• 제목/요약/키워드: error variances

검색결과 82건 처리시간 0.018초

Impact force localization for civil infrastructure using augmented Kalman Filter optimization

  • Saleem, Muhammad M.;Jo, Hongki
    • Smart Structures and Systems
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    • 제23권2호
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    • pp.123-139
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    • 2019
  • Impact forces induced by external object collisions can cause serious damages to civil engineering structures. While accurate and prompt identification of such impact forces is a critical task in structural health monitoring, it is not readily feasible for civil structures because the force measurement is extremely challenging and the force location is unpredictable for full-scale field structures. This study proposes a novel approach for identification of impact force including its location and time history using a small number of multi-metric observations. The method combines an augmented Kalman filter (AKF) and Genetic algorithm for accurate identification of impact force. The location of impact force is statistically determined in the way to minimize the AKF response estimate error at measured locations and then time history of the impact force is accurately constructed by optimizing the error co-variances of AKF using Genetic algorithm. The efficacy of proposed approach is numerically demonstrated using a truss and a plate model considering the presence of modelling error and measurement noises.

이중 추출 자료를 이용한 측정오차분산의 추정 (Measurement Error Variance Estimation Based on Subsample Re-measurements)

  • 허순영
    • 한국조사연구학회:학술대회논문집
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    • 한국조사연구학회 2003년도 춘계학술발표대회
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    • pp.34-41
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    • 2003
  • 많은 경우, 측정오차분산은 알려지지 않은 참값 또는 참값과 연관된 공변수들의 함수로 표현될 수 있다 이 논문은 단위 당 반복측정에 기초한 단위 내 표본분산을 이용한 선형측정오차분산의 추정에 관한 연구이다 이 논문은 다음의 내용을 포함한다: (1) 측정오차의 크기를 나타내는 상수 $\delta$의 추정; (2) 유한모집단으로부터의 복합표본, 작은 측정오차라는 조건하에 선형측정오차분산의 추정; (3) 부표본에 포함될 확률을 설명하기 위한 성향틴헝 추정 미국의 제3차 건강영양조사자료를 사용하여 이상의 결과들을 이용한 경험적 분석을 실행하였다.

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기계시스템의 공차에 의한 속도 및 가속도 오차의 해석 (Velocity and Acceleration Error Analysis of Planar Mechanism Due to Tolerances)

  • 이세정
    • 대한기계학회논문집
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    • 제18권2호
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    • pp.351-358
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    • 1994
  • A probabilistic model and analysis methods to determine the means and variances of the velocity and acceleration in stochastically-defined planar pin jointed kinematic chains are presented. The presented model considers the effect of tolerances on link length and radial clearance and uncertainty of pin location as a net effect on the link's effective length. The determination of the mean values and variances of the output variables requires the calculation of sensitivities of secondary variables with respect to the random variables. It is shown that this computation is straightforward and can be accomplished by a conventional kinematic analysis package with minor modification. Thus, the concepts of tolerance and clearance have been captured by the model and analysis. The only input data are the nominal linkage model and statistical information. The "effective link length" model is shown to be applicable to both analytical solution and Monte Carlo simulation. The results from both methods are compared. This paper Ksolves the higher-order kinematic problems for the probabilistic design analysis of stochastically-defined mechanisms.echanisms.

Effect of Positively Skewed Distribution on the Two sample t-test: Based on Chi-square Distribution

  • Heo, Sunyeong
    • 통합자연과학논문집
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    • 제14권3호
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    • pp.123-129
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    • 2021
  • This research examines the effect of positively skewed population distribution on the two sample t-test through simulation. For simulation work, two independent samples were selected from the same chi-square distributions with 3, 5, 10, 15, 20, 30 degrees of freedom and sample sizes 3, 5, 10, 15, 20, 30, respectively. Chi-square distribution is largely skewed to the right at small degrees of freedom and getting symmetric as the degrees of freedom increase. Simulation results show that the sampled populations are distributed positively skewed like chi-square distribution with small degrees of freedom, the F-test for the equality of variances shows poor performances even at the relatively large degrees of freedom and sample sizes like 30 for both, and so it is recommended to avoid using F-test. When two population variances are equal, the skewness of population distribution does not affect on the t-test in terms of the confidence level. However even though for the highly positively skewed distribution and small sample sizes like three or five the t-test achieved the nominal confidence level, the error limits are very large at small sample size. Therefore, if the sampled population is expected to be highly skewed to the right, it will be recommended to use relatively large sample size, at least 20.

PLM 시스템 활용도 향상 방안의 중요도에 관한 연구 (A Study on the Importance of Measures for Improving PLM System Usage)

  • 유종광;임성택;민대환
    • 한국정보시스템학회지:정보시스템연구
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    • 제31권1호
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    • pp.239-269
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    • 2022
  • Purpose This paper attempts to identify items for improving the usage of PLM(Product Lifecycle Management) systems and suggests ways to prioritize improvement items on the basis of importance. It also tries to find out differences in the importance of improvement items due to the company size, the industry, the job, or the PLM solution. Design/methodology/approach Through a survey from participants to a PLM System Conference, data were collected from a sample of 181 users who had the previous experience in using a PLM system. In order to figure out the differences in the importance among user groups, the F-test with the Scheffe test as a post-hoc analysis was used in case of equal variances and the Welch test with the Dunnett T3 test was used in case of unequal variances. Findings This study sorted out 25 improvement ideas according to their importance assessed by the PLM system users. The top five ideas are improving data consistency, error minimization, fast system response time, enhancing user recognition, and business process improvement. The support group puts higher importance than the general user group in data consistency, fast system response time, enhancing user recognition, business process improvement, dedicated team for data consistency, continuous support from management, hardware performance upgrade, output linkage to other systems, and shortening problem solving duration. The largest company group attaches significantly higher weights than the smallest company group to data consistency, error minimization, fast system response time, business process improvement, dedicated team for data consistency, security with proper access management, output linkage to other systems, and better user interface.

