• 제목/요약/키워드: influence functions method

검색결과 235건 처리시간 0.022초

M-quantile regression using kernel machine technique

  • Hwang, Chang-Ha
    • Journal of the Korean Data and Information Science Society
    • /
    • 제21권5호
    • /
    • pp.973-981
    • /
    • 2010
  • Quantile regression investigates the quantiles of the conditional distribution of a response variable given a set of covariates. M-quantile regression extends this idea by a "quantile-like" generalization of regression based on influence functions. In this paper we propose a new method of estimating M-quantile regression functions, which uses kernel machine technique. Simulation studies are presented that show the finite sample properties of the proposed M-quantile regression.

A Moving Least Squares weighting function for the Element-free Galerkin Method which almost fulfills essential boundary conditions

  • Most, Thomas;Bucher, Christian
    • Structural Engineering and Mechanics
    • /
    • 제21권3호
    • /
    • pp.315-332
    • /
    • 2005
  • The Element-free Galerkin Method has become a very popular tool for the simulation of mechanical problems with moving boundaries. The internally applied Moving Least Squares interpolation uses in general Gaussian or cubic weighting functions and has compact support. Due to the approximative character of this interpolation the obtained shape functions do not fulfill the interpolation conditions, which causes additional numerical effort for the application of the boundary conditions. In this paper a new weighting function is presented, which was designed for meshless shape functions to fulfill these essential conditions with very high accuracy without any additional effort. Furthermore this interpolation gives much more stable results for varying size of the influence radius and for strongly distorted nodal arrangements than existing weighting function types.

다공질 공기베어링 테이블의 운동오차 해석 (Motion Error Analysis of an Porous Air Bearing Table)

  • 박천홍;이후상
    • 연구논문집
    • /
    • 통권34호
    • /
    • pp.101-112
    • /
    • 2004
  • In order to analyze the motion errors of the aerostatic stage, it is necessary to consider the influence of the moment variation occurredinside the pads. In this paper, a motion error anaysis method utilizing the transfer functions on the reaction force and moment is proposed, and general characteristics of the transfer functions are discussed. Calculated motion errors by the proposed method show good agreement with the ones calculated by Multi Pad Method, which is considered the entire table as an analysis object. Also, by the introduction of the transfer function of motion errors, which represent the relationship between the spatial frequency components of the rail form error and motion errors, motional characteristics of the porous aerostatic stage can be generalized. In detail, the influence of the spatial frequencies is analyzed quantatively, and the patterns of the insensitive frequencies which almost do not affect the linear motion error or angular motion error according to the rail length ratio and the number of the pad are verified. The relationship between the moment variation occurred inside the pads and the motion errors is also verified together.

  • PDF

전달함수를 이용한 다공질 공기베어링 스테이지의 운동오차해석 (Motion Error Analysis of the Porous Air Bearing Stages Using the Transfer Function)

  • 박천홍;이후상
    • 한국정밀공학회지
    • /
    • 제21권7호
    • /
    • pp.185-194
    • /
    • 2004
  • In order to analyze the motion errors of the aerostatic stage, it is necessary to consider the influence of the moment variation occurred inside the pads. In this paper, a motion error analysis method utilizing the transfer functions on the reaction force and moment is proposed, and general characteristics of the transfer functions are discussed. Calculated motion errors by the proposed method show good agreement with the ones calculated by Multi fad Method, which is considered the entire table as an analysis object. Also, by the introduction of the transfer function of motion errors, which represent the relationship between the spatial frequency components of the rail form error and motion errors, motional characteristics of the porous aerostatic stage can be generalized. In detail, the influence of the spatial frequencies is analyzed qualitatively, and the patterns of the insensitive frequencies which almost do not affect the linear motion error or angular motion error according to the rail length ratio and the number of the pad are verified. The relationship between the moment variation occurred inside the pads and the motion errors is also verified together.

최대엔트로피 실험계획에서 상관함수의 영향 (Influence of Correlation Functions on Maximum Entropy Experimental Design)

  • 이태희;김승원;정재준
    • 대한기계학회논문집A
    • /
    • 제30권7호
    • /
    • pp.787-793
    • /
    • 2006
  • Recently kriging model has been widely used in the DACE (Design and Analysis of Computer Experiment) because of prominent predictability of nonlinear response. Since DACE has no random or measurement errors contrast to physical experiment, space filling experimental design that distributes uniformly design points over whole design space should be employed as a sampling method. In this paper, we examine the maximum entropy experimental design that reveals the space filling strategy in which defines the maximum entropy based on Gaussian or exponential. The influence of these two correlation functions on space filling design and their model parameters are investigated. Based on the exploration of numerous numerical tests, enhanced maximum entropy design based on exponential correlation function is suggested.

