• 제목/요약/키워드: LS-method

검색결과 538건 처리시간 0.033초

Fixed size LS-SVM for multiclassification problems of large data sets

  • Hwang, Hyung-Tae
    • Journal of the Korean Data and Information Science Society
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    • 제21권3호
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    • pp.561-567
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    • 2010
  • Multiclassification is typically performed using voting scheme methods based on combining a set of binary classifications. In this paper we use multiclassification method with a hat matrix of least squares support vector machine (LS-SVM), which can be regarded as the revised one-against-all method. To tackle multiclass problems for large data, we use the $Nystr\ddot{o}m$ approximation and the quadratic Renyi entropy with estimation in the primal space such as used in xed size LS-SVM. For the selection of hyperparameters, generalized cross validation techniques are employed. Experimental results are then presented to indicate the performance of the proposed procedure.

진화 알고리즘을 이용한 진공 차단기의 쉴드 형상 최적 설계 (Optimal Design of Shield for Vacuum Interrupter using Evolution Strategy)

  • 주현우;박석원;김영근
    • 한국전기전자재료학회:학술대회논문집
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    • 한국전기전자재료학회 2010년도 하계학술대회 논문집
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    • pp.127-127
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    • 2010
  • This study describes the optimal design of shield to improve the insulation performance of vacuum interrupter(VI). Axi-symmetric finite element routine including floating boundary condition for shields was applied to analyze electric potential and field distribution in VI. A ($\mu-\lambda$) Evolution Strategy(ES) is employed as optimization method. Three design variables of shield are selected for minimizing the maximum electric field strength in VI. Finally, optimal solution for shield is obtained and compared with the result of the prototype.

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LS Prony에 의한 시간영역에서의 배경뇌파 특징추출 (The feacture extraction of Background EEG in the time domain by LS Prony Method)

  • 최갑석;황수용;유병욱;주대성
    • 대한의용생체공학회:학술대회논문집
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    • 대한의용생체공학회 1989년도 춘계학술대회
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    • pp.45-49
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    • 1989
  • In this paper the feature of background EEG is extracted by LS Prony Method for the analysis of background EEG in the time domain. From the experimential results the alpha band amplitude is the largest among bands and beta band amplitude is larger than that of the delta band and theta band. The sustained time for the alpha band, the beta band, the delta band and the theta band is 2.3461(sec), 1.8980(sec), 0.3120(sec), 0.2930(sec) respectively. Consequently the alpha band and the beta band are maintained in the whole, segment. The delta band, the theta band are existed intermittently in the segment.

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시변 페이딩 채널하에 CDMA 시스템을 위한 예측 폐루프 전력제어 (Predictive Closed-Loop Power Control for CDMA Systems in Time-Varying Fading Channels)

  • 최상호
    • 한국통신학회논문지
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    • 제30권11A호
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    • pp.1021-1026
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    • 2005
  • 본 논문에서는 시변 페이딩 채별에 적합한 멀터스텝 LS 선형예측기를 갖는 새로운 예측 CDMA 폐루프 전력 제어 방식을 제안한다. 제안된 방식은 다중 전력 제어 그룹 지연을 효과적으로 보상하여 주며 단일 스텝 예측기를 갖는 기존의 예측 CLPC 방식이나 비예측 CLPC 방식에 비하여 우수한 성능 이득을 갖는다.

NUFLEX를 이용한 다상유동의 수치해석 (NUMERICAL ANALYSIS OF MULTIPHASE FLOW BY NUFLEX)

  • 유태진;서영호;손기헌;허남건
    • 한국전산유체공학회지
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    • 제12권2호
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    • pp.21-25
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    • 2007
  • A general purpose program NUFLEX has been extended for two-phase flows with topologically complex interface and cavitation flows with liquid-vapor phase change caused by large pressure drop. In analysis of two-phase flow, the phase interfaces are tracked by employing a LS(Level Set) method. Compared with the VOF(Volume-of-Fluid) method based on a non-smooth volume-fraction function, the LS method can calculate an interfacial curvature more accurately by using a smooth distance function. Also, it is quite straightforward to implement for 3-D irregular meshes compared with the VOF method requiring much more complicated geometric calculations. Also, the cavitation process is computed by including the effects of evaporation and condensation for bubble formation and collapse as well as turbulence in flows. The volume-faction and continuity equations are adapted for cavitation models with phase change. The LS and cavitation formulation are implemented into a general purpose program for 3-D flows and verified through several test problems.

