• Title/Summary/Keyword: 밀도분포법

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Supervised Rank Normalization for Support Vector Machines (SVM을 위한 교사 랭크 정규화)

  • Lee, Soojong;Heo, Gyeongyong
    • Journal of the Korea Society of Computer and Information
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    • v.18 no.11
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    • pp.31-38
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    • 2013
  • Feature normalization as a pre-processing step has been widely used in classification problems to reduce the effect of different scale in each feature dimension and error as a result. Most of the existing methods, however, assume some distribution function on feature distribution. Even worse, existing methods do not use the labels of data points and, as a result, do not guarantee the optimality of the normalization results in classification. In this paper, proposed is a supervised rank normalization which combines rank normalization and a supervised learning technique. The proposed method does not assume any feature distribution like rank normalization and uses class labels of nearest neighbors in classification to reduce error. SVM, in particular, tries to draw a decision boundary in the middle of class overlapping zone, the reduction of data density in that area helps SVM to find a decision boundary reducing generalized error. All the things mentioned above can be verified through experimental results.

Comparative Studies of Topology Optimization Using Continuous Approximation of Material Distribution (재료분포의 연속적인 근사를 이용한 위상최적설계 방법의 비교 연구)

  • Lim, Young-Seok;Yoo, Jeong-Hoon;Terada, Kenjiro;Nishiwaki, Shin-Ji;Min, Seung-Jae
    • Transactions of the Korean Society of Mechanical Engineers A
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    • v.30 no.2 s.245
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    • pp.164-170
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    • 2006
  • To prevent the numerical instabilities in topology optimization, continuous approximation of material distribution (CAMD) is proposed to the homogenization design method (HDM) and the simple isotropic material with penalization (SIMP) method. The continuous FE approximation of design variables including high order elements is applied to the formulation of SIMP method. Numerical examples are presented to compare the efficiency of CAMD both in HDM and SIMP.

Structural Design of Piezoelectric Actuator Considering Polarization Direction and Continuous Approximation of Material Distribution (분극방향과 재료분포의 연속적 근사방법을 고려한 압전형 액추에이터의 구조설계)

  • Lim, Young-Seok;Yoo, Jeong-Hoon;Min, Seung-Jae
    • Transactions of the Korean Society of Mechanical Engineers A
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    • v.30 no.9 s.252
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    • pp.1102-1109
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    • 2006
  • In this paper, the polarization of piezoelectric materials is considered to improve actuation since the piezoelectric polarization has influences on the performance of the actuator. The topology design of compliant mechanism can be formulated as an optimization problem of material distribution in a fixed design domain and continuous approximation of material distribution (CAMD) method has demonstrated its effectiveness to prevent the numerical instabilities in topology optimization. The optimization problem is formulated to maximize the mean transduction ratio subject to the total volume constraints and solved using a sequential linear programming algorithm. The effect of CAMD and the performance improvement of actuator are confirmed through Moonie actuator and PZT suspension design.

Cancellation of MRI Artifact (MRI 아티펙트의 제거)

  • Kim, Eung-Kyeu
    • Proceedings of the KIEE Conference
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    • 1999.07g
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    • pp.2818-2820
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    • 1999
  • MRI 촬상증의 체동에 의해 화상위에 나타나는 아티팩트를 제거하는 알고리즘으로서, 종래의 발견적인 측차근사 반복법에 의한 제거방법과는 달리, MRI 촬상과정의 해석에 근거해서 도출된 MRI 본래의 성분과 체동성분을 분리하는 구속조건을 이용하는 알고리즘을 제안한다. 이때의 체둥은 위상엔코딩 축인 Y 방향의 체동만을 고려하며, 그 체동의 영향은 MRI 신호의 위상변동으로 나타난다. 일반적으로 위상에는 화상자신의 위상성분과 체동성분이 흔합되어 있지만, 두뇌부위 등의 양단부위에 접하는 Y 방향의 한 라인의 밀도분포는 근사적인 대칭으로 간주할 수 있다. 이 한 라인의 위상스펙트럼, 즉, 화상자신의 성분은 직류성분만으로 구성되며, 체동성분은 일반적으로 모든 주파수에 분포한다. 이러한 구속조건에 기초한 근거가 명확한 아티팩트의 제거방법을 정식화 하며 시뮬레이션에 의해 본 알고리즘의 유효성을 확인한다.

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Modeling of Degenerate Quantum Well Devices Including Pauli Exclusion Principle

  • Lee, Eun-Ju
    • Journal of the Institute of Electronics Engineers of Korea SD
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    • v.39 no.2
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    • pp.14-26
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    • 2002
  • A new model for degenerate semiconductor quantum well devices was developed. In this model, the multi-subband Boltzmann transport equation was formulated by applying the Pauli exclusion principle and coupled to the Schrodinger and Poisson equations. For the solution of the resulted nonlinear system, the finite difference method and the Newton-Raphson method was used and carrier energy distribution function was obtained for each subband. The model was applied to a Si MOSFET inversion layer. The results of the simulation showed the changes of the distribution function from Boltzmann like to Fermi-Dirac like depending on the electron density in the quantum well, which presents the appropriateness of this modeling, the effectiveness of the solution method, and the importance of the Pauli -exclusion principle according to the reduced size of semiconductor devices.

