• 제목/요약/키워드: second-order accuracy

검색결과 563건 처리시간 0.04초

Damage detection of plate-like structures using intelligent surrogate model

  • Torkzadeh, Peyman;Fathnejat, Hamed;Ghiasi, Ramin
    • Smart Structures and Systems
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    • 제18권6호
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    • pp.1233-1250
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    • 2016
  • Cracks in plate-like structures are some of the main reasons for destruction of the entire structure. In this study, a novel two-stage methodology is proposed for damage detection of flexural plates using an optimized artificial neural network. In the first stage, location of damages in plates is investigated using curvature-moment and curvature-moment derivative concepts. After detecting the damaged areas, the equations for damage severity detection are solved via Bat Algorithm (BA). In the second stage, in order to efficiently reduce the computational cost of model updating during the optimization process of damage severity detection, multiple damage location assurance criterion index based on the frequency change vector of structures are evaluated using properly trained cascade feed-forward neural network (CFNN) as a surrogate model. In order to achieve the most generalized neural network as a surrogate model, its structure is optimized using binary version of BA. To validate this proposed solution method, two examples are presented. The results indicate that after determining the damage location based on curvature-moment derivative concept, the proposed solution method for damage severity detection leads to significant reduction of computational time compared with direct finite element method. Furthermore, integrating BA with the efficient approximation mechanism of finite element model, maintains the acceptable accuracy of damage severity detection.

A comparison of grammatical error detection techniques for an automated english scoring system

  • Lee, Songwook;Lee, Kong Joo
    • Journal of Advanced Marine Engineering and Technology
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    • 제37권7호
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    • pp.760-770
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    • 2013
  • Detecting grammatical errors from a text is a long-history application. In this paper, we compare the performance of two grammatical error detection techniques, which are implemented as a sub-module of an automated English scoring system. One is to use a full syntactic parser, which has not only grammatical rules but also extra-grammatical rules in order to detect syntactic errors while paring. The other one is to use a finite state machine which can identify an error covering a small range of an input. In order to compare the two approaches, grammatical errors are divided into three parts; the first one is grammatical error that can be handled by both approaches, and the second one is errors that can be handled by only a full parser, and the last one is errors that can be done only in a finite state machine. By doing this, we can figure out the strength and the weakness of each approach. The evaluation results show that a full parsing approach can detect more errors than a finite state machine can, while the accuracy of the former is lower than that of the latter. We can conclude that a full parser is suitable for detecting grammatical errors with a long distance dependency, whereas a finite state machine works well on sentences with multiple grammatical errors.

ERROR PROPAGATION ANALYSIS FOR IN-ORBIT GOCI RADIOMETRIC CALIBRATION

  • Kang, Gm-Sil;Youn, Heong-Sik
    • 대한원격탐사학회:학술대회논문집
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    • 대한원격탐사학회 2008년도 International Symposium on Remote Sensing
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    • pp.92-95
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    • 2008
  • The Geostationary Ocean Color Imager (GOCI) is under development to provide a monitoring of ocean-color around the Korean Peninsula from geostationary platforms. It is planned to be loaded on Communication, Ocean, and Meteorological Satellite (COMS) of Korea. The GOCI has been designed to provide multi-spectral data to detect, monitor, quantify, and predict short term changes of coastal ocean environment for marine science research and application purpose. The target area of GOCI observation covers sea area around the Korean Peninsula. Based on the nonlinear radiometric model, the GOCI calibration method has been derived. The radiometric model of GOCI has been validated through radiometric ground test. From this ground test result, GOCI radiometric model has been changed from second order to third order. In this paper, the radiometric test performed to evaluate the radiometric nonlinearity is described and the GOCI radiometric error propagation is analyzed. The GOCI radiometric calibration is based on onboard calibration devices; solar diffuser, DAMD (Diffuser Aging Monitoring Device). The radiometric model error due to the dark current nonlinearity is considered as a systematic error. Also the offset correction error due to gain/offset instability is considered. The radiometric accuracy depends mainly on the ground characterization accuracies of solar diffuser and DAMD.

