• Title/Summary/Keyword: Nonlinear Parameter Estimation

검색결과 272건 처리시간 0.025초

Translation method: a historical review and its application to simulation of non-Gaussian stationary processes

  • Choi, Hang;Kanda, Jun
    • Wind and Structures
    • /
    • 제6권5호
    • /
    • pp.357-386
    • /
    • 2003
  • A number of methods based on various ideas have been proposed for simulating the non-Gaussian stationary process. However, these methods have some limitations. This paper reviewed several simulation methods based on the translation method using logarithmic and polynomial functions, which have emerged in the history of statistics and in the field of civil engineering. The applicability of each method is discussed from the viewpoint of the reproducibility of higher order statistics of the object function in the simulated sample functions, and examined using pressure signals measured from wind tunnel experiments for various shapes of buildings. The parameter estimation methods, i.e. the method of moments and quantile plot, are also reviewed, and the useful aspects of each method are discussed. Additionally, a simple worksheet for parameter estimation is derived based on the method of moment for practical application, and the accuracy is discussed comparing with a set of previously proposed formulae.

A New Fuzzy Logic based Modeling and Simulation of a Switched Reluctance Motor

  • Wadnerkar, Vikas S.;Bhaskar, Mithun M.;Das, Tulasi Ram;RajKumar, A.D.
    • Journal of Electrical Engineering and Technology
    • /
    • 제5권2호
    • /
    • pp.276-281
    • /
    • 2010
  • The switched reluctance motor (SRM) is an older member of the electric machines family. Its simple structure, ruggedness and inexpensive manufacturing potential make it extremely attractive for industrial applications. However, these merits are overshadowed by its inherent high torque ripple, acoustic noise and difficulty to control. In this paper, a control strategy of the angle position control for the SRM drive based on fuzzy logic is illustrated. The input control parameter, the output control parameter and fuzzy control with FAM table formulation strategy are described and simulated with control patterns, and the decision form of the fuzzy control is illustrated and simulated, and the scope of implementing in a Fuzzy based ASIC chip is enlightened with literature support.

Nonlinear soil parameter effects on dynamic embedment of offshore pipeline on soft clay

  • Yu, Su Young;Choi, Han Suk;Lee, Seung Keon;Park, Kyu-Sik;Kim, Do Kyun
    • International Journal of Naval Architecture and Ocean Engineering
    • /
    • 제7권2호
    • /
    • pp.227-243
    • /
    • 2015
  • In this paper, the effects of nonlinear soft clay on dynamic embedment of offshore pipeline were investigated. Seabed embedment by pipe-soil interactions has impacts on the structural boundary conditions for various subsea structures such as pipeline, riser, pile, and many other systems. A number of studies have been performed to estimate real soil behavior, but their estimation of seabed embedment has not been fully identified and there are still many uncertainties. In this regards, comparison of embedment between field survey and existing empirical models has been performed to identify uncertainties and investigate the effect of nonlinear soil parameter on dynamic embedment. From the comparison, it is found that the dynamic embedment with installation effects based on nonlinear soil model have an influence on seabed embedment. Therefore, the pipe embedment under dynamic condition by nonlinear parameters of soil models was investigated by Dynamic Embedment Factor (DEF) concept, which is defined as the ratio of the dynamic and static embedment of pipeline, in order to overcome the gap between field embedment and currently used empirical and numerical formula. Although DEF through various researches is suggested, its range is too wide and it does not consider dynamic laying effect. It is difficult to find critical parameters that are affecting to the embedment result. Therefore, the study on dynamic embedment factor by soft clay parameters of nonlinear soil model was conducted and the sensitivity analyses about parameters of nonlinear soil model were performed as well. The tendency on dynamic embedment factor was found by conducting numerical analyses using OrcaFlex software. It is found that DEF was influenced by shear strength gradient than other factors. The obtained results will be useful to understand the pipe embedment on soft clay seabed for applying offshore pipeline designs such as on-bottom stability and free span analyses.

출력 소음을 고려한 직접방사형 라우드스피커의 비선형 매개변수 규명 (Identification of Nonlinear Parameters of Electrodynamic Direct-Radiator Loudspeaker with Output Noise)

  • 박석태;홍석윤
    • 소음진동
    • /
    • 제8권5호
    • /
    • pp.887-899
    • /
    • 1998
  • It has been resulted that Lagrange multiplier method with statistical approach was superior to traditional harmonic balance method in identifying the nonlinear loudspeaker parameters when output signals were contaminated with Gaussian random noise. We have known that the displacement-dependent characteristic values of nonlinear parameters identified by traditional harmonic balance method were estimated less than original values by the increase of output noise and the stiffness coefficients were very sensitive to output noise. Also, by the sensitivity analysis we have verified that the harmonic distortions in acoustic radiation was mainly due to nonlinearity of force factor caused by uneven magnetic fields and that reducing the nonlinearity of damping coefficients were very effective for improving second harmonic distrotion of acoustic radiation.

