대한 이론을 바탕으로 기상관측소 및 현장에서 측정한 기상 자료로부터 교량 온도의 예측에 관한 이론적 모델에 대해 기술하였다. 특히 이 모텔에서는 주간에 교량의 온도 상승에 지배적인 영향을 미치는 태양일사(solar radiation)에 대해 태양 에너지 관련 분야의 여러 실험적 연구 결과를 바탕으로 태양일사량의 계산에 대해 기존에 연구되어 있는 식들 중에서 가장 적합한 식을 제시하였다. 이 해석 모델의 타당성은 사당 고가차도의 장기 계측된 온도 측정 결과와 비교 검토되었다. 또한 장기간 측정된 온도 결과로부터 교량 온도 예측에 대한 해석적 기준(analytical criteria)을 제시하기 위해, 교량의 축 방향 신축의 원인이 되는 단면평균온도, 그리고 곡률 변형을 유발하는 단면온도차 등 교량 단면의 온도 분포와 관련된 변수들과 대기온도, 일사량 등 기상 자료와 관련된 변수들 간의 선형 상관관계(linear correlation)에 대해 기술하였다.

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간호대학생의 연명치료중단 태도에 미치는 영향요인 (Factors Influencing Attitude toward Withdrawal of Life-Sustaining Tratment among Nursing Students)

  • 양승애
    • 융합정보논문지
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    • 제10권12호
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    • pp.226-235
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    • 2020
  • 본 연구는 간호대학생들의 연명치료중단 태도에 영향을 미치는 융합적인 요인들을 파악하기 위하여 시도하였다. 연구대상은 4년제 일개 간호대학에 재학중인 간호대학생 139명이였으며 측정 도구는 좋은 죽음에 대한 인식, 죽음 태도, 연명치료 중단 태도에 관한 문항으로 구성되었다. 좋은 죽음에 대한 인식, 죽음 태도, 연명치료중단 태도 정도는 기술통계로 분석하였고 제 변수들 간의 상관관계는 Pearson correlation coefficients, 연명치료중단 태도에 영향을 미치는 요인은 다중 선형 회귀분석(Multiple linear regression)을 적용하였다. 연명치료중단 태도는 좋은 죽음에 대한 인식정도와 유의한 정적상관성이 있는 것으로 나타났다(r=.312, p=.000). 다중회귀분석결과 좋은 죽음에 대한 인식(β=.312, p=.000)이 통계적으로 유의미한 영향을 주는 것으로 확인되어 연명치료 중단 태도의 8.5%를 설명하였다. 본 연구 결과는 간호대학생들의 연명치료 중단에 대한 긍정적인 태도 함양을 도모하기 위한 교육 프로그램 개발에 기여할 수 있을 것이다.

Estimation of bridge displacement responses using FBG sensors and theoretical mode shapes

  • Shin, Soobong;Lee, Sun-Ung;Kim, Yuhee;Kim, Nam-Sik
    • Structural Engineering and Mechanics
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    • 제42권2호
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    • pp.229-245
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    • 2012
  • Bridge vibration displacements have been directly measured by LVDTs (Linear Variable Differential Transformers) or laser equipment and have also been indirectly estimated by an algorithm of integrating measured acceleration. However, LVDT measurement cannot be applied for a bridge crossing over a river or channel and the laser technique cannot be applied when the weather condition is poor. Also, double integration of accelerations may cause serious numerical deviation if the initial condition or a regression process is not carefully controlled. This paper presents an algorithm of estimating bridge vibration displacements using vibration strains measured by FBG (Fiber Bragg Grating) sensors and theoretical mode shapes of a simply supported beam. Since theoretically defined mode shapes are applied, even high modes can be used regardless of the quality of the measured data. In the proposed algorithm, the number of theoretical modes is limited by the number of sensors used for a field test to prevent a mathematical rank deficiency from occurring in computing vibration displacements.89The proposed algorithm has been applied to various types of bridges and its efficacy has been verified. The closeness of the estimated vibration displacements to measured ones has been evaluated by computing the correlation coefficient and by comparing FRFs (Frequency Response Functions) and the maximum displacements.

지하수ㆍ토양의 매체별 상관성평가를 통한 토양오염저감예측

  • 이민효;윤정기;김문수;노회정;이길철;이석영
    • 한국지하수토양환경학회:학술대회논문집
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    • 한국지하수토양환경학회 2002년도 총회 및 춘계학술발표회
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    • pp.183-186
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    • 2002
  • The objective of this study is to predict behavior of a contaminant plume and concentration of contaminants in soil through tile relations between the concentrations of contaminants in groundwater and in soil on the shallow sandy aquifer contaminated with petroleum hydrocarbons. The current state of the plume and its fate in the study area was simulated by using the MODFLOW-RT3D model and geochemical parameters of grounwater had been monitored and measured during 3 years (1999~2001). The relations between the concentrations of contaminants in each medium were taken from the investigation of site characterization conducted in 1999. Simulation results showed the center of the plume would migrate 407m twenty years later. At that time, the concentration would be decreased down to about 26 mg/$\ell$(93%). In comparison TEX concentration in the groundwater with that in the soil, the value of correlation coefficient (r=0.876) was as high as it could be used. Based on the high r-value, the linear equation was obtained from regression analysis. The results of model simulation by RT3D engine showed that the highest TEX concentration in the groundwater would be 58.8 mg/$\ell$ 16 years later, and then the TEX concentration in soil would be below the alarming level (80 mg/kg) of regulation criteria.