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Kalman Filter에 의한 Online 유출예측(流出豫測) (Online Flow Prediction by Kalman Filter)

  • 이원환;이영석
    • 대한토목학회논문집
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    • 제6권2호
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    • pp.57-65
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    • 1986
  • 본(本) 연구(硏究)는 우량관측소(雨量觀測所)가 미비(未備)된 소유성(小流城)에서 실시간(實時間) 유출예측(流出豫測)을 위해 Kalman filter를 이용했으며 이때의 시스템모형(模型)으로 AR(2)를 택하였다. 시간별(時間別) 유출자료는 영산강유역(榮山江流域)의 나주(羅州) 관측지점(觀測地點)에서 관측된 시간별 유량자료률 이용하였다. 여기서 예측된 모든 결과는 통계적(統計的) 방법으로 분석(分折)한 결과, Kalman filter에 의한 유출예측(流出豫測)을 좋은 결과(結果)를 얻을 수 있었으며 과정모형(過程模型)으로서 AR(2)가 적합한 것을 알 수 있었다. 또한 홍수예측에도 효과적임이 입증되었다.

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Composite Dependency-reflecting Model for Core Promoter Recognition in Vertebrate Genomic DNA Sequences

  • Kim, Ki-Bong;Park, Seon-Hee
    • BMB Reports
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    • 제37권6호
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    • pp.648-656
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    • 2004
  • This paper deals with the development of a predictive probabilistic model, a composite dependency-reflecting model (CDRM), which was designed to detect core promoter regions and transcription start sites (TSS) in vertebrate genomic DNA sequences, an issue of some importance for genome annotation. The model actually represents a combination of first-, second-, third- and much higher order or long-range dependencies obtained using the expanded maximal dependency decomposition (EMDD) procedure, which iteratively decomposes data sets into subsets on the basis of dependency degree and patterns inherent in the target promoter region to be modeled. In addition, decomposed subsets are modeled by using a first-order Markov model, allowing the predictive model to reflect dependency between adjacent positions explicitly. In this way, the CDRM allows for potentially complex dependencies between positions in the core promoter region. Such complex dependencies may be closely related to the biological and structural contexts since promoter elements are present in various combinations separated by various distances in the sequence. Thus, CDRM may be appropriate for recognizing core promoter regions and TSSs in vertebrate genomic contig. To demonstrate the effectiveness of our algorithm, we tested it using standardized data and real core promoters, and compared it with some current representative promoter-finding algorithms. The developed algorithm showed better accuracy in terms of specificity and sensitivity than the promoter-finding ones used in performance comparison.

초음파 유량계를 통하는 기체유동의 CFD 해석 (A CFD Analysis of Gas Flow through an Ultrasonic Meter)

  • 김재형;김희동;이호준;황상윤
    • 대한기계학회:학술대회논문집
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    • 대한기계학회 2003년도 추계학술대회
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    • pp.998-1003
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    • 2003
  • Ultrasonic flow metering(UFM) technology is being received much attention from a variety of industrial fields to exactly measure the flow rate. The UFM has much advantage over other conventional flow meter systems, since it has no moving parts, and offers good accuracy and reliability without giving any disturbances to measure the flow rate, thereby not causing pressure losses in the flow fields. In the present study, 3-dimensional, unsteady, compressible Navier-Stokes equations are solved by a finite volume scheme, based upon the second order upwind scheme for spatial derivatives and the multi-stage Runge-Kutta integral method for time derivatives. In order to simulate multi-path ultrasonic flow meter, an excited pressure signal is applied to three different locations upstream, and the pressure signals are received at three different locations downstream. The mean flow velocities are calculated by the time difference between upstream and downstream propagating pressure signals. The obtained results show that the present CFD method simulates successfully ultrasonic meter gas flow and the mean velocity measured along the chord near the wall is considerably influenced by the boundary layers.

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GPS 위치정확도 향상을 위한 의사거리 오차의 분석에 관한 연구 (Error Budget Analysis of Pseudorange for Improving the GPS Positioning Accuracy)

  • 김용일;김동현;김병국
    • 대한공간정보학회지
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    • 제4권2호
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    • pp.79-90
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    • 1996
  • C/A코드용 GPS 수신기를 단독으로 사용하여 위치를 구하는 경우 수신기에서 측정되는 위성-수신기간의 의사거리에 포함된 여러 오차요소플로 인하여 계산된 위치는 매우 큰 오차를 가진다는 것이 알려져 있다. 본 논문은 측정된 의사거리에 포함된 오차요소들의 정량적인 분석에 관한 것이며, 그 중에서 오차의 가장 큰 부분을 차지하면서 현재 발생과정이 공개되지 않고 있는 고의적인 오차인 SA(selective availability)의 특성을 쉽게 확인할 수 있는 방법이 제시되었다. 실험결과 측정된 도플러 편의량과 수신기시계 편의량의 변화로부터 SA의 효과를 확인할 수 있었으며, 전자에 대해서는 2차 다항식을 그리고 후자에 대해서는 선형식을 적용함으로써 측정값과 추정값간의 차를 보정하여 SA의 영향을 어느 정도 소거할 수 있음을 보였다. SA의 특성에 대한 분석은 주기성 자기상관함수를 적용하였으며, 그 결과 1차 Gauss-Markov프로세서의 인자들이 결정되었다.