Daylight background radiation modeling for the system of ocean-atmosphere with multi-layer clouds

  • Sushkevich, Tamara A.;Strelkov, Sergey A.;Volkovich, Alexander N.;Kulikov, Alexey K.;Maksakova, Sveta V.
    • 대한원격탐사학회:학술대회논문집
    • /
    • 대한원격탐사학회 2006년도 Proceedings of ISRS 2006 PORSEC Volume II
    • /
    • pp.680-683
    • /
    • 2006
  • A one-dimensional planar model is considered of the atmosphere with multi-layer clouds illuminated by a mono-directional parallel flux of solar radiation. A new approach is proposed to radiation transfer modeling and daylight background formation for the atmosphere with such clouds that is represented as a heterogeneous multi-layer system each layer of which is described by different optical characteristics. The influence functions of each layer are determined by solutions of the radiation transfer boundary problem with an external monodirectional wide flux while the contribution of multiple scattering and absorption in the layer is taking into account.

  • PDF

샌드위치 패널의 전단변형이 파동전달 및 방음 특성에 미치는 영향 (Effects of shear deformation of sandwich panels on wave propagation and sound radiation characteristics)

  • 박준홍
    • 한국소음진동공학회:학술대회논문집
    • /
    • 한국소음진동공학회 2005년도 추계 학술대회논문집(수송기계편)
    • /
    • pp.110-113
    • /
    • 2005
  • Theoretical models to study the vibro-acoustic performance of a sandwich panel are proposed. The wave propagation characteristics are analyzed, and dispersion relation is derived. The vibration Is analyzed using the Mindlin plate theory. The vibration of the compliantly supported Mindlin plate is investigated using the Rayleigh-Ritz method. The Timoshenko beam functions are used as trial functions. The model is applied to numerically investigate the influence of the plate mechanical properties. The vibro-acoustic properties are mostly determined by bending deformation at low frequencies. At higher frequencies, the shear deformation has a strong influence. The proposed numerical model is used to estimate the optimal panel properties that result in minimum sound radiation. With increasing dynamic stiffnesses the vibration response decreases but the radiating wavenumber components increase.

  • PDF

Phase Characteristics of Approximated Head-related Transfer Functions(HRTFS) Using IIR Filters on the Sound Localization

  • Kanazawa, Kenichi;Hasegawa, Hiroshi;Kasuga, Masao;Matsumoto, Shuichi;Koike, Atsushi;Yamamoto, Hideo
    • 대한전자공학회:학술대회논문집
    • /
    • 대한전자공학회 2000년도 ITC-CSCC -1
    • /
    • pp.237-240
    • /
    • 2000
  • We have proposed a simple method based on IIR filters for realizing sound image localization. How-ever the nonlinearity of phase characteristics of the IIR filters, which are used for sound image localization, cause decrease of the localization accuracy. In this paper we investigate the influence of phase characteristics on the sound localization. Head-related transfer functions (HRTFs) of a dummy-head are approximated by the IIR filter. We carried out sound image localization experiment with 2-loudspeaker reproduction using the approximated HRTFs. Then the errors which obtained from experiments were compared with the theoretical values which were estimated from the phase shifts of the IIR filters. As a result there was little influence of the nonlinear phase characteristics of the IIR fitters in the localization on the horizontal plane.

  • PDF

SOLVING PARTIAL DIFFERENTIAL ALGEBRAIC EQUATIONS BY COLLOCATION AND RADIAL BASIS FUNCTIONS

  • Bao, Wendi;Song, Yongzhong
    • Journal of applied mathematics & informatics
    • /
    • 제30권5_6호
    • /
    • pp.951-969
    • /
    • 2012
  • In this paper, we propose a class of meshless collocation approaches for the solution of time dependent partial differential algebraic equations (PDAEs) in terms of a radial basis function interpolation numerical scheme. Kansa's method and the Hermite collocation method (HCM) for PDAEs are given. A sensitivity analysis of the solutions from different shape parameter c is obtained by numerical experiments. With use of the random collocation points, we have obtain the more accurate solution by the methods than those by the finite difference method for the PDAEs with index-2, i.e, we avoid the influence from an index jump of PDAEs in some degree. Several numerical experiments show that the methods are efficient.

Rayleigh-Ritz법을 이용한 샌드위치 패널의 진동 및 소음방사 특성 분석 (An Analysis of Vibration and Sound Radiation of Sandwich Panels Using the Rayleigh-Ritz Method)

  • 김동규;김재현;전진용;박준홍
    • 한국소음진동공학회논문집
    • /
    • 제21권5호
    • /
    • pp.430-436
    • /
    • 2011
  • The purpose of this study is to analyze the vibration and sound generation characteristics of the sandwich panel. Two thick panels were assumed to be separated by a compliant viscoelastic core. The transverse vibration induced by an external impact was analyzed using the Rayleigh-Ritz method. For applying arbitrary boundary condition of the panels, the edges were assumed to be supported by the translational and rotational springs. The beam functions were used as the trial functions. The effect of the boundary condition and viscoelastic core on the resulting vibration characteristics was investigated. The radiated sound power was analyzed using the proposed numerical model and the Rayleigh integral. The dynamic properties of the core and the mass-stiffness-mass resonance frequency had significant influence on the impact sound.