  • PDF

1/4 차 능동현가계의 비선형 적응제어 (Nonlinear adaptive control of a quarter car active suspension)

  • Kim, Eung-Seok
    • 대한전기학회논문지
    • /
    • 제45권4호
    • /
    • pp.582-589
    • /
    • 1996
  • In this paper, an adaptive control problem of a hydraulic actuator for vehicle active suspension controller is divided into two parts: the inner loop controller and the outer loop controller. Inner loop controller, which is a nonlinear adaptive controller, is designed to control the force generated by the nonlinear hydraulic actuator acting under the effects of Coulomb friction. For simplicity of designing a nonlinear controller, the spool valve dynamics of a hydraulic actuator is reduced using a singular perturbation technique. The estimation error signal used to an indirect parameter adaptation is calculated without a regressor filtering. The absolute velocity of a sprung mass will be damped down by its negatively proportional term(sky-hook damper) adopted as an outer loop controller. Simulation results are presented to show the importance of controlling the actuator force and the validity of the proposed adaptive controller. (author). refs., figs. tab.

  • PDF

중선형 모형을 이용한 비선형 시계열 패널자료의 동질성검정에 대한 연구 (A Study on the Test of Homogeneity for Nonlinear Time Series Panel Data Using Bilinear Models)

  • 김인규
    • 디지털융복합연구
    • /
    • 제12권7호
    • /
    • pp.261-266
    • /
    • 2014
  • 시계열 모형에서 모수의 수가 많으면 모수추정에 따르는 오차가 커지게 되므로 예측을 하는데 많은 어려움이 있다. 만약 여러개의 시계열 자료들이 동일한 모형에서부터 얻어졌다고 하는 동질성 가설이 채택되면 모수축약을 이룰 수 있고, 더 좋은 예측값을 얻을 수 있다. 비선형 시계열 패널 자료는 각각의 시계열마다 모수들이 있기 때문에 매우 많은 모수가 존재하게되고, 모수의 수가 많으면 모수추정에 따르는 오차가 커지게 되어 예측의 정확도가 떨어지게 된다. 패널내에 존재하는 독립적인 여러 시계열들의 동질성이 만족되면 시계열을 종합하여 모수를 추정하고 검정할 수 있다. m개의 독립적인 비선형 시계열 패널 자료의 동질성 검정을 알아보기 위하여 모형을 설정하고 이 모형에 대한 정상성 조건을 구하였고, 동질성 검정통계량을 유도했으며, 구한 검정 통계량의 극한분포가 ${\chi}^2$ 분포를 따르는 것을 보였다. 실증분석에 있어서는 비선형 시계열 자료중 중선형 시계열 모형의 동질성 검정을 하고, 실제 우리나라 주식자료를 2개의 집단으로 나누어 비선형 시계열 패널 자료의 동질성 검정에 대한 분석을 하였다.

비선형 회귀모형을 이용한 지하저장공동 주변 현장수리지질시험 매개변수의 자동 추정 (Automatic Parameter Estimation of Hydrogeologic Field Test around Underground Storage Caverns by using Nonlinear Regression Model)

  • 정일문;조원철;김남원
    • 지질공학
    • /
    • 제18권4호
    • /
    • pp.359-369
    • /
    • 2008
  • 지하저장공동의 설계 및 효율적 유지관리를 위해서는 설계전단계에서 사전조사로서 공동주위의 대수층 매개변수를 규명하고 운영전 후의 지하수의 흐름을 해석하는 과정이 반드시 수행되어야 한다. 수리지질설계에 필요한 제반자료를 얻기 위해서는 다양한 수리시험을 수행해야하며, 이 중 시추공 주변의 수리지질특성은 필수적인 기초자료가 되므로 보다 정확한 매개변수의 산정이 요구된다. 그러나 기존에 널리 사용된 도해적 일치법을 이용할 경우, 육안 오차나 절차상의 오독 등으로 타당성이 적은 수리지질 상수값을 산정할 위험이 있으며, 산정과정에서 불필요한 작업을 수행해야 하는 단점이 있다 최근 매개변수의 직접전환을 위한 여러 방법론이 제시되어 왔는데, 그 중에서 비선형 회귀모형을 이용하면 매개변수가 반복계산을 통해 자동추정되는 편리함이 있고 추정된 매개변수의 통계학적 타당성까지 평가할 수 있어 매우 유용한 것으로 평가되고 있다 본 연구에서는 공동주위의 실제 수리시험 자료에 대해 기존의 도해적 방법을 거치지 않고, 비선형 회귀모형을 이용한 매개변수의 자동추정을 수행하였다. 매개변수 자동추정 과정에서 발생할 수 있는 많은 반복 계산 횟수를 줄이고 수렴불가능의 문제를 해결하는 방안으로 감쇠계수를 도입하는 방안을 함께 제시하였다.

