• 제목/요약/키워드: statistical engineering

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Nonlinear damage detection using higher statistical moments of structural responses

  • Yu, Ling;Zhu, Jun-Hua
    • Structural Engineering and Mechanics
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    • 제54권2호
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    • pp.221-237
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    • 2015
  • An integrated method is proposed for structural nonlinear damage detection based on time series analysis and the higher statistical moments of structural responses in this study. It combines the time series analysis, the higher statistical moments of AR model residual errors and the fuzzy c-means (FCM) clustering techniques. A few comprehensive damage indexes are developed in the arithmetic and geometric mean of the higher statistical moments, and are classified by using the FCM clustering method to achieve nonlinear damage detection. A series of the measured response data, downloaded from the web site of the Los Alamos National Laboratory (LANL) USA, from a three-storey building structure considering the environmental variety as well as different nonlinear damage cases, are analyzed and used to assess the performance of the new nonlinear damage detection method. The effectiveness and robustness of the new proposed method are finally analyzed and concluded.

Cubic normal distribution and its significance in structural reliability

  • Zhao, Yan-Gang;Lu, Zhao-Hui
    • Structural Engineering and Mechanics
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    • 제28권3호
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    • pp.263-280
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    • 2008
  • Information on the distribution of the basic random variable is essential for the accurate analysis of structural reliability. The usual method for determining the distributions is to fit a candidate distribution to the histogram of available statistical data of the variable and perform approximate goodness-of-fit tests. Generally, such candidate distribution would have parameters that may be evaluated from the statistical moments of the statistical data. In the present paper, a cubic normal distribution, whose parameters are determined using the first four moments of available sample data, is investigated. A parameter table based on the first four moments, which simplifies parameter estimation, is given. The simplicity, generality, flexibility and advantages of this distribution in statistical data analysis and its significance in structural reliability evaluation are discussed. Numerical examples are presented to demonstrate these advantages.

무선 통신망 암호동기에 적합한 Statistical CFB 방식의 암호 알고리즘 성능 분석 (Performance Analysis of a Statistical CFB Encryption Algorithm for Cryptographic Synchronization Method in the Wireless Communication Networks)

  • 박대선;김동수;김영수;윤장홍
    • 한국정보통신학회논문지
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    • 제9권7호
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    • pp.1419-1424
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    • 2005
  • 본 논문에서는 통신 채널의 오류로 인하여 통신 단말간에 서로 송수신되는 정보중에 임의의 비트가 삭제되거나 추가되어 암호 알고리즘을 사용하여 통신이 불가능해지는 경우, 이를 극복하기 위한 기법으로 Statistical CFB 방식의 암호 알고리즘을 제안한다. 먼저, 비트 삽입 또는 비트 삭제 발생 시 오류 전파의 영향을 수학적으로 모델링하여 이론적인 Statistical CFB 암호 알고리즘의 성능을 분석한다. 이 경우, Statistical CFB 방식의 성능을 결정하는 요소인 농기 패턴의 길이와 피프백되는 키의 길이를 변화해가며 분석하도록 한다. 또한 이론적인 분석과 함께 실제로 특정 길이의 동기 패턴과 피드백되는 키를 선택한 후, Statistical CFB 방식을 적용한 암호 알고리즘을 사용하여 성능을 분석하였다. 이를 이론적인 분석 결과와 비교하여 제안된 암호 알고리즘의 타당성을 검증한다.

공간통계모형을 이용한 소규모 도시 형태 변경에 따른 소음도 예측 (Road Traffic Noise Simulation for Small-scale Urban Form Alteration Using Spatial Statistical Model)

  • 류훈재;전범석;박인권;장서일
    • 한국소음진동공학회논문집
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    • 제25권4호
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    • pp.284-290
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    • 2015
  • Road traffic noise is closely related with urban forms and urban components, such as population, building, traffic and land-use, etc. Hence, it is possible to minimize the noise exposure problem depending on how to plan new town or urban planning alteration. This paper provides ways to apply for urban planning in consideration of noise exposure through road traffic noise estimation for alteration of small-scale urban form. Spatial autoregressive model from the former study is used as statistical model for noise simulation. The simulation results by the spatial statistical model are compared with those by the engineering program-based modeling for 5 scenarios of small-scale urban form alteration. The error from the limitation of containing informations inside the grid cell and the difficulties of reflecting acoustic phenomena exists. Nevertheless, in the stage of preliminary design, the use of the statistical models that have been estimated well could be useful in time and economically.

