• 제목/요약/키워드: first eigenvalue

검색결과 259건 처리시간 0.029초

PCA에 의한 도서분류에 관한 연구(II) (A Study on the Classification of Islands by PCA(II))

  • 이강우;남수현
    • 수산경영론집
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    • 제15권1호
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    • pp.58-80
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    • 1984
  • The classification of islands is prerequisite for establishing a development policy to vitalize many-sided function of islands. We try to classify the 440 inhabited islands which exist in Jeon-Nam area and Kyong-Nam area by means of PCA. PCA begins with making correlation matrix of orignal variables. From this matrix we can comprehend the rough relationships between two variables. Next, we look for the eigenvalues which are roots of characteristic equation of correlation matrix. The number of eigenvalues is equal to that of original variables. We choose the largest eigenvalue λ$_1$among them and then look for the eigenvector of correlation matrix corresponding to the largest eigenvalue. Linear combination of eigenvector obtained above and original variables is namely first Principal Component (PC). Using an eigenvalue criterion(λ$\geq$ 1), we choose 3 PCs in Jeon-Nam area and 2 PCs in Kyong-Nam area. But we decide to consider only two PCs in both areas to faciliate a comparative analysis. Now, loss of information is 31.7% in Jeon-Nam area and 26.64% in Kyong-Nam area. PCs extracted by preceding procedure have characteristics as follows. The first PC relates to aggregate size of islands in case of both areas. The second PC relates to income per household, factors of agricultural production and factors of fisheries production in Jeon-Nam area, but in Kyong-Nam area it means distance from island and income per household. A classification of islands can be attained by plotting component scores of each island in graph used two PCs as axes and grouping similiar islands. 6 groups are formed in Jeon-Nam area and 5 groups in Kyong-Nam area. The result of this study in kyong-Nam area accords with prior result of study.

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전력계통의 미소신호안정도에 미치는 제어기의 영향에 관한 연구 (A Study on the Effect of Controllers in Small Signal Stability of Power Systems)

  • 권세혁;김덕영
    • 에너지공학
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    • 제5권1호
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    • pp.72-79
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    • 1996
  • 본 논문은 전력계통의 안정도에 미치는 제어장치들의 영향과 안정도 개선에 대해 연구하였다. 제어장치로는 여자기와 전력계통안정기(PSS) 그리고 무효전력보상기(SVC)를 일기무한모선계통에 설치하고, 이때의 상태행렬의 구조를 제시하였다. 상태행렬의 구조식과 고유치, 고유벡터로부터 제동이 불량한 고유치에 대한 감도계수를 구하여 각 제어기별로 중요진동모드에 대한 영향을 수치적으로 나타내었다. 또한 계통의 운용조건을 달리하여 계통변화에 따라 제어장치들이 안정도에 미치는 영향을 관찰하였다. 계통의 안정도를 개선시키기 위해서 제어기정수의 일차고유치감도계수를 선형계획법인 심플렉스법에 적용하여 제어기정수의 최적화를 수행하였다 이때 일차고유치감도계수만으로 최적화를 하는데 따른 문제점을 해결하기 위해 각 제어기정수의 변화폭을 좁게 설정하고, 각 반복계산마다 전단계에서 구한 최적 정수값을 제어기정수의 변화범위를 달리하여 다시 최적화하는 방법을 사용하였다.

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Free vibration of a rectangular plate with an attached three-degree-of-freedom spring-mass system

  • Febbo, M.;Bambill, D.V.;Rossi, R.E.
    • Structural Engineering and Mechanics
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    • 제40권5호
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    • pp.637-654
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    • 2011
  • The present paper studies the variation of the natural frequencies and mode shapes of rectangular plates carrying a three degree-of-freedom spring-mass system (subsystem), when the subsystem changes (stiffness, mass, moment of inertia, location). An analytical approach based on Lagrange multipliers as well as a finite element formulation are employed and compared. Numerically reliable results are presented for the first time, illustrating the convenience of using the present analytical method which requires only the solution of a linear eigenvalue problem. Results obtained through the variation of the mass, stiffness and moment of inertia of the 3-DOF system can be understood under the effective mass concept or Rayleigh's statement. The analysis of frequency values of the whole system, when the 3-DOF system approaches or moves away from the center, shows that the variations depend on each particular mode of vibration. When the 3-DOF system is placed in the center of the plate, "new" modes are found to be a combination of the subsystem's modes (two rotations, traslation) and the bare plate's modes that possess the same symmetry. This situation no longer exists as the 3-DOF system moves away from the center of the plate, since different bare plate's modes enable distinct motions of the 3-DOF system contributing differently to the "new' modes as its location is modified. Also the natural frequencies of the compound system are nearly uncoupled have been calculated by means of a first order eigenvalue perturbation analysis.

최적화기법을 이용한 BAM의 설계 (Design of BAM using an Optimization approach)

  • 권철희
    • 한국지능시스템학회논문지
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    • 제10권2호
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    • pp.161-167
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    • 2000
  • 본 논문에서는 양방향 연상 기능을 효과적으로 수행할 수 있는 BAM(bidirectional associative memory)의 설계방법론을 제안한다. 먼저 BAM의 성질에 관한 이론적 고찰을 바탕으로 하여 주어진 패턴 쌍을 안정하게 그리고 높은 오차수정율(error correction ratio)을 가지고 저장할 수 있는 BAM을 찾는 문제를 제약조건이 있는 최적화 문제로 공식화한다 다음과정에서 이 최적화 문제를 GEVP(generalized eigenvalue problem)로 변환함으로써 최근에 개발된 내부점 방법(interior point method)을 통하여 해가 구해질 수 있도록 한다. 제안된 설계 방법론의 적용가능성은 예제를 통해 확인된다.