AN APPROPRIATE INFLOW MODEL FOR SIMULTANEOUS DISSOLUTION AND DEGRADATION

  • Lee, Ju-Hyun;Kang, Sung-Kwon;Choi, Hoo-Kyun
    • 호남수학학술지
    • /
    • 제31권1호
    • /
    • pp.109-124
    • /
    • 2009
  • Based on the observed data for Clarithromycin released, three commonly used inflow models: the power, the exponential, and the logarithmic models are considered. Among them, the power model is used most in practice for simplicity. Using the numerical parameter estimation techniques, the parameters appeared in the model equations are estimated. Through the numerical estimation results using the several experimental data sets, the exponential model turns out to be best among the three models. More specifically, the sum of squares of absolute errors and the sum of squares of relative errors for the exponential model are reduced by 80-95 % for the experimental data sets and 60-90 % for the noise added data sets compared with those for the power and logarithmic models. A typical experimental data set is used in this paper to show the estimation method and its numerical results. The proposed numerical method and its algorithm are designed for estimating the parameters appeared in the model differential equations for which the exact form of the solution is unknown in general. The methodology developed can be applied to more general cases such as the nonlinear ordinary differential equations or the partial differential equations.

파티클 필터를 이용한 2 자유도 동역학 시스템의 파라미터 추정 (Parameter Estimation of 2-DOF Dynamic System using Particle Filter)

  • 김태영;정길도
    • 전자공학회논문지SC
    • /
    • 제49권2호
    • /
    • pp.10-16
    • /
    • 2012
  • 현재 사용되는 대부분의 시스템은 비선형이고 이러한 시스템을 모니터링 하거나 제어하기 위해서는 정확한 시스템 방정식이 필요하다. 따라서 정확한 파라미터를 추정하는 것이 매우 중요하다. 일반적으로 시스템이 노후하거나 갑작스러운 환경 변화로 파라미터가 변하는 경우가 발생한다. 이 때 변화된 파라미터를 이용한 시스템 모니터링 또는 제어는 계획된 목적을 달성할 수 없으며 불안정성 등의 문제가 발생한다. 본 연구에서는 측정이 어려운 파라미터나 노후 또는 환경변화로 발생한 변화된 파라미터를 소프트웨어 방식인 필터를 이용하여 추정하는 방법을 제안하였다. 비선형성과 노이즈가 존재하는 환경에 특성이 강한 파티를 알고리즘을 사용하였으며 동역학 시스템에 적용하였다. 파라미터 추정 대상인 동역학 시스템은 2자유도를 가진 수레와 진자로 구성되었고 시뮬레이션을 통해 노이즈가 추가된 상태 변수 데이터를 구했다. 제안된 알고리즘을 수집한 데이터에 적용하여 상태변수와 파라미터를 추정하였으며, 제안된 방법을 사용할 경우 상태와 파라미터를 정확이 추정함을 확인하였다.

유전자 알고리듬을 이용한 Butter-Worth 아날로그 필터의 파라미터 추정 (Butter-Worth analog filter parameter estimation using the genetic algorithm)

  • 손준혁;서보혁
    • 대한전기학회:학술대회논문집
    • /
    • 대한전기학회 2005년도 제36회 하계학술대회 논문집 D
    • /
    • pp.2513-2515
    • /
    • 2005
  • Recently genetic algorithm techniques have widely used in adaptive and control schemes for production systems. However, generally it costs a lot of time for leaming in the case applied in control system. Furthermore, the physical meaning of genetic algorithm constructed as a result is not obvious. And this method has been used as a learning algorithm to estimate the parameter of a genetic algorithm used for identification of the process dynamics of Butter-Worth analog filter and it was shown that this method offered superior capability over the genetic algorithm. A genetic algorithm is used to solve the parameter identification problem for linear and nonlinear digital filters. This paper goal estimate Butter-Worth analog filter parameter using the genetic algorithm.

  • PDF