Multi-Level Rotation Sampling Designs and the Variances of Extended Generalized Composite Estimators

  • Park, You-Sung;Park, Jai-Won;Kim, Kee-Whan
    • 한국조사연구학회:학술대회논문집
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    • 한국조사연구학회 2002년도 추계학술대회 발표논문집
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    • pp.255-274
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    • 2002
  • We classify rotation sampling designs into two classes. The first class replaces sample units within the same rotation group while the second class replaces sample units between different rotation groups. The first class is specified by the three-way balanced design which is a multi-level version of previous balanced designs. We introduce an extended generalized composite estimator (EGCE) and derive its variance and mean squared error for each of the two classes of design, cooperating two types of correlations and three types of biases. Unbiased estimators are derived for difference between interview time biases, between recall time biases, and between rotation group biases. Using the variance and mean squared error, since any rotation design belongs to one of the two classes and the EGCE is a most general estimator for rotation design, we evaluate the efficiency of EGCE to simple weighted estimator and the effects of levels, design gaps, and rotation patterns on variance and mean squared error.

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정규 모집단의 모평균 차이 검정에서 표본크기와 검정력 계산의 구현 (An implementation of sample size and power calculations in testing differences of normal means)

  • 심송용;최규혁
    • Journal of the Korean Data and Information Science Society
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    • 제24권3호
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    • pp.477-485
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    • 2013
  • 임상시험 등 다양한 분야를 중심으로 제1종 오류확률과 검정력을 함께 고려하여 표본크기를 결정하는 경우가 늘어나고 있다. 이런 경향은 표본을 많이 얻을 수 없는 연구에서 더욱 뚜렷하다. 본 연구에서는 독립인 두 개의 정규모집단에서 두 그룹의 분산과 표본수가 같지 않을 때의 모평균 차이에 대한 검정에서 제1종 오류와 제2종 오류를 모두 고려한 경우 두 그룹의 필요한 표본크기를 결정하는 과정을 살펴보고 이를 웹사이트를 통해 구현하였다. 또한 주어진 표본크기와 유의수준에 의한 검정력 계산도 함께 구현하였다.

통계적 품질관리기법을 도입한 수치지도의 검수방법에 관한 연구 (A Study on Methods of Quality Check for Digital Basemaps using Statistical Methods for the Quality Control)

  • 김병국;서현덕
    • 한국측량학회지
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    • 제17권1호
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    • pp.79-86
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    • 1999
  • 본 논문에서는 국내의 수치지도 검수방법을 고찰하고, 보다 효율적인 검수방법을 제안하였다. 수치지도 검수를 수행하기 위하여 통계적 품질관리기법을 도입하였다. 현재의 통계적인 검수방법(1단 완전 추출법)을 개선하기 위한 표본 추출법으로 2단 완전 추출법과 2단 집락 추출법을 제안하였다. 경험적으로 작성된 자료를 이용하여 납품된 전체 수치지도에 대한 오류율과 누락 객체 수를 추정하였으며, 이에 대한 분산도 추정하였다. 또한, 오류율과 누락 객체 수에 대한 신뢰구간을 결정할 수 있었다.

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Partially linear support vector orthogonal quantile regression with measurement errors

  • Hwang, Changha
    • Journal of the Korean Data and Information Science Society
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    • 제26권1호
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    • pp.209-216
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    • 2015
  • Quantile regression models with covariate measurement errors have received a great deal of attention in both the theoretical and the applied statistical literature. A lot of effort has been devoted to develop effective estimation methods for such quantile regression models. In this paper we propose the partially linear support vector orthogonal quantile regression model in the presence of covariate measurement errors. We also provide a generalized approximate cross-validation method for choosing the hyperparameters and the ratios of the error variances which affect the performance of the proposed model. The proposed model is evaluated through simulations.

FTM 튜브의 판넬과 마스크의 일치방법 개발 (Development of Registration Method of Panel and Mask for FTM Tube)

  • 윤종순;정종윤
    • 산업공학
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    • 제11권2호
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    • pp.107-117
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    • 1998
  • This paper presents a useful method of registration in manufacturing of shadow color mask for cathode ray tubes of the FTM (Flat Tension Mask) type, wherein the shadow mask and front panel are interchangeable when mask-panels are assembled, which is called ICM system. Theoretical analysis and alignment process are presented. The pattern of mask aperture is registered with a screen pattern of corresponding geometry of the panel in flat tension mask tube. Registration accuracy of panel and mask affects the purity of color cathode ray tube concerned with mislanding. It tries to minimize the misregistration caused by variances, which are mechanical error, mask stretching position error, restrictive number of fiducial point, etc.

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