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Lattice형 공간정보의 선형모형 추정방법 (Estimation Methods for Linear Spatial Model on Lattice)

  • 권오룡;염준근
    • 한국정보처리학회논문지
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    • 제3권1호
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    • pp.153-159
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    • 1996
  • 공간자료의 선형모형은 지역적 특성과 해당지역의 격자형태의 통계량을 처리하여 추정하는 방법을 제시하고, 이에 대한 사례연구를 통하여 공간모형을 추정하여, 희귀 분석방법과의 효율성을 비교 분석하였다. 공간정보의 모형추정은 최근에 국내 소개 되 었으며, 격자형 공간정보의 자기상관 여부는 Moran의 지수 및 이에 대한 Correlograms를 통하여 자료간의 인접성 유무를 식별할 수 있다. 따라서 공간 모형의 희귀추정에서 상관 계수 $ ho$의 최우추정방법은 많은 컴퓨터 시간 및 경비가 소요되어 eigenvalue에 의한 방법으로 개선하였다. 캘리포니아주의 해안선과 육지지역의 식물종수에 대한 공간정 보의 희귀모형을 추정하였다.

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Nondestructive Evaluation of Railway Bridge by System Identification Using Field Vibration Measurement

  • Ho, Duc-Duy;Hong, Dong-Soo;Kim, Jeong-Tae
    • 비파괴검사학회지
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    • 제30권6호
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    • pp.527-538
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    • 2010
  • This paper presents a nondestructive evaluation approach for system identification (SID) of real railway bridges using field vibration test results. First, a multi-phase SID scheme designed on the basis of eigenvalue sensitivity concept is presented. Next, the proposed multi-phase approach is evaluated from field vibration tests on a real railway bridge (Wondongcheon bridge) located in Yangsan, Korea. On the steel girder bridge, a few natural frequencies and mode shapes are experimentally measured under the ambient vibration condition. The corresponding modal parameters are numerically calculated from a three-dimensional finite element (FE) model established for the target bridge. Eigenvalue sensitivities are analyzed for potential model-updating parameters of the FE model. Then, structural subsystems are identified phase-by-phase using the proposed model-updating procedure. Based on model-updating results, a baseline model and a nondestructive evaluation of test bridge are identified.

Vibration and stability of fluid conveying pipes with stochastic parameters

  • Ganesan, R.;Ramu, S. Anantha
    • Structural Engineering and Mechanics
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    • 제3권4호
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    • pp.313-324
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    • 1995
  • Flexible cantilever pipes conveying fluids with high velocity are analysed for their dynamic response and stability behaviour. The Young's modulus and mass per unit length of the pipe material have a stochastic distribution. The stochastic fields, that model the fluctuations of Young's modulus and mass density are characterized through their respective means, variances and autocorrelation functions or their equivalent power spectral density functions. The stochastic non self-adjoint partial differential equation is solved for the moments of characteristic values, by treating the point fluctuations to be stochastic perturbations. The second-order statistics of vibration frequencies and mode shapes are obtained. The critical flow velocity is first evaluated using the averaged eigenvalue equation. Through the eigenvalue equation, the statistics of vibration frequencies are transformed to yield critical flow velocity statistics. Expressions for the bounds of eigenvalues are obtained, which in turn yield the corresponding bounds for critical flow velocities.

Derivation of formulas for perturbation analysis with modes of close eigenvalues

  • Liu, X.L.
    • Structural Engineering and Mechanics
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    • 제10권5호
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    • pp.427-440
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    • 2000
  • The formulas for the perturbation analysis with modes of close eigenvalues are derived in this paper. Emphasis is made on the consistency of the straightforward perturbation process, given the complete terms of perturbations in the zeroth-order, which is a form of Rayleigh quotient, and in the higher-orders. By dividing the perturbation of eigenvector into two parts, the first-order perturbation with respect to the modes of close eigenvalues is moved into the zeroth-order perturbation. The normality condition is employed to compute the higher-order perturbations of eigenvector. The algorithm can be condensed to a single mode with a distinct eigenvalue, and this can accelerate the convergence of the perturbation analysis. The example confirms that the perturbation approximation obtained from the suggested procedure is in a good accuracy on the eigenvalues, eigenvectors, and normality.

Performance of Spiked Population Models for Spectrum Sensing

  • Le, Tan-Thanh;Kong, Hyung-Yun
    • Journal of electromagnetic engineering and science
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    • 제12권3호
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    • pp.203-209
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    • 2012
  • In order to improve sensing performance when the noise variance is not known, this paper considers a so-called blind spectrum sensing technique that is based on eigenvalue models. In this paper, we employed the spiked population models in order to identify the miss detection probability. At first, we try to estimate the unknown noise variance based on the blind measurements at a secondary location. We then investigate the performance of detection, in terms of both theoretical and empirical aspects, after applying this estimated noise variance result. In addition, we study the effects of the number of SUs and the number of samples on the spectrum sensing performance.