• 제목/요약/키워드: Monte carlo analysis

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Monte Carlo 수치해석법을 이용한 PMMA resist에서의 저 에너지 전자빔 투과 깊이에 관한 연구 (Research on the penetration depth of low-energy electron beam in the PMMA-resist film using Monte Carlo numerical analysis)

  • 안승준;안성준;김호섭
    • 한국산학기술학회논문지
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    • 제8권4호
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    • pp.743-747
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    • 2007
  • 반도체 소자 제작에 있어서 회로의 pattern 형성에 이용하는 차세대 lithography 공정 기술을 위해서 전자빔 lithography 공정 기술 연구가 진행되고 있다. 본 연구에서는 Gauss 해석법과 Monte Carlo의 수치해석법을 사용하여 두께 100 nm의 PMMA (poly-methyl-methacrylate) resist에 전자 $1{\times}10^4$를 입사시키고, 입사 전자빔 에너지에 따른 PMMA 내에서의 투과 깊이를 비교하였다. 전자빔 에너지의 크기는 100eV, 300eV, 500eV, 700eV, 그리고 1000eV에 대하여 simulation을 실시하였다.

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Monte Carlo 법을 이용한 플라즈마 내의 이온 운동 해석 (alysis of ion motion in fusion plasma by Monte Carlo Simulation)

  • 이홍식;황기웅
    • 대한전기학회:학술대회논문집
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    • 대한전기학회 1989년도 하계종합학술대회 논문집
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    • pp.447-450
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    • 1989
  • Single particle orbit in plasma is obtained by drift Hamiltonian formulation in magnetic coordinate. The collisional effect is implied by Monte Carlo Method and the velocity space diffusion, energy transfer to the back ground plasma and the variation of energy distribution of test particles are investigated from many particles analysis.

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PERFORMANCE EVALUATION OF INFORMATION CRITERIA FOR THE NAIVE-BAYES MODEL IN THE CASE OF LATENT CLASS ANALYSIS: A MONTE CARLO STUDY

  • Dias, Jose G.
    • Journal of the Korean Statistical Society
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    • 제36권3호
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    • pp.435-445
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    • 2007
  • This paper addresses for the first time the use of complete data information criteria in unsupervised learning of the Naive-Bayes model. A Monte Carlo study sets a large experimental design to assess these criteria, unusual in the Bayesian network literature. The simulation results show that complete data information criteria underperforms the Bayesian information criterion (BIC) for these Bayesian networks.

몬테칼로 시뮬레이션을 이용한 비선형회귀추정량들의 비교 분석 (The Comparison Analysis of an Estimators of Nonlinear Regression Model using Monte Carlo Simulation)

  • 김태수;이영해
    • 한국시뮬레이션학회논문지
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    • 제9권3호
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    • pp.43-51
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    • 2000
  • In regression model, we estimate the unknown parameters by using various methods. There are the least squares method which is the most general, the least absolute deviation method, the regression quantile method and the asymmetric least squares method. In this paper, we will compare each others with two cases: firstly the theoretical comparison in the asymptotic sense and then the practical comparison using Monte Carlo simulation for a small sample size.

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Enhanced-Precision LHSMC of Electrical Circuit Considering Low Discrepancy

  • Park, Eun-Suk;Oh, Deok-Keun;Kim, Ju-Ho
    • JSTS:Journal of Semiconductor Technology and Science
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    • 제15권1호
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    • pp.101-113
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    • 2015
  • The Monte-Carlo (MC) technique is very efficient solution for statistical problem. Various MC methods can easily be applied to statistical circuit performance analysis. Recently, as the number of process parameters and their impact, has increasingly affected circuit performance, a sufficient sample size is required in order to consider high dimensionality, profound nonlinearity, and stringent accuracy requirements. Also, it is important to identify the performance of circuit as soon as possible. In this paper, Fast MC method is proposed for efficient analysis of circuit performance. The proposed method analyzes performance using enhanced-precision Latin Hypercube Sampling Monte Carlo (LHSMC). To increase the accuracy of the analysis, we calculate the effective dimension for the low discrepancy value on critical parameters. This will guarantee a robust input vector for the critical parameters. Using a 90nm process parameter and OP-AMP, we verified the accuracy and reliability of the proposed method in comparison with the standard MC, LHS and Quasi Monte Carlo (QMC).

재료품 품질의 변동이 필터 공기희석율 변동에 미치는 영향 (The Effects of Cigarette Component Variability on Filter Ventilation Variability by Monte Carlo Analysis.)