Hybrid Fuzzy Least Squares Support Vector Machine Regression for Crisp Input and Fuzzy Output

  • Shim, Joo-Yong;Seok, Kyung-Ha;Hwang, Chang-Ha
    • Communications for Statistical Applications and Methods
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    • 제17권2호
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    • pp.141-151
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    • 2010
  • Hybrid fuzzy regression analysis is used for integrating randomness and fuzziness into a regression model. Least squares support vector machine(LS-SVM) has been very successful in pattern recognition and function estimation problems for crisp data. This paper proposes a new method to evaluate hybrid fuzzy linear and nonlinear regression models with crisp inputs and fuzzy output using weighted fuzzy arithmetic(WFA) and LS-SVM. LS-SVM allows us to perform fuzzy nonlinear regression analysis by constructing a fuzzy linear regression function in a high dimensional feature space. The proposed method is not computationally expensive since its solution is obtained from a simple linear equation system. In particular, this method is a very attractive approach to modeling nonlinear data, and is nonparametric method in the sense that we do not have to assume the underlying model function for fuzzy nonlinear regression model with crisp inputs and fuzzy output. Experimental results are then presented which indicate the performance of this method.

토털최소제곱법과 최소제곱법의 비교연구 (A Comparison Study on Total Least Squares and Least Squares)

  • 이임평;최윤수;권재현
    • 한국측량학회:학술대회논문집
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    • 한국측량학회 2003년도 추계학술발표회 논문집
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    • pp.15-19
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    • 2003
  • The Total Least Squares (TLS) method is introduced in comparison with the conventional Least Squares (LS) method. The principles and mathematical models for both methods are summarized and the comparison results from their applications to a simple geometric example, fitting a straight line to a set of 2D points are presented. As conceptually reasoned, the results clearly indicate that LS is more susceptible of producing wrong parameters with worse precision rather than TLS. For many applications in surveying, can adjustment computation and parameter estimation based on TLS provide better results.

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Efficient Estimation of the Parameters of the Pareto Distribution in the Presence of Outliers

  • Dixit, U.J.;Jabbari Nooghabi, M.
    • Communications for Statistical Applications and Methods
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    • 제18권6호
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    • pp.817-835
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    • 2011
  • The moment(MM) and least squares(LS) estimations of the parameters are derived for the Pareto distribution in the presence of outliers. Further, we have derived a mixture method(MIX) of estimations with MM and LS that shows that the MIX is more efficient. In the final section we have given an example of actual data from a medical insurance company.

LS-DYNA를 이용한 금속 및 암석 재료의 파괴인성시험 모델링 (Modeling of Fracture Toughness Test Procedures for Metal and Rock Materials using LS-DYNA)

  • 최병희;류창하
    • 화약ㆍ발파
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    • 제35권1호
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    • pp.27-33
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    • 2017
  • 본 연구에서는 상용 해석코드인 LS-DYNA 상에서 선택된 금속과 암석을 대상으로 파괴인성시험 과정을 모델링하였다. 이 시험은 각봉의 3점 휨 시험을 토대로 한 것이다. 이 시험을 수행하는 데에는 비교적 긴 시간이 소요되므로 해석과정에서는 Newmark 법을 사용하는 묵시적 해석법을 채택하였다. 본 해석을 통해 얻은 응력확대계수의 값은 금속과 암석의 경우에 각기 $73MPa.m^{0.5}$$0.3MPa.m^{0.5}$이었다. 암석 재료모델의 파괴인성 값이 이렇게 작게 나타난 것은 작성된 재료모델이 암석의 특징적인 성질인 취성을 잘 표현하고 있다는 의미이다.

복합형 초전도 한류기의 한류특성에 따른 계통 적용성 검토 (Investigation of Network Application of the Hybrid SFCLs)

  • 최원준;심정욱;박권배;김영근;오일성;현옥배
    • 대한전기학회:학술대회논문집
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    • 대한전기학회 2008년도 추계학술대회 논문집 전기기기 및 에너지변환시스템부문
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    • pp.223-225
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    • 2008
  • In order to apply SFCLs into electric power systems, the urgent issues to be settled are as follows, such as initial installation price, operation and maintenance cost due to ac loss of superconductor and the life of cryostat, and high voltage and high current problems. We designed novel hybrid SFCLs which combine superconductor and conventional electric equipments including a vacuum interrupter, an electro-magnetic contactor and a current limiting reactor. The main purpose of the hybrid SFCL is to drastically reduce total usage of superconductor by adopting current commutation method by use of the superconductor and the fast switch. According to protective coordination and performance, we investigated two concepts of Hybrid SFCLs. First is a half cycle fault current limitation type and second is a non-half cycle fault current limitation type. We concluded that the non-half cycle fault current limitation type is batter than the other.

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