• 제목/요약/키워드: Resampling

검색결과 254건 처리시간 0.029초

EFFICIENCY AND COHERENCE IMPROVEMENT FOR MULTI APERTURE INTERFEROGRAM (MAl)

  • Jung, Hyung-Sup;Lee, Chang-Wook;Park, Wook;Kim, Sang-Wan;Nguyen, Van Trung;Won, Joong-Sun
    • 대한원격탐사학회:학술대회논문집
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    • 대한원격탐사학회 2007년도 Proceedings of ISRS 2007
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    • pp.629-632
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    • 2007
  • While conventional interferometric SAR (InSAR) technique is an excellent tool for displacement observation, it is only sensitive to one-dimensional deformation along the satellite's line-of-sight (LOS). Recently, a multiple aperture interferogram (MAI) technique has been developed to overcome this drawback. This method successfully extracted along-track displacements from InSAR data, based on split-beam InSAR processing, to create forward- and backward- looking interferograms, and was superior to along-track displacements derived by pixel-offset algorithm. This method is useful to measure along-track displacements. However, it does not only decrease the coherence of MAI because three co-registration and resampling procedures are required for producing MAI, but also is confined to a suitable interferometric pair of SAR images having zero Doppler centroid. In this paper, we propose an efficient and robust method to generate MAI from interferometric pair having non-zero Doppler centroid. The proposed method efficiently improves the coherence of MAI, because the co-registration of forward- and backward- single look complex (SLC) images is carried out by time shift property of Fourier transform without resampling procedure. It also successfully removes azimuth flat earth and topographic phases caused by the effect of non-zero Doppler centroid. We tested the proposed method using ERS images of the Mw 7.1 1999 California, Hector Mine Earthquake. The result shows that the proposed method improved the coherence of MAI and generalized MAI processing algorithm.

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특정 범주에 대한 평가자간 카파 일치도의 퍼뮤테이션 p값 (Permutation p-values for specific-category kappa measure of agreement)

  • 엄용환
    • Journal of the Korean Data and Information Science Society
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    • 제27권4호
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    • pp.899-910
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    • 2016
  • 근사검정은 종종 표본이 작은 순서척도의 범주를 갖는 분할표를 분석할 때 그 p값이 과대추정 되거나 과소추정 되기 때문에 적절하지 못한 것으로 여겨진다. 본 논문에서는 순서화된 범주를 갖는 $k{\times}k$ 분할표에서 특정 범주에 대한 가중 일치도에 대해 정확한 p값과 재표본 기법에 의해 p값을 구하는 퍼뮤테이션 방법을 제시한다. 이를 위해 두 명의 평가자가 특정의 범주에서 얼마나 일치된 평가를 하는 지를 측정하기 위해 $Kv{\dot{a}}lseth$가 제안한 특정 범주에 대한 가중 일치도 (weighted specific-category kappa)를 사용한다. 사례 데이터로서 $3{\times}3$ 분할표 형태의 실제 데이터와 가상데이터 그리고 $4{\times}4$ 분할표 형태의 가상데이터를 이용하며, 정확한 퍼뮤테이션 p값과 재표본 퍼뮤테이션 p값 그리고 근사검정의 p값을 계산하여 비교한다.

Determination of global ice loads on the ship using the measured full-scale motion data

  • Lee, Jae-Man;Lee, Chun-Ju;Kim, Young-Shik;Choi, Gul-Gi;Lew, Jae-Moon
    • International Journal of Naval Architecture and Ocean Engineering
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    • 제8권4호
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    • pp.301-311
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    • 2016
  • This paper describes the whole procedures to determine ice-induced global loads on the ship using measured full-scale data in accordance with the method proposed by the Canadian Hydraulics Centre of the National Research Council of Canada. Ship motions of 6 degrees of freedom (dof) are found by processing the commercial sensor signals named Motion Pak II under the assumption of rigid body motion. Linear accelerations as well as angular rates were measured by Motion Pak II data. To eliminate the noise of the measured data and the staircase signals due to the resolution of the sensor, a band pass filter that passes frequencies between 0.001 and 0.6 Hz and cubic spline interpolation resampling had been applied. 6 dof motions were computed by the integrating and/or differentiating the filtered signals. Added mass and damping force of the ship had been computed by the 3-dimensional panel method under the assumption of zero frequency. Once the coefficients of hydrodynamic and hydrostatic data as well as all the 6 dof motion data had been obtained, global ice loads can be computed by solving the fully coupled 6 dof equations of motion. Full-scale data were acquired while the ARAON rammed old ice floes in the high Arctic. Estimated ice impact forces for two representative events showed 7e15 MN when ship operated in heavy ice conditions.