음향-진동 신호의 고차 통계해석을 이용한 회전요소 베어링의 상황감시에 관한 연구 (A Study on the Condition Monitoring for Rolling Element Bearing using Higher Order Statistical Analysis of Sound-Vibration Signal)

  • 이해철;이준서;차경옥
    • Journal of Advanced Marine Engineering and Technology
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    • 제24권4호
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    • pp.405-413
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    • 2000
  • This paper present study on the application of sound pressure and vibration signals to detect the presence of defects in a rolling element bearing using a statistical analysis method. The well established statistical parameters such as the crest factor and the distribution of moments including kurtosis and skew are utilized in this study. In addition, other statistical parameters derived from the beta distribution function are also used. A comparison study on the performance of the different types of parameter used is also performed. The statistical analysis is used because of its simplicity and quick computation. Under ideal conditions, the statistical method can be used to identify the different types of defect present in the bearing. In addition, the results also reveal that there is no significant advantages in using the beta function parameters when compared to using kurtosis and the crest factor for detecting and identifying defects in rolling element bearings from both sound and vibration signals.

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On the Development of Statistical Software using Microsoft COM Technology on the Internet Environment

  • Han, Kyung-Soo;Kim, Seok-Ki;Choi, Sook-Hee
    • Communications for Statistical Applications and Methods
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    • 제6권2호
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    • pp.533-542
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    • 1999
  • Widespread of internet causes rapid changes in many areas of statistics such as statistical computation and education. In this paper the efficient methods for statistical software development on the internet environment are introduced. Also the developed examples about monte-carlo permutation tests for two-way contingency tables using Microsoft COM (Component Obejct Model) technology are presented.

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복합공간 개발을 위한 지반정보 관리시스템의 통계분석 모듈 개발 (The development of statistical analysis module for the part of the new standardized geotechnical database computer program)

  • 김정열;김현기;김한샘;정충기
    • 한국지반공학회:학술대회논문집
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    • 한국지반공학회 2010년도 추계 학술발표회
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    • pp.955-959
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    • 2010
  • The statistical analysis module is developed for the part of the new standardized geotechnical database computer program. The purpose of this module is that the geotechnical engineers can optimize the underground construction process of the underdeveloped urban area rehabilitation by this module providing the statistical information for the geotechnical decision making and risk assessment. This module will be modified to offer the statistical information sustainable for the newly adapted geotechnical limit-state design methods.

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Statistical Simulation of Shift Force for a Manual Transmission

  • Kim, Joohyung;Park, Sangjoon;Hanlim Song;Chaehong Lim;Kim, Hyunsoo
    • Journal of Mechanical Science and Technology
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    • 제18권3호
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    • pp.471-480
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    • 2004
  • Statistical simulation approaches are proposed to evaluate the shift feeling for a manual transmission. First, shift force simulator for the manual transmission is developed by considering the dynamic models of the external and internal linkage, synchronizer, and drivetrain. It is found that the shift force by the simulator shows a good correlation with the test results. Using the simulator, two kinds of statistical simulation approaches are proposed and the objective parameters that can be used to evaluate the shift feeling quantitatively are obtained. It is expected that the shift force simulator with the statistical approaches, developed in this study can be used as a useful design tool to evaluate the shift feeling in the initial design stage.

데이터 바이닝을 이용한 로버스트 설계 모형의 최적화 (Optimization of Robust Design Model using Data Mining)

  • 정혜진;구본철
    • 산업경영시스템학회지
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    • 제30권2호
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    • pp.99-105
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    • 2007
  • According to the automated manufacturing processes followed by the development of computer manufacturing technologies, products or quality characteristics produced on the processes have measured and recorded automatically. Much amount of data daily produced on the processes may not be efficiently analyzed by current statistical methodologies (i.e., statistical quality control and statistical process control methodologies) because of the dimensionality associated with many input and response variables. Although a number of statistical methods to handle this situation, there is room for improvement. In order to overcome this limitation, we integrated data mining and robust design approach in this research. We find efficiently the significant input variables that connected with the interesting response variables by using the data mining technique. And we find the optimum operating condition of process by using RSM and robust design approach.