• 제목/요약/키워드: variance structure

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Estimating the Number of Clusters using Hotelling's

  • Choi, Kyung-Mee
    • Communications for Statistical Applications and Methods
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    • 제12권2호
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    • pp.305-312
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    • 2005
  • In the cluster analysis, Hotelling's $T^2$ can be used to estimate the unknown number of clusters based on the idea of multiple comparison procedure. Especially, its threshold is obtained according to the probability of committing the type one error. Examples are used to compare Hotelling's $T^2$ with other classical location test statistics such as Sum-of-Squared Error and Wilks' $\Lambda$ The hierarchical clustering is used to reveal the underlying structure of the data. Also related criteria are reviewed in view of both the between variance and the within variance.

운송수단과 산업구조 간 동태적 인과관계 분석 (The dynamic causal relationship between transportation modes and industrial structure)

  • 송민주;이희용
    • 무역학회지
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    • 제46권5호
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    • pp.115-130
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    • 2021
  • The main purpose of this study is to analyze the causal relationship between import-export goods and transportation modes. To this end, five major commodity groups were selected from 2010 to 2018 such as Machinery and transport equipment (SITC 7), manufactured goods classified chiefly by material (SITC 6), chemicals and related products, n.e.s. (SITC 5), mineral, fuels, lubricants, and related materials (SITC 3), and miscellaneous manufactured articles (SITC 8). And using the panel VECM, the difference between transportation modes such as ports and airports was compared and analyzed through panel granger causality, Impulse response function, Forecasting error variance decomposition. As a result, it is confirmed that the causal relationship between major product groups and transportation modes showed different causal relationships depending on the characteristics of port and air transportation.

신경회로망을 이용한 직접 자기동조제어기의 설계 (Design of a Direct Self-tuning Controller Using Neural Network)

  • 조원철;이인수
    • 전자공학회논문지SC
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    • 제40권4호
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    • pp.264-274
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    • 2003
  • 본 논문에서는 잡음과 시간지연이 존재하며 시스템 파라미터가 변하는 비선형 비최소위상 시스템에 적응하는 신경회로망이 결합된 PID구조를 갖는 일반화 최소분산 자기동조제어기를 제안한다. PID구조를 갖는 자기동조는 PID제어기처럼 구조가 간단하고 계통을 정밀하게 제어하는 자기동조 제어기의 특성을 그대로 유지할 수 있다. 일반화 최소분산 자기동조 제어기 파라미터는 비선형 시스템을 선형시스템으로 간주하고 순환최소자승법으로 추정하며 설계계수의 값은 확률근사법인 Robbins-Monro 알고리듬을 이용하여 자동조정하였다. 역전파 학습 알고리듬을 사용하는 신경회로망 제어기는 비선형 부분의 제어를 보상하기 위해 필터된 기준입력과 필터된 플랜트 출력이 같도록 제어값을 출력한다. 컴퓨터 시뮬레이션을 통해 제안한 방법이 시스템의 파라미터가 변하는 비최소위상 시스템에 잘 적응함을 보였다.

Application of Model of Plant Population Structure and Phenotypic Divergence

  • Huh, Man-Kyu
    • 한국환경과학회지
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    • 제20권2호
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    • pp.155-161
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    • 2011
  • In application and discussion of population structure and phenotypic divergence in plant community, the classic Lotka-Volterra models of competition and spatial model are conceived as a mechanism that is composed by multiple interacting processes. Both the Lotka-Volterra and spatial simulation formulae predict that species diversity increases with genotypic richness (GR). The two formulae are also in agreement that species diversity generally decreases within increasing niche breadth (NB) and increases with increasing potential genotypic range (PGR). Across the entire parameter space in the Lotka-Volterra model and most of the parameter space in the spatial simulations, variance in community composition decreased with increasing genotypic richness. This was, in large part, a consequence of selecting genotypes randomly from a set pool.

Average performance of risk-sensitive controlled orbiting satellite and three-degree-of-freedom structure

  • Won, Chang-Hee
    • 제어로봇시스템학회:학술대회논문집
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    • 제어로봇시스템학회 1995년도 Proceedings of the Korea Automation Control Conference, 10th (KACC); Seoul, Korea; 23-25 Oct. 1995
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    • pp.444-447
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    • 1995
  • The satellite in a circular orbit about a planet with disturbances and a three-degree-of-freedom (3DOF) structure under seismic excitations are modeled by the linear stochastic differential equations. Then the risk-sensitive optimal control method is applied to those equations. The mean and the variance of the cost function varies with respect to the risk-sensitivity parameter, .gamma.$_{RS}$ . For a particular risk-sensitivity parameter value, risk-sensitive control reduces to LQG control. Furthermore, the derivation of the mean square value of the state and control action are given for a finite-horizon full-state-feedback risk-sensitive control system. The risk-sensitive controller outperforms a classical LQG controller in the mean square sense of the state and the control action.

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이산 시변 상태공간 모델을 위한 최적 유한 임펄스 응답 필터 (An Optimal FIR Filter for Discrete Time-varying State Space Models)

  • 권보규
    • 제어로봇시스템학회논문지
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    • 제17권12호
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    • pp.1183-1187
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    • 2011
  • In this paper, an optimal FIR (Finite-Impulse-Response) filter is proposed for discrete time-varying state-space models. The proposed filter estimates the current state using measured output samples on the recent time horizon so that the variance of the estimation error is minimized. It is designed to be linear, unbiased, with an FIR structure, and is independent of any state information. Due to its FIR structure, the proposed filter is believed to be robust for modeling uncertainty or numerical errors than other IIR filters, such as the Kalman filter. For a general system with system and measurement noise, the proposed filter is derived without any artificial assumptions such as the nonsingular assumption of the system matrix A and any infinite covariance of the initial state. A numerical example show that the proposed FIR filter has better performance than the Kalman filter based on the IIR (Infinite- Impulse-Response) structure when modeling uncertainties exist.