항공사진과 KOMPSAT EOC 위성영상으로부터 도시지역의 토지피복 변화 검출 (The Land Cover Change Detection of an Urban Area from Aerial Photos and KOMPSAT EOC Satellite Imagery)

  • 조창환;배상우;이성순;이진덕
    • 한국측량학회:학술대회논문집
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    • 한국측량학회 2004년도 춘계학술발표회논문집
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    • pp.177-182
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    • 2004
  • This study presents the application of aerial photographs and KOMPSAT-1 Electro-Optical Camera(EOC) imagery in detecting the change of an urban area that has been rapidly growing. For the study, we used multi-time images which were acquired by two different sensors. For all of the images, the coordinate reference system and scale were first made identical through the 1st and 2nd geometric corrections and then image resampling were carried out to spatial resolution of 7m to detect changes under the same conditions. The Image Differencing was employed as a change detection technique. It was confirmed to be able to detect the changes of terrestrial surface like building, structure and road features from aerial photos and KOMPSAT EOC images with single band. The changes could be detected to some extent with the images acquired from different kinds of sensors as well as the same kinds of sensors.

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가상환경구축을 위한 대용량 지형 데이터의 효율적인 렌더링 기법 (Efficient Rendering Method for Constructing Virtual Environment using Large-Scale Terrain Data)

  • 김윤진;신병석
    • 한국정보과학회:학술대회논문집
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    • 한국정보과학회 2005년도 가을 학술발표논문집 Vol.32 No.2 (1)
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    • pp.739-741
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    • 2005
  • 컴퓨터 게임 지리정보시스템(GIS), 가상현실 분야 등에서 환경 표현의 기반이 되는 지형 렌더링 기술은 매우 중요하다. 최근 LIDAR와 같은 3D 스캐닝 기술은 보다 정밀하고 정확한 지형 데이터를 제공한다. 하지만, 실시간 렌더링을 위해 사용되는 대부분의 방법들이 DEM이나 DTED와 같은 정규격자(uniform grid) 데이터에 최적화 되어 있기 때문에, LIDAR 데이터와 같은 비정규 데이터에는 적합하지 않다. 또한 방대한 LIDAR 데이터는 일반 PC에서 처리가 쉽지 않다. 본 논문에서는 대용량 비정규 데이터에서의 빠르고 효율적인 렌더링 방법을 제안한다. 샘플 데이터의 공간적 분포에 따라 정규격자를 생성하고, 이 격자에 맞도록 LIDAR 데이터를 재샘플링(resampling)하여 DTED와 같은 형태로 변환한다. 기하 재구성된 데이터에 연속적인 상세단계(CLOD)기반의 쿼드트리 알고리듬을 적용하여 지형을 효율적으로 렌더링한다.

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Bayesian Test of Quasi-Independence in a Sparse Two-Way Contingency Table

  • Kwak, Sang-Gyu;Kim, Dal-Ho
    • Communications for Statistical Applications and Methods
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    • 제19권3호
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    • pp.495-500
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    • 2012
  • We consider a Bayesian test of independence in a two-way contingency table that has some zero cells. To do this, we take a three-stage hierarchical Bayesian model under each hypothesis. For prior, we use Dirichlet density to model the marginal cell and each cell probabilities. Our method does not require complicated computation such as a Metropolis-Hastings algorithm to draw samples from each posterior density of parameters. We draw samples using a Gibbs sampler with a grid method. For complicated posterior formulas, we apply the Monte-Carlo integration and the sampling important resampling algorithm. We compare the values of the Bayes factor with the results of a chi-square test and the likelihood ratio test.