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한국의 고정밀 합성지오이드 모델 개발 (Development of High-Precision Hybrid Geoid Model in Korea)

  • 이동하;윤홍식
    • 한국측량학회:학술대회논문집
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    • 한국측량학회 2010년 춘계학술발표회 논문집
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    • pp.429-431
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    • 2010
  • The hybrid geoid model should be determined by fitting the gravimetric geoid to the geometric geoid which were presented the local vertical level. Therefore, it is necessary to find firstly the optimal scheme for improving the accuracy of gravimetric geoid in order to development the high-precision hybrid geoid model. Through finding the optimal scheme for determining the each part of gravimetric geoid, the most accurate gravimetric geoid model in Korea will be developed when the EIGEN-CG03C model to degree 360, 4-band spherical FFT and RTM reduction methods were used for determining the long, middle and short-frequency part of gravimetric geoid respectively. Finally, we developed the hybrid geoid model around Korea by correcting to gravimetric geoid with the correction term. The correction term is modelled using the difference between GPS/Levelling derived geoidal heights and gravimetric geoidal heights. The stochastic model used in the calculation of correction term is the LSC technique based on second-order Markov covariance function. 503 GPS/Levelling data were used to model the correction term. The degree of LSC fitting to the final hybrid geoid model in Korea was evaluated as 0.001m ${\pm}0.054m$.

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가정변형도 쉘요소를 이용한 보강된 쉘구조의 기하학적 비선형해석 (Geometrically Nonlinear Analysis of Stiffened Shell Structures Using the Assumed Strain Shell Element)

  • 최명수;김문영;장승필
    • 한국전산구조공학회논문집
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    • 제13권2호
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    • pp.209-220
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    • 2000
  • 보강된 판 및 쉘구조의 기하학적 비선형해석을 수행하기 위하여, total lagrangian formulation에 근거한 증분 평형방정식을 적용하고, 강도행렬 산정시 회전각의 2차항을 포함시켜 기하학적 비선형 해석시 해의 수렴성을 향상시켰으며, 보강된 쉘 구조의 해석시 보강재를 쉘 요소로 모델링하고 주부재와 보강재의 연결점에서 일반적인 변환관계를 이용하였다. 등매개 쉘 유한요소의 단점인 locking 현상을 극복하기 위하여 가정 변형률장을 적용하여 감차적분 또는 선택적분시 나타날 수 있는 제로 에너지 모드를 제거하였다. 수치해석 예제를 통하여 가정 변형률장에 근거한 쉘유한요소에 대한 효율성 및 적용성을 확인하였다.

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배터리의 잔여 수명 평가를 위한 고압 임피던스 분광장치의 개발. (Development of the High Voltage EIS Instrument for the Evaluation of the Residual Useful Life of the Batteries)

  • Farooq, Farhan;khan, Asad;Lee, Seung June;Choi, Woojin
    • 전력전자학회:학술대회논문집
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    • 전력전자학회 2019년도 추계학술대회
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    • pp.216-217
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    • 2019
  • The battery powered electric vehicle (EV) is one of most promising technologies in 21st century. Though the lithium batteries are playing an important role in the EVs, they are only applicable until their capacities reach 80%, the end of its useful first life. Yet, these batteries can live a second life such as Energy Storage Systems (ESS). In order to utilize the Residual Useful Life (RUL) of the batteries the State of Health (SOH) of them needs to be estimated by a nondestructive test such as Electrochemical Impedance Spectroscopy (EIS) technique. Though many kinds of different EIS instruments are commercially available, most of them can only test a battery module less than 10V and the price of the instrument is very high. In this paper a low-cost EIS instrument suitable for measuring the impedance spectrum of the high voltage battery module is proposed and its validity is verified through the experiments. In order to prove the accuracy of the developed EIS instrument its measured impedance spectrum is compared with the results obtained by a commercial instrument. The Chi Square value calculated between two impedance spectrum measured by both developed and commercial instruments are less than 2%, which prove the strong correlation between two results.

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