응답 스펙트럼의 평균과 분산, 상관관계를 모두 고려한 지반운동 선정 방법 - II 지진 응답 (A Method for Selecting Ground Motions Considering Target Response Spectrum Mean, Variance and Correlation - II Seismic Response)

  • 하성진;한상환
    • 한국지진공학회논문집
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    • 제20권1호
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    • pp.63-70
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    • 2016
  • This study is the sequel of a companion paper (I. Algorithm) for assessment of the seismic performance evaluation of structure using ground motions selected by the proposed algorithm. To evaluate the effect of the correlation structures of selected ground motions on the seismic responses of a structure, three sets of ground motions are selected with and without consideration of the correlation structure. Nonlinear response history analyses of a 20-story reinforced concrete frame are conducted using the three sets of ground motions. This study shows that the seismic responses of the frames vary according to ground motion selection and correlation structures.

Infrared Target Extraction Using Weighted Information Entropy and Adaptive Opening Filter

  • Bae, Tae Wuk;Kim, Hwi Gang;Kim, Young Choon;Ahn, Sang Ho
    • ETRI Journal
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    • 제37권5호
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    • pp.1023-1031
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    • 2015
  • In infrared (IR) images, near targets have a transient distribution at the boundary region, as opposed to a steady one at the inner region. Based on this fact, this paper proposes a novel IR target extraction method that uses both a weighted information entropy (WIE) and an adaptive opening filter to extract near finely shaped targets in IR images. Firstly, the boundary region of a target is detected using a local variance WIE of an original image. Next, a coarse target region is estimated via a labeling process used on the boundary region of the target. From the estimated coarse target region, a fine target shape is extracted by means of an opening filter having an adaptive structure element. The size of the structure element is decided in accordance with the width information of the target boundary and mean WIE values of windows of varying size. Our experimental results show that the proposed method obtains a better extraction performance than existing algorithms.

파라미터행렬의 변화량 추정에 근거한 트러스 구조물의 손상탐지 (Damage Detection of Truss Structure based on the Predicted Change of Parameter Matrices)

  • 강택선;이병현;은희창
    • 대한건축학회논문집:구조계
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    • 제34권1호
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    • pp.27-32
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    • 2018
  • This work provides the analytical methods to represent the updated form of stiffness or flexibility matrices using the measurements of the first few natural frequencies and the corresponding mode shapes. This study derives the mathematical forms on the variance of stiffness or flexibility matrices to minimize the performance index in the satisfaction of the eigen-function including the residual force depending on the measured data. The proposed methods can be utilized in detecting damage and updating the parameter matrices deviated from the analytical parameter matrices. The validity of the proposed methods is investigated in a numerical experiment of truss structure and the numerical results of stiffness-based and flexibility-based methods are compared. The sensitivity to the external noise is also examined for applying to the practical work.

기체크로마토그래피에서 황화합물의 구조를 통한 용리시간 예측 (Retention Time Prediction form Molecular Structure of Sulfur Compounds by Gas Chromatography)

  • 김영구;김원호;박형석
    • 대한화학회지
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    • 제42권6호
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    • pp.646-651
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    • 1998
  • 기체크로마토그래피에서 황화합물의 분자구조와 용리시간과의 관계를 연구하였다. 분석대상인 황화합물은 황화수소, 이산화항, 이황화탄소, 에틸메르캅탄, 황화이메틸, 이소프로필메르캅탄, 노말프로필메르캅탄, 황화에틸메틸, 황화이에틸, t-부틸메르캅탄, 테트라히이드로티오핀, 티오핀, 2-클로르티오핀이었다. 다중선형회귀분석방법으로 용리시간과 분자의 설명인자 사이의 상관관계를 설명할 수 있었다. 기체크로마토그래피에서 오븐 온도 프로그램을 30$^{\circ}C$에서 10.5분간 유지 후 15$^{\circ}C$/min 비율로 150$^{\circ}C$까지 증가하는 것으로 설정하였다. SAS를 사용하여 사대적 용리시간에 대한 예측식을 다음과 같이 얻을 수 있었다. $RRT=0.121bp+14.39dp-8.94dp^2+0.0741sqmw-35.78\;(N=8,\;R^2=0.989, \;Variance=0.175,\;F=66.21)$. 상대적 용리시간은 끓는점, 분자량의 제곱근 및 분자쌍극자모멘트의 함수이며 끓는점에 의한 영향이 가장 컸다. 무극성 컬럼 사용시 분자쌍극자모멘트가 0.805D에서 용리시간이 가장 길었다. 분자구조가 평면성을 띠면서 대칭성이 높은 물질은 용리속도가 작았다. 훈련세트(training set)에서 SAS 프로그램을 통해 얻은 예측식의 상관계수의 제곱$(R^2)$은 0.989이며 분산은 0.175이다. 시험세트(testing set)에서 3개의 황화합물에 대하여 예측식을 통해 얻은 상대적 용리시간과 관측된 값 사이의 분산은 0.432 이었다.

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