• 제목/요약/키워드: Unit Vector

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머신러닝 알고리즘 기반 반도체 자동화를 위한 이송로봇 고장진단에 대한 연구 (A Study on the Failure Diagnosis of Transfer Robot for Semiconductor Automation Based on Machine Learning Algorithm)

  • 김미진;고광인;구교문;심재홍;김기현
    • 반도체디스플레이기술학회지
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    • 제21권4호
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    • pp.65-70
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    • 2022
  • In manufacturing and semiconductor industries, transfer robots increase productivity through accurate and continuous work. Due to the nature of the semiconductor process, there are environments where humans cannot intervene to maintain internal temperature and humidity in a clean room. So, transport robots take responsibility over humans. In such an environment where the manpower of the process is cutting down, the lack of maintenance and management technology of the machine may adversely affect the production, and that's why it is necessary to develop a technology for the machine failure diagnosis system. Therefore, this paper tries to identify various causes of failure of transport robots that are widely used in semiconductor automation, and the Prognostics and Health Management (PHM) method is considered for determining and predicting the process of failures. The robot mainly fails in the driving unit due to long-term repetitive motion, and the core components of the driving unit are motors and gear reducer. A simulation drive unit was manufactured and tested around this component and then applied to 6-axis vertical multi-joint robots used in actual industrial sites. Vibration data was collected for each cause of failure of the robot, and then the collected data was processed through signal processing and frequency analysis. The processed data can determine the fault of the robot by utilizing machine learning algorithms such as SVM (Support Vector Machine) and KNN (K-Nearest Neighbor). As a result, the PHM environment was built based on machine learning algorithms using SVM and KNN, confirming that failure prediction was partially possible.

웨이퍼 정렬을 위한 움직임 벡터 기반의 오버레이 계측 알고리즘 (Motion Vector Based Overlay Metrology Algorithm for Wafer Alignment)

  • 이현철;우호성
    • 정보처리학회논문지:소프트웨어 및 데이터공학
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    • 제12권3호
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    • pp.141-148
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    • 2023
  • 반도체 제품의 높은 수율을 달성하기 위해서는 정확한 오버레이 계측이 필수적이다. 오버레이 계측 성능은 오버레이 타깃 설계와 측정 방법에 많은 영향을 받는다. 따라서 오버레이 타깃은 성능 개선을 위해 다양한 타깃에 적용할 수 있는 측정 방법들이 요구된다. 본 연구는 이미지 기반의 오버레이를 측정할 수 있는 새로운 알고리즘을 제안한다. 제안하는 측정 알고리즘은 움직임 벡터를 이용하는 방법으로 서브 픽셀 단위의 위치를 추정할 수 있다. 움직임 벡터는 선택된 영역의 픽셀들을 이용하여 다항식 전개를 통해 2차 방정식의 모델을 생성한다. 그 후 모델을 이용하여 서브픽셀 단위의 위치를 추정할 수 있다. 움직임 벡터를 활용한 측정방법은 X축, Y축의 적층 오류를 각각 계산하는 기존 상관계수 기반의 측정방법과는 달리 한 번에 모든 방향의 적층 오류를 계산할 수 있다. 따라서 X축과 Y축의 관계를 반영하여 보다 정확한 오버레이 측정이 가능하다. 하지만 기존 상관계수 기반의 알고리즘보다 계산량이 증가하기 때문에 더 많은 연산시간이 사용될 수 있다. 본 연구에서는 기존 방법보다 개선된 알고리즘을 제시하는 것이 아닌 새로운 측정 방법의 방향을 제안하는 것에 목적을 두고 있다. 실험 결과를 통해 기존 방법과 유사한 정밀도의 측정 결과를 얻을 수 있음을 확인하였다.

THE FIRST EIGENVALUE ESTIMATE ON A COMPACT RIEMANNIAN MANIFOLD

  • Kim, Bang-Ok
    • 대한수학회보
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    • 제30권2호
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    • pp.229-238
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    • 1993
  • Let M be an n-dimensional compact Riemannian manifold with boundary .part.M. We consider the Neumann eigenvalue problem on M of the equation (Fig.) where .upsilon. is the unit outward normal vector to the boundary .part.M. due to the importance of Poincare inequality for analysis on manifolds, one wishes to obtain the lower bound of the first non-zero eigenvalue .eta.$_{1}$ of (1.1). For the purpose of applications, it is important to relax the dependency of the lower bound on the geometric quantities. For general compact manifolds with convex boundary, Li-Yau [3] obtained the lower bound of .eta.$_{1}$. Recently, Roger Chen [1] investigated the lower bound of the first Neumann eigenvalue .eta.$_{1}$ on compact manifold M with nonconvex boundary. We investigate the lower bound .eta.$_{1}$ with the same conditions as those of Roger chen. But, using the different auxiliary function, we have the following theorem.

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이산요소법을 이용한 보행류 해석 프로그램 개발 (Development of an Analysis Program for Pedestrian Flow based on the Discrete Element Method)

  • 남성원;권혁빈
    • 대한기계학회:학술대회논문집
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    • 대한기계학회 2007년도 춘계학술대회B
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    • pp.3197-3202
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    • 2007
  • An analysis program for pedestrian flow has been developed to investigate the flow patterns of passenger in railway stations. Analysis algorithms for pedestrian flow based on DEM(Discrete Element Method) are newly developed. There are lots of similarity between particle-laden two phase flow and passenger flow. The velocity component of 1st phase corresponds to the unit vector of calculation cell, each particle to passenger, volume fraction to population density and the particle velocity to the walking velocity, etc. And, the walking velocity of passenger is also represented by the function of population density. Key algorithms are developed to determine the position of passenger, population density and numbering to each passenger. By using the developed program, we compared the simulation results of the effects of the location and size of exit and elapsed time.

