• 제목/요약/키워드: spline model

검색결과 280건 처리시간 0.026초

Mean estimation of small areas using penalized spline mixed-model under informative sampling

  • Chytrasari, Angela N.R.;Kartiko, Sri Haryatmi;Danardono, Danardono
    • Communications for Statistical Applications and Methods
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    • 제27권3호
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    • pp.349-363
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    • 2020
  • Penalized spline is a suitable nonparametric approach in estimating mean model in small area. However, application of the approach in informative sampling in a published article is uncommon. We propose a semiparametric mixed-model using penalized spline under informative sampling to estimate mean of small area. The response variable is explained in terms of mean model, informative sample effect, area random effect and unit error. We approach the mean model by penalized spline and utilize a penalized spline function of the inclusion probability to account for the informative sample effect. We determine the best and unbiased estimators for coefficient model and derive the restricted maximum likelihood estimators for the variance components. A simulation study shows a decrease in the average absolute bias produced by the proposed model. A decrease in the root mean square error also occurred except in some quadratic cases. The use of linear and quadratic penalized spline to approach the function of the inclusion probability provides no significant difference distribution of root mean square error, except for few smaller samples.

무작위 데이터 근사화를 위한 유계오차 B-스플라인 근사법 (An Error-Bounded B-spline Fitting Technique to Approximate Unorganized Data)

  • 박상근
    • 한국CDE학회논문집
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    • 제17권4호
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    • pp.282-293
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    • 2012
  • This paper presents an error-bounded B-spline fitting technique to approximate unorganized data within a prescribed error tolerance. The proposed approach includes two main steps: leastsquares minimization and error-bounded approximation. A B-spline hypervolume is first described as a data representation model, which includes its mathematical definition and the data structure for implementation. Then we present the least-squares minimization technique for the generation of an approximate B-spline model from the given data set, which provides a unique solution to the problem: overdetermined, underdetermined, or ill-conditioned problem. We also explain an algorithm for the error-bounded approximation which recursively refines the initial base model obtained from the least-squares minimization until the Euclidean distance between the model and the given data is within the given error tolerance. The proposed approach is demonstrated with some examples to show its usefulness and a good possibility for various applications.

점 데이타의 Rational B-spline 근사를 통한 역공학 (Rational B-spline Approximation of Point Data For Reverse Engineering)

  • 이현직;고태조;김희술
    • 한국정밀공학회지
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    • 제16권5호통권98호
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    • pp.160-168
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    • 1999
  • This paper describes one method of reverse engineering that machines a free form shape without descriptive model. A portable five-axes 3D CMM was used to digitize point data from physical model. After approximation by rational B-spline curve from digitized point data of a geometric shape, a surface was constructed by the skinning method of the cross-sectional design technique. Since a surface patch was segmented by fifteen part, surface merging was also implemented to assure the surface boundary continuity. Finally, composite surface was transferred to commercial CAD/CAM system through IFES translation in order to machine the modeled geometric shape.

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Optimum Weight in Spline for Surface Model

  • 손호웅;오석훈;김영경
    • 지구물리
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    • 제8권1호
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    • pp.23-33
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    • 2005
  • The digital surface model (DSM) is used for several purposes in photogrammetry, remote sensing and laser scanned data such as orthoimage production, contours erivation, extraction of height information. Creation of a surface model from point-clouds (3-D sparse points) that can be derived from stereo imagery and range data (e.g. laser scanned data) can be done with several mathematical interpolation models. In this paper, thin-plate-spline (TPS) is used for digital surface modeling. Determination of suitable weight is an important problem in thin-plate function for a surface. The Voronoi algorithm has been proposed as a method for determination of the weight in thin-plate-spline. In this paper, methods has been tested for different surfaces. The results show that thin-plate-spline can be independent of weight.

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유클리드 norm에 기반한 최적 비정규 리사이징 알고리즘 ($L_2$-Norm Based Optimal Nonuniform Resampling)

  • 신건식;엄지윤;이학무;강문기
    • 방송공학회논문지
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    • 제8권1호
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    • pp.37-44
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    • 2003
  • 신호를 원하는 해상도의 신호로 다시 샘플링하기 위해 일반적으로 쓰이는 방법은 원래의 영상을 연속된 모델로 나타낸 후 이를 원하는 해상도의 신호로 다시 샘플링하는 것이다. 이산 신호를 연속 신호로 바꿀 때 이용하게 될 B-spline 함수는 다른 기저함수에 비해 진동하는 성향이 적고 적은 계수로 표현이 가능하다. 디지털 신호를 B-spline 모델로 표현하고 이 spline 신호를 새로운 해상도로 다시 샘플링하게 되면 B- spline에 기반한 비정규 리사이징이 된다. 이때 해상도는 공간에 따라 변하는 변환함수에 의해 결정하게 된다. 이 방법은 구현하기 좋지만 정보를 손실하는 약점이 있으므로 이를 극복한 최적 비정규 알고리즘을 제안한다. 최적의 비정규적인 수식 유도를 위해, 다시 샘플링된 신호는 변환 함수로 결정된 shift varying spline의 조합으로 나타내게 된다. 원래의 영상에 가장 가까운 함수를 선택함으로써 이 함수는 일반화될 수 있다.