Survey for Plant Parasitic Nematodes in Mulberry Fields (뽕밭의 식물기생선충 종류 및 분포조사)

  • Baek, Hyeon-Jun;Han, Sang-Chan;Kim, Yeong-Taek
    • Journal of Sericultural and Entomological Science
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    • v.29 no.1
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    • pp.48-52
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    • 1987
  • The fauna and the distribution of plant parasitic namatodes were investigated by smapling about five hundred grams of soil around roots of mulberry trees from 929 mulberry fields in Korea. Of fourteen genera detected on mulberry fields, Paratylenchus aciculus, P. projectus, P. morius, Helicotylenchus dihystera, Meloidogyne arenaria were found to be parasitic to mulberry. Among them Paratylenchus species were the most abundant in mulberry fields, but Tylenchorhynchus sp., Aphelenchus sp., Helicotylenchus sp., and Meloidogyne sp. were also observed in high frequency. Meloidogyne species were observed in high frequency in Jeonbuk, Gyeonggi and Jeonnam, Helicotylenchus sp., in Gyeongnam and Gyeonggi, Xiphinema sp., in Jeonbuk and Jeonnam, and Paratylenchus sp., in Gyeonggi, Gyeongbuk, Gyeongnam, and Jeonnam. The growth of mulberry was poor as the increase of density of Paratylenchus sp.

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A Study on the Characteristic of Twisted Nematic Liquid Crystal Cell by Three Dimensional Finite Element Method (3차원 유한요소법을 이용한 TN 모드 액정 셀 특성 분석 연구)

  • 정주식;윤상호;이철수;윤석인;원태영
    • Journal of the Institute of Electronics Engineers of Korea SD
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    • v.39 no.12
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    • pp.1071-1079
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    • 2002
  • This paper reports a methodology and application lot calculating distribution of the director in a liquid crystal cell by a numerical technique. To calculate distribution of the director, we applied a three dimensional finite element method (FEM) and calculated the distributions of electric potential and director in the liquid crystal cell. We have considered the free-energy density in the bulk of liquid crystal cell and calculated the switching property by the Ericksen-Leslie equation and the Laplace equation. We have calculated the optical transmission with distribution of the director by Berreman's method and confirmed the threshold voltage and the response time.

Estimation of Probability Precipitation by Regional Frequency Analysis using Cluster analysis and Variable Kernel Density Function (군집분석과 변동핵밀도함수를 이용한 지역빈도해석의 확률강우량 산정)

  • Oh, Tae Suk;Moon, Young-Il;Oh, Keun-Taek
    • KSCE Journal of Civil and Environmental Engineering Research
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    • v.28 no.2B
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    • pp.225-236
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    • 2008
  • The techniques to calculate the probability precipitation for the design of hydrological projects can be determined by the point frequency analysis and the regional frequency analysis. Probability precipitation usually calculated by point frequency analysis using rainfall data that is observed in rainfall observatory which is situated in the basin. Therefore, Probability precipitation through point frequency analysis need observed rainfall data for enough periods. But, lacking precipitation data can be calculated to wrong parameters. Consequently, the regional frequency analysis can supplement the lacking precipitation data. Therefore, the regional frequency analysis has weaknesses compared to point frequency analysis because of suppositions about probability distributions. In this paper, rainfall observatory in Korea did grouping by cluster analysis using position of timely precipitation observatory and characteristic time rainfall. Discordancy and heterogeneity measures verified the grouping precipitation observatory by the cluster analysis. So, there divided rainfall observatory in Korea to 6 areas, and the regional frequency analysis applies index-flood techniques and L-moment techniques. Also, the probability precipitation was calculated by the regional frequency analysis using variable kernel density function. At the results, the regional frequency analysis of the variable kernel function can utilize for decision difficulty of suitable probability distribution in other methods.

A Study on the Characteristics of the Radio-Frequency Induction Discharge Plasma (고주파 유도방전 플라즈마 특성에 관한 연구)

  • 박원주
    • Journal of the Korean Institute of Illuminating and Electrical Installation Engineers
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    • v.13 no.3
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    • pp.34-39
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    • 1999
  • Electron temperature and electron density were rreasured in a radio-frequency inductively coupled plasma (RFICP) using a Langmuir probe method. Measurerrent was conducted in an argon discharge for pressures from 10 mTorr to 40 mTorr and input rf rnwer from 100 W to 600 W. Spatial distribution electroo temperature and electron density were rreasured for discharge with satre aspect ratio (R/L=2). Electron temperature and electron density were discovered depending on both pressure and power. Electron density was increased with iocreasing input power, but saturated at 450 W. Electron density was iocreased with iocreasing pressure. Radial distribution of the electron density was peaked at the rnsition which was a little rmved from center toward quartz window. Normal distribution of the electron density was peaked in the center between quartz plate and substrate. The above results could contribute to understand the Mechanism of Radio-Frequency Inductively Discharge Plasma.Plasma.

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Recursive Estimation of Euclidean Distance between Probabilities based on A Set of Random Symbols (랜덤 심볼열에 기반한 확률분포의 반복적 유클리드 거리 추정법)

  • Kim, Namyong
    • Journal of Internet Computing and Services
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    • v.15 no.4
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    • pp.119-124
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    • 2014
  • Blind adaptive systems based on the Euclidean distance (ED) between the distribution function of the output samples and that of a set of random symbols generated at the receiver matching with the distribution function of the transmitted symbol points estimate the ED at each iteration time to examine its convergence state or its minimum ED value. The problem is that this ED estimation obtained by block?data processing requires a heavy calculation burden. In this paper, a recursive ED estimation method is proposed that reduces the computational complexity by way of utilizing the relationship between the current and previous states of the datablock. The relationship provides a ground that the currently estimated ED value can be used for the estimation of the next ED without the need for processing the whole new data block. From the simulation results the proposed recursive ED estimation shows the same estimation values as that of the conventional method, and in the aspect of computational burden, the proposed method requires only O(N) at each iteration time while the conventional block?processing method does $O(N^2)$.