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Real Hypersurfaces in the Complex Hyperbolic Quadric with Killing Shape Operator

  • Jeong, Imsoon;Suh, Young Jin
    • Kyungpook Mathematical Journal
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    • 제57권4호
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    • pp.683-699
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    • 2017
  • We introduce the notion of Killing shape operator for real hypersurfaces in the complex hyperbolic quadric $Q^{m*}=SO_{m,2}/SO_mSO_2$. The Killing shape operator implies that the unit normal vector field N becomes A-principal or A-isotropic. Then according to each case, we give a complete classification of real hypersurfaces in $Q^{m*}=SO_{m,2}/SO_mSO_2$ with Killing shape operator.

Estimation of Seasonal Cointegration under Conditional Heteroskedasticity

  • Seong, Byeongchan
    • Communications for Statistical Applications and Methods
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    • 제22권6호
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    • pp.615-624
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    • 2015
  • We consider the estimation of seasonal cointegration in the presence of conditional heteroskedasticity (CH) using a feasible generalized least squares method. We capture cointegrating relationships and time-varying volatility for long-run and short-run dynamics in the same model. This procedure can be easily implemented using common methods such as ordinary least squares and generalized least squares. The maximum likelihood (ML) estimation method is computationally difficult and may not be feasible for larger models. The simulation results indicate that the proposed method is superior to the ML method when CH exists. In order to illustrate the proposed method, an empirical example is presented to model a seasonally cointegrated times series under CH.

간섭신호 환경에서 교대 주빔 제거 알고리듬을 위한 반복 기법 (An Iterative Approach for Alternate Mainbeam Nulling Algorithm in Coherent Environment)

  • 장병건;전창대
    • 한국전자파학회:학술대회논문집
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    • 한국전자파학회 2005년도 종합학술발표회 논문집 Vol.15 No.1
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    • pp.153-156
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    • 2005
  • This paper concerns an efficient iterative approach for eliminating coherent interference signals in linearly constrained adaptive arrays. The Alternate Mainbeam Nulling Algorithm[1] is implemented iteratively to find an optimum weight vector. The convergence parameters in the unit gain and null constraints are calculated using steepest descent method with gradient estimation. The nulling performance of the proposed method is compared with that of conventional ones. It is shown that the proposed method performs better than conventional ones when the power of the coherent signals is large compared with a desired signal. Also, it performs consistently well for more number of interferences.

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지적측량업무 영향요인 분석을 통한 수요예측모형 연구 (A Study on Demanding forecasting Model of a Cadastral Surveying Operation by analyzing its primary factors)

  • 송명숙
    • 한국경영과학회:학술대회논문집
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    • 한국경영과학회 2007년도 추계학술대회 및 정기총회
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    • pp.477-481
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    • 2007
  • The purpose of this study is to provide the ideal forecasting model of cadastral survey work load through the Economeatric Analysis of Time Series, Granger Causality and VAR Model Analysis, it suggested the forecasting reference materials for the total amount of cadastral survey general work load. The main result is that the derive of the environment variables which affect cadastral survey general work load and the outcome of VAR(vector auto regression) analysis materials(impulse response function and forecast error variance decomposition analysis materials), which explain the change of general work load depending on altering the environment variables. And also, For confirming the stability of time series data, we took a unit root test, ADF(Augmented Dickey-Fuller) analysis and the time series model analysis derives the best cadastral forecasting model regarding on general cadastral survey work load. And also, it showed up the various standards that are applied the statistical method of econometric analysis so it enhanced the prior aggregate system of cadastral survey work load forecasting.

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TWIN RESONANT 방식을 이용한 고주파 공진형 유도가열 전원장치 (Power Supply for Induction Heating using High Frequency Twin Resonant Inverter)

  • 권순걸;박길태;김요희;조기연;유동욱
    • 대한전기학회:학술대회논문집
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    • 대한전기학회 1992년도 하계학술대회 논문집 B
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    • pp.1108-1113
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    • 1992
  • In this paper, the high frequency twin resonant inverter using MOSFET is presented. The output control is excellent and the EMI noise is reduced, because the output appear as the vector sum of current in each unit inverter. The output voltage and the output current of the inverter are controlled by PLL. In this paper, the principle of the twin resonant method is described. And computer simulations and experimental results are shown.

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Corynebacterium lactofermentum에서 Bacillus subtilis의 Mannanase 유전자 발현 (Expression of a Bacillus subtilis Mannanase Gene in Corynebacterium lactofementum)

  • 윤기홍
    • 한국미생물·생명공학회지
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    • 제37권4호
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    • pp.405-407
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    • 2009
  • A Bacillus subtilis mannanase gene was subcloned into an Escherichia coli- Corynebacterium lactofermentum shuttle vector pHE83, and the resultant plasmid pHE83M was transferred into an endogenous plasmid-free strain of C. lactofermentum. Mannanase produced by the recombinant C. lactofermentum (pHE83M) was secreted extracellulary at the level of 86%, and the remaining activity of mannanase was detected in the cell-free extract. The maximum mannanase productivity of the recombinant strain reached 8.1 unit/mL in the culture filtrate of LB medium. According to the zymogram of mannanase on SDS-PAGE, it was found that the mannanase produced by the recombinant C. lactofermentum could be maintained stably with a migration identical to the mannanase produced by the parental strain, B. subtilis WL-3.