• 제목/요약/키워드: Mixed effects model

검색결과 487건 처리시간 0.024초

전력 품질 해석을 위한 개선된 전기아크로 모델 개발 (Development of a Mixed Chaotic Electric Arc Furnace Model)

  • 장길수;;이병준;권세혁
    • 대한전기학회논문지:전력기술부문A
    • /
    • 제50권2호
    • /
    • pp.90-95
    • /
    • 2001
  • Electric arc furnaces (EAFs) has a process to cause the degradation of the electric power quality such as voltage flicker. In order to adequately understand and analyze the effects on the power system from these loads, obtaining an accurate representation of the characteristics of the loads is crucial. In this paper, a mixed chaotic EAF model to represent the low frequency and high frequency variations of the arc current respectively has been proposed. The Lorenz system may contribute to the low frequency components of arc current and the logistic equation may contribute to the high frequency components, and the proposed mixed model will be a combination of both Lorenz and logistic model. The concept of chaotic parameters, such as chaotic resistance, inductance of admittance has been also proposed for the characterization of arc furnace operation and the highly nonlinear physical processes. The power quality indices are calculated from the simulated waveforms and compared with the actual power quality indices statistics in order to illustrate the model's capabilities.

  • PDF

Surface Topography를 이용한 평행 스러스트 베어링의 혼합윤활 해석 (Mixed Lubrication Analysis of Parallel Thrust Bearing by Surface Topography)

  • 이동길;임윤철
    • Tribology and Lubricants
    • /
    • 제16권2호
    • /
    • pp.106-113
    • /
    • 2000
  • Effects of surface roughness on bearing performances are investigated numerically in this study, especially for the parallel thrust bearing. Although mating surfaces are parallel and separated by thin fluid film, the pressure distribution is formed due to asperities. Model surface is generated numerically with given autocorrelation function and some surface profile parameters. Then the average Reynolds equation is applied to predict the effects of surface roughness between hydrodynamic and mixed lubrication regimes. In this equation, flow factors are defined as correction terms to smooth out high frequency surface roughness. The correlation length is proposed to get the minimum load for the parallel thrust bearing for various sliding conditions.

Streptozotocin으로 유발한 당뇨병성 쥐에서의 당뇨병성 백내장과 망막병증에 대한 구기자와 황기 혼합 추출물 등의 면역 조절 및 예방 효과 (Effects of Lycii fructus and Astragalus membranaceus Mixed Extracts on Immunomodulators and Prevention of Diabetic Cataract and Retinopathy in Streptozotocin-induced Diabetes Rat Model)

  • 전윤희;문준웅;권혁중;정용준;안치선;김해란;허선진;임병우
    • 한국약용작물학회지
    • /
    • 제18권1호
    • /
    • pp.15-21
    • /
    • 2010
  • This study was conducted to investigate the effects of Lycii fructus and Astragalus membranaceus mixed extracts on immunomodulators and prevention in a streptozotocin-induced diabetes rat model. A total of 28 male rats were divided into four dietary groups and fed a commercial diet (A), commercial diet plus induced diabetes by a streptozotocin (STZ) injection (B), induced diabetes by STZ plus medicinal crop extracts(I&$H^{(R)}$) diet (C), and medicinal crop extracts (I&$H^{(R)}$) diet (D). Immunoblotting analyses revealed cytokine expression, and ELISA analyses revealed immunoglobulin E and nitric oxide production. As a results, the tumor necrosis factor-$\alpha$ (TNF-$\alpha$) and inducible nitric oxide synthase (iNOS) as a inflammatory cytokine were decreased. Interleukin-6 (IL-6) and signal transducer and activation of transcription 3 (STAT3) cytokine related in diabetes expression through JAK/STAT3 pathway were also decreased. Furthermore, immunoglobulin E and nitric oxide production were decreased in the serum and lens, respectively. These results suggest that Lycii fructus and Astragalus membranaceus mixed extracts provide positive effects on immunomodulators and prevention in diabetes and eye disease complications.