  • 김정열;김종열;신창호;정한주
    • 한국연초학회지
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    • 제22권2호
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    • pp.151-156
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    • 2000
  • The variability of a ventilated filter cigarette depends on the details of its construction and on the variabilities of its components. Variations in filter ventilation arise from many sources, including variations in tobacco rod pressure drop, filter tip pressure drop, tipping paper permeability, and plugwrap permeability. To reduce the filter ventilation variability, the variability of filter ventilation levels in ventilated cigarettes is studied by Monte Carlo Analysis. For each trials a value is selected for tobacco rod pressure drop, filter tip pressure drop, tipping paper permeability, and plugwrap permeability. These values are selected randomly from a normal distribution based on the target and coefficient of variation for each input variable. The results of this analysis for filter ventilation variation suggest that the variations of filter ventilation are dependent on the details of cigarette designs studied and reducing the variability of any cigarette component will reduce filter ventilation variability. For typical cigarettes, variation in the permeability of tipping paper is usually the most significant contributor to filter ventilation variability. Results of a Monte Carlo Analysis could provide both general insights and specific practical guidance about the design of ventilated filter cigarettes.

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확률 모델을 이용한 미사일 경고 레이다의 효과도 분석 (The Effect Analysis of Missile Warning Radar Using Probability Model)

  • 박규철;홍성용
    • 한국전자파학회논문지
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    • 제20권6호
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    • pp.544-550
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    • 2009
  • 미사일 경고 레이다의 위협 판단 성능을 분석하기 위해서는 과대응률/미대응률 측면에서 얼마나 효과적으로 위협을 판단하는지를 분석해야 한다. 이러한 효과도 분석을 위해 Monte-Carlo 기법을 이용하여 시뮬레이션을 수행해 왔으나 시뮬레이션 수행 시간이 많이 걸리는 단점이 있었다. 본 논문에서는 단점을 보완하기 위해 확률 모델을 이용한 효과도 분석 기법을 제안하였다. 확률 모델을 설정하는 방법과 실제 시뮬레이션을 통해 전차에 장착한 레이다의 효과도를 분석한 결과를 보인다. 또한, Monte-Carlo 기법과 제안하는 확률 모델 이용 기법에 대한 시뮬레이션 수행 시간의 비교 결과를 제시하고자 한다.

Monte-carlo 방법과 일반화된 ramo-shockley 정리를 통한 FET 열잡음 이론의 검증 (Investigation of the existing thermal noise theories for field-effect transistors using the monte-carlo method and the generalized ramo-shockley theorem)

  • 모경구;민홍식;박영준
    • 전자공학회논문지A
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    • 제33A권10호
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    • pp.107-114
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    • 1996
  • Monte carlo method is especially a useful method for the analysis of thermal noise of semiconductor devices since the time dependence of microscopic details is simulated directly. Recently, a mthod for the calculation of the instantaneous currents of 2-dimensional devices, which is numerically more accurate than the conventional method, has been proposed using the generalized ramo-shockley theorem. Using this mehtod we investage the validity of the existing thermal noise theories of field-effect transistors. First, the 1-dimensional analysis of thermal noise theories of field-effect transistors. First, the 1-dimensional analysis of thermal noise theories of field-effect transistors. First, the 1-dimensional analysis of thermal noise using ramo-shockley theorem is shown to be applicable to 2 dimensional devices if the frequency of interest is low enough. The correlation between electrons in different regions of th echannel is shown not to be negligible. And we also obtian the spatial map of the noise in the channel region. By doing so, we show that the steady state nyquist theorem is the correct theory rather than the theory by van der ziel et.al.

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반응 표면 및 Monte Carlo 방법을 이용한 통계적 열여유도 분석 방법 (A Procedure for Statistical Thermal Margin Analysis Using Response Surface Method and Monte Carlo Technique)

  • Hyun Koon Kim;Young Whan Lee;Tae Woon Kim;Soon Heung Chang
    • Nuclear Engineering and Technology
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    • 제18권1호
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    • pp.38-47
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    • 1986
  • 경수로심의 열 여유도를 분석하기 위하여 반응표면 및 Monte Carlo 방법을 이용하는 통계적 분석 방법이 제시되었다. 통계적인 열 여유도 분석 방법은 입력변수들의 불확실도를 확률론적으로 처리함으로써 열 여유도의 최적 평가를 수행한다. 이 방법은 원자력 1호기 정상상태의 원자로심 분석에 응용되었으며 또한 종래의 결정론적 방법 및 웨스팅하우스의 개선된 열설계 방법과도 비교되었다. 본 연구를 통하여 반응표면 분석 방법은 통계적인 열 여유도 분석에 유용함을 알 수 있었으며, 이 방법을 통한 열 여유도의 증가도 확인되었다.

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