A Proprietary Model of Continuously Variable Transmission System using Spline

  • Gu, Sien Dong
    • International journal of advanced smart convergence
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    • 제11권1호
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    • pp.87-93
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    • 2022
  • In each country, efforts are being made to replace engine-driven cars and motorcycles using fossil fuels with electric drive. Electrically driven vehicles have the advantage of no harmful gas or environmental pollution and low noise. In the motorcycle market, China accounts for more than 95% of the world, and the electric motorcycle market is being revitalized due to the strengthening of regulations. Japan is actively preparing to include electric motorcycles in ISO 26262, forming a TF team centered on electric motorcycle producers. Therefore, it is necessary to respond to standardization targeting China and Japan in Korea. In this study, we propose a proprietary transmission model that can be applied to small electric vehicles that can be operated in hilly domestic terrain. The proposed continuously variable transmission model is a continuously variable transmission system which moves the pin between the basic disk and the rotary disk using a spline to perform shifting. The proposed continuously variable transmission model is used in the pulley configuration by connecting the linear type spline and the inclined spline with the central axis of the basic disk and the rotational disk, respectively. In addition, it can be divided into two types according to the application of the auxiliary disk, and the production drawing is completed for the practical use of the model.

수정 B-spline 근사를 통한 역공학 적용에 관한 연구 (A Study on Application of Reverse Engineering using Modified B-spline approximation)

  • 황종대;정종윤;정윤교
    • 한국산업경영시스템학회:학술대회논문집
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    • 한국산업경영시스템학회 2002년도 춘계학술대회
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    • pp.473-478
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    • 2002
  • Reverse Engineering is to find CAD model through measured data of a physical model which is not available in CAD model. The measured data are obtained from measuring with Coordinate Measuring Machine or Laser Scanner This paper introduces efficient methods of reconstruction through the application of the Reverse Engineering using Modified B-spline approximation.

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기능성곡면의 역공학 적용에 관한 연구 (A Study on Application of Reverse Engineering for Technical Surfaces)

  • 황종대;정종윤;정윤교
    • 한국공작기계학회:학술대회논문집
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    • 한국공작기계학회 2002년도 춘계학술대회 논문집
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    • pp.319-325
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    • 2002
  • Reverse Engineering is to find CAD model through measured data of a physical model which is not available in CAD model. The measured data are obtained from measuring with Coordinate Measuring Machine or Laser Scanner. This paper introduces efficient methods of reconstruction through the applicating process of the Reverse Engineering with technical surfaces.

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A Study on the Pit Excavation Volume Using Cubic B-Spline

  • Mun, Du-Yeoul
    • International Journal of Ocean Engineering and Technology Speciallssue:Selected Papers
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    • 제5권1호
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    • pp.40-45
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    • 2002
  • The calculation of earthwork plays a major role in the planning and design phases of many civil engineering projects, such as seashore reclamation; thus, improving the accuracy of earthwork calculation has become very important. In this paper, we propose an algorithm for finding a cubic spline surface with the free boundary conditions, which interpolates the given three-dimensional data, by using B-spline and an accurate method to estimate pit-excavation volume. The proposed method should be of interest to surveyors, especially those concerned with accuracy of volume computations. The mathematical models of the conventional methods have a common drawback: the modeling curves form peak points at the joints. To avoid this drawback, the cubic spline polynomial is chosen as the mathematical model of the new method. In this paper, we propose an algorithm of finding a spline surface, which interpolates the given data, and an appropriate method to calculate the earthwork. We present some computational results that show the proposed method, of the Maple program, provides better accuracy than the method presented by Chen and Lin.

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비스플라인 부피에 기초한 유동 가시화 모델 (Flow Visualization Model Based on B-spline Volume)

  • 박상근;이건우
    • 한국CDE학회논문집
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    • 제2권1호
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    • pp.11-18
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    • 1997
  • Scientific volume visualization addresses the representation, manipulation, and rendering of volumetric data sets, providing mechanisms for looking closely into structures and understanding their complexity and dynamics. In the past several years, a tremendous amount of research and development has been directed toward algorithms and data modeling methods for a scientific data visualization. But there has been very little work on developing a mathematical volume model that feeds this visualization. Especially, in flow visualization, the volume model has long been required as a guidance to display the very large amounts of data resulting from numerical simulations. In this paper, we focus on the mathematical representation of volumetric data sets and the method of extracting meaningful information from the derived volume model. For this purpose, a B-spline volume is extended to a high dimensional trivariate model which is called as a flow visualization model in this paper. Two three-dimensional examples are presented to demonstrate the capabilities of this model.

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