생존자료분석을 위한 혼합효과 최소제곱 서포트벡터기계 (Mixed effects least squares support vector machine for survival data analysis)

  • 황창하;심주용
    • Journal of the Korean Data and Information Science Society
    • /
    • 제23권4호
    • /
    • pp.739-748
    • /
    • 2012
  • 최소제곱 서포트벡터기계 (least squares support vector machine)는 분류 및 비선형 회귀분석에서 유용하게 사용되고 있는 통계적 기법이다. 본 논문에서는 각 집단별로 생존자료가 관측된 경우 적용할 수 있는 LS-SVM을 제안한다. 제안된 모형은 임의우측 중도절단자료를 비선형 회귀모형에 적용할 수 있게 Kaplan- Meier의 중도절단분포의 추정값을 이용하여 구해진 가중값을 사용하고, 집단 간의 변동을 나타내기 위하여 임의효과항을 포함한다. 벌칙상수와 커널모수의 최적값을 구하기 위하여 일반화 교차타당성함수가 사용되고 모의실험에서는 임의효과항을 포함하지 않은 LS-SVM과 성능을 비교함으로써 제안된 방법의 우수성을 보이기로 한다.

Geographically weighted kernel logistic regression for small area proportion estimation

  • Shim, Jooyong;Hwang, Changha
    • Journal of the Korean Data and Information Science Society
    • /
    • 제27권2호
    • /
    • pp.531-538
    • /
    • 2016
  • In this paper we deal with the small area estimation for the case that the response variables take binary values. The mixed effects models have been extensively studied for the small area estimation, which treats the spatial effects as random effects. However, when the spatial information of each area is given specifically as coordinates it is popular to use the geographically weighted logistic regression to incorporate the spatial information by assuming that the regression parameters vary spatially across areas. In this paper, relaxing the linearity assumption and propose a geographically weighted kernel logistic regression for estimating small area proportions by using basic principle of kernel machine. Numerical studies have been carried out to compare the performance of proposed method with other methods in estimating small area proportion.

일반화 선형혼합모형의 임의효과 공분산행렬을 위한 모형들의 조사 및 고찰 (Survey of Models for Random Effects Covariance Matrix in Generalized Linear Mixed Model)

  • 김지영;이근백
    • 응용통계연구
    • /
    • 제28권2호
    • /
    • pp.211-219
    • /
    • 2015
  • 일반화 선형혼합모델은 일반적으로 경시적 범주형 자료를 분석하는데 사용된다. 이 모델에서 임의효과는 반복 측정치들의 시간에 따른 의존성을 설명한다. 임의효과 공분산행렬의 추정은 여러가지 제약조건들 때문에 쉽지 않은 문제이다. 제약조건으로는 행렬의 모수들의 수가 많으며, 또한 추정된 공분산행렬은 양정치성을 만족하여야 한다. 이러한 제한을 극복하기 위해, 임의효과 공분산행렬의 모형화를 위한 여러가지 방법이 제안되었다: 수정 단냠레스키분해, 이동평균 단냠레스키분해와 부분 자기상관행렬을 이용한 방법이 있다. 이 논문에서 위의 제안된 방법들을 소개한다.

혼합모형의 추정가능함수 (Estimable functions of mixed models)

  • 최재성
    • 응용통계연구
    • /
    • 제29권2호
    • /
    • pp.291-299
    • /
    • 2016
  • 본 논문은 고정요인과 확률요인의 혼합모형에서 추정가능함수를 논의하고 있다. 고정효과모형에서 정의된 추정가능 함수가 혼합효과모형에서 어떻게 정의되어야 하는 가를 규정하고 추정가능함수의 분산추정치를 구하는 방법을 제시하고 있다. 또한 혼합모형에서 분산성분의 추정을 위한 제곱합의 계산에 상수적합법을 이용하고 추론을 위한 자유도의 계산에 Satterthwaite의 근사화를 다루고 있으며 분산성분을 구하기 위한 모형의 적합방식으로 단계별 방법을 적용하고 있다. 모형의 단계별 적합에서 주어지는 모형행렬의 사영을 이용한 제1종 제곱합의 계산방식이 제공되며 사영을 이용한 변동요인별 제1종 제곱합의 기댓값 계산에 Hartley의 합성법이 논의된다.