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지하수 오염 취약성 기법의 비교 적용 연구: 충남 홍성군 금마면 일대에의 적용 (A Comparative Study of Groundwater Vulnerability Assessment Methods: Application in Gumma, Korea)

  • 기민규;윤희성;고동찬;함세영;이충모;김현수
    • 한국지하수토양환경학회지:지하수토양환경
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    • 제18권3호
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    • pp.119-133
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    • 2013
  • In the present study, several groundwater vulnerability assessment methods were applied to an agricultural area of Gumma in Korea. For the groundwater intrinsic vulnerability assessment, the performance of DRASTIC, SINTACS and GOD models was compared and an ensemble approach was suggested. M-DRASTIC and multi-linear regression (MLR) models were applied for the groundwater specific vulnerability assessment to nitrate of the study site. The correlation coefficient between the nitrate concentration and M-DRASTIC index was as low as 0.24. The result of the MLR model showed that the correlation coefficient is 0.62 and the areal extents of livestock farming and upland field are most influential factors for the nitrate contamination of groundwater in the study site.

일정진폭하중하의 피로균열전파의 통계적 특성 (A Statistical Analysis of Fatigue Crack Growth under Constant-Amplitude Loads)

  • 정현철;임영규;김선진
    • 한국해양공학회:학술대회논문집
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    • 한국해양공학회 2002년도 춘계학술대회 논문집
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    • pp.104-109
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    • 2002
  • In this paper, a statistical analysis of fatigue crack growth behavior under constant amplitude loads has been carried out. Fatigue crack growth tests were conducted on sixteen pre-cracked compact tension (CT) specimens of the pressure vessel (SPV50) steel in controlled identical load and environmental conditions. The assessment of the statistical distribution of fatigue crack growth experimental data obtained from SPV50 steel was studied and also the correlation of the parameter C and m in the Paris-Erdogan law was discussed. The probability distribution function of fatigue crack growth life seems to follow the 3-parameter Weibull. The fatigue crack growth rate seems to follow the 3-parameter Weibull and the log-normal distribution. The coefficient of variation (COV) of fatigue crack growth life was observed to decrease as the crack grows. A strong negative linear correlation exists between the coefficient C and the exponent m in Paris model. Fatigue crack growth rate data shows a normal distribution for both m and logC.

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관측과 기상모델을 이용한 춘천지역의 도시열섬현상 연구 (A Study of Urban Heat Island in Chuncheon Using WRF Model and Field Measurements)

  • 이종범;김재철;장윤정
    • 한국대기환경학회지
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    • 제28권2호
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    • pp.119-130
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    • 2012
  • Heat island phenomena in Chuncheon (Korea) were investigated using air temperature measured by automatic weather stations and temperature dataloggers located at rural and urban sites. Numerical simulation of the phenomena was performed using Weather Research and Forecasting Urban Canopy Model (WRF-UCM) and results were compared with the observation. The model was initialized with NCEP/FNL data. The horizontal resolution of the fine domain is 0.33 km. The results of observational analyses show that the intensity of heat island was significantly higher during the nighttime than during the daytime. The highest measured temperature difference between rural and urban site is $3.49^{\circ}C$ and average temperature difference varies between 1.4 and $1.9^{\circ}C$. Good agreement was found between the simulated and observed temperatures. However, significantly overestimated wind speed was found at the urban sites. The linear regression analysis between observed and simulated temperature shows high correlation coefficient 0.96 for urban and 0.94 for rural sites while for wind speed, a very low correlation coefficient was found, 0.30 and 0.55 respectively.

XOR 공모공격에서 해밍거리를 이용한 공모된 멀티미디어 핑거프린팅 코드의 부정자 추적 (Traitor Traceability of Colluded Multimedia Fingerprinting code Using Hamming Distance on XOR Collusion Attack)

  • 정일용;이강현
    • 전자공학회논문지
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    • 제50권7호
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    • pp.175-180
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    • 2013
  • 본 논문에서는 멀티미디어 콘텐츠의 부정자를 추적하기 위하여, 공모된 핑거프린팅 코드를 해밍거리를 이용하여 XOR 공모공격을 분류하는 알고리즘을 제안한다. 기존의 공모된 핑거프린팅 코드는 상관관계수를 이용하여 부정자를 판정하였지만 제안된 방법은 해밍거리를 이용하였다. 그 결과 상관관계 계수에 의한 XOR 공모공격은 XOR의 심각한 선형문제 때문에 50% 정도의 공모자 수에서 불가능 했던 부정자 추적이 해밍거리를 이용하여 최소한 1명의 부정자를 추적할 수 있는 추적도의 성능을 향상시켰으므로, 제안된 부정자 추적의 기능동작은 Probabilistic Scheme에 부합하였다.