추세 시계열 자료의 부트스트랩 적용 (Applying Bootstrap to Time Series Data Having Trend)

  • 박진수;김윤배;송기범
    • 한국경영과학회지
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    • 제38권2호
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    • pp.65-73
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    • 2013
  • In the simulation output analysis, bootstrap method is an applicable resampling technique to insufficient data which are not significant statistically. The moving block bootstrap, the stationary bootstrap, and the threshold bootstrap are typical bootstrap methods to be used for autocorrelated time series data. They are nonparametric methods for stationary time series data, which correctly describe the original data. In the simulation output analysis, however, we may not use them because of the non-stationarity in the data set caused by the trend such as increasing or decreasing. In these cases, we can get rid of the trend by differencing the data, which guarantees the stationarity. We can get the bootstrapped data from the differenced stationary data. Taking a reverse transform to the bootstrapped data, finally, we get the pseudo-samples for the original data. In this paper, we introduce the applicability of bootstrap methods to the time series data having trend, and then verify it through the statistical analyses.

경북지역 친환경딸기 농가의 인증유형에 따른 효율성 분석 (An Analysis on Efficiency for the Environmental Friendly Agricultural Product of Strawberry in GyeongBuk Province)

  • 이상호;송경환
    • 한국유기농업학회지
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    • 제21권4호
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    • pp.487-500
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    • 2013
  • The purpose of this study is to estimate efficiency of environmental-friendly agricultural product by using Data Envelopment Analysis. A proposed method employs a bootstrapping approach to generating efficiency estimates through Monte Carlo simulation resampling process. The technical efficiency, pure technical efficiency, and scale efficiency measure of strawberry by pesticide-free certification is 0.967, 0.995, 0.968 respectively. However those of bias-corrected estimates are 0.918, 0.983, 0.934. We know that the DEA estimator is an upward biased estimator. In technical efficiency, average lower and upper confidence bounds of 0.807 and 0.960. According to these results, the DEA bootstrapping model used here provides bias-corrected and confidence intervals for the point estimates, it is more preferable.

Evolution Strategies Based Particle Filters for Nonlinear State Estimation

  • Uosaki, Katsuji;Kimura, Yuuya;Hatanaka, Toshiharu
    • 제어로봇시스템학회:학술대회논문집
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    • 제어로봇시스템학회 2003년도 ICCAS
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    • pp.559-564
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    • 2003
  • Recently, particle filters have attracted attentions for nonlinear state estimation. They evaluate a posterior probability distribution of the state variable based on observations in simulation using so-called importance sampling. However, degeneracy phenomena in the importance weights deteriorate the filter performance. A new filter, Evolution Strategies Based Particle Filter, is proposed to circumvent this difficulty and to improve the performance. Numerical simulation results illustrate the applicability of the proposed idea.

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VQ 방식의 화자인식 시스템 성능 향상을 위한 부쓰트랩 방식 적용 (The bootstrap VQ model for automatic speaker recognition system)

  • 경연정;이진익;이황수
    • 한국음향학회:학술대회논문집
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    • 한국음향학회 2000년도 하계학술발표대회 논문집 제19권 1호
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    • pp.39-42
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    • 2000
  • VQ 모델로 구성된 화자인식 시스템의 성능 향상을 위해 Bootstrap 방식을 적용하였다. Bootstrap 및 aggregating방식은 unstable한 모델에서 그 성능이 유효하므로 이의 적용을 위해 먼저 VQ 모델의 bias와 variance를 계산하여 unstable함을 보였다. 화자인식 실험은 TIMIT Database를 사용하여 수행하였고 실험결과 높은 인식율 향상을 확인하였다. 또한 적은 훈련 데이터 환경에서도 좋은 인식율을 갖는 것으로 나타났다.

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