기상자료와 냉난방 실측자료를 이용한 열부하 추정과 예측: 다계층모형의 활용 (Estimation and Prediction of the Heat Load Profile Using Weather and Heating/Cooling Data : An Application of the Multilevel Model)

  • 문춘걸;김수덕
    • 자원ㆍ환경경제연구
    • /
    • 제16권4호
    • /
    • pp.803-832
    • /
    • 2007
  • 새로운 접단에너지 사업에 대한 경제성 평가와 기존 집단에너지 시설의 최적운용을 위해서는 적어도 시간대 단위로 계측된 세부용도별 에너지 부하패턴에 관한 정보가 필수적이다. 본 연구에서는 기상자료와 냉난방 실측자료를 활용하여 열부하를 추정 예측하기 위하여 다계층모형을 선태하였다. 다계층모형은 수집한 자료의 패널자료 특성을 유연하게 모형화할 수 있는 이점이 있다. 다계층모형을 일대일의 대응관계에 있는 선형혼합효과모형으로 변환한 후 패널 FGLS(연산가능한 일반화최소자승추정법)를 적용하여 세부용도별로 열부하모형을 추정하였다. 추정된 부하모형은 온도, 습도, 시간대, 요일, 설날연휴/추석연휴 등 법정공휴일 특성, 난방면적/냉방면적이 열에너지사용량에 미치는 영향을 고려하고 있다. 지면을 고려하여 본 논문에서는 가정용 난방부하모형의 추정치와 난방부하곡선의 예측치에 제한하여 실증결과를 설명하고 있다.

  • PDF

Hydrodynamic control on site-structured phytoplankton blooms in a periodically mixed estuary

  • Sin, Yong-Sik
    • 해양환경안전학회:학술대회논문집
    • /
    • 해양환경안전학회 2001년도 추계학술발표회
    • /
    • pp.137-144
    • /
    • 2001
  • A Plankton ecosystem model was developed to investigate effects of hydrodynamic processes including advection and diffusion on size-structured phytoplankton dynamics in the mesohaline zone of the York River estuarine system, Virginia, USA. The model included 12 state variables representing the distribution of carbon and nutrients in the surface mixed layer. Groupings of autotrophs and heterotrophs were based on cell site and ecological hierarchy Forcing functions included incident radiation, temperature, wind stress, mean How and tide which includes advective transport and turbulent mixing. The ecosystem model was developed in FORTRAN using differential equations that were solved using the 4th order Runge-Kutta technique. The model showed that microphytoplankton blooms during winter-spring resulted from a combination of vertical advection and diffusion of phytoplankton cells rather than in-situ production in the lower York River estuary.

  • PDF

외란과 모델 불확실성에 강인한 DC모터의 속도 제어용 H-infinity 제어기 설계 (H-infinity controller design for robust speed control against disturbance and model uncertainty of DC motors)

  • 정태영;김동근
    • 수산해양기술연구
    • /
    • 제58권3호
    • /
    • pp.241-250
    • /
    • 2022
  • This paper describes the design of H-infinity controller for robust control of a DC motor system. The suggested controller can ensure robustness against disturbance and model uncertainty by minimizing H-infinity norm of the transfer function from exogenous input to performance output and applying the small gain theorem. In particular, the controller was designed to reduce the effects of disturbance and model uncertainty simultaneously by formalizing these problems as a mixed sensitivity problem. The validity of the proposed controller was demonstrated by computer simulations and real experiments. Moreover, the effectiveness of the proposed controller was confirmed by comparing its performance with PI controller, which was tested under the same experimental condition as the H-infinity controller.