• Title/Summary/Keyword: regularized

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Regularized model-free adaptive control of smart base-isolated buildings

  • Alvaro Javier Florez;Luis Felipe Giraldo;Mariantonieta Gutierrez Soto
    • Smart Structures and Systems
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    • v.34 no.2
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    • pp.73-85
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    • 2024
  • Smart base-isolated buildings rest on flexible pads known as base isolators that minimize the effect of external disturbances along with active/semi-active actuators. The strategies used to control these active components are typically based on system models that are known a priori. Although these models describe some of the most important dynamics of the elements involved in the system, the high degree of uncertainty in the behavior of a structure under external disturbances is very difficult to characterize using a fixed model. In this work, we propose a strategy that deals with this issue: the input that controls the actuator in the base isolation system results from the compound action of a controller that relies on a model of the system that is known a priori, and a control policy that is designed based on online data-driven inferences on the behavior of the system. In this way, the control design process incorporates both the prior information about the system and the unknowns of the system, such as non-modeled parameters and nonlinear behaviors in the building. We show through simulations the performance of the proposed method in an eight-story building subjected to seismic loading.

Reduce Blocking Artifacts of Video Stream Using Regularized Image Restoration (동영상 스트림의 블록화 현상 방지를 위한 정규화 영상복원 기법)

  • 황인경;정시창;김성진;백준기
    • Proceedings of the IEEK Conference
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    • 2000.09a
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    • pp.709-712
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    • 2000
  • 본 논문에서는 인터 프레임(P-프레임) 압축으로 인해 발생되는 블록화 현상을 모델링 하고 기존에 정의된 제한요소를 효율적으로(reasonable) 축소하고 축소된 제한요소를 이용한 후처리를 통해 블록경계는 물론 블록 내부의 불연속을 효율적으로 제거하는 방법을 제안한다. 다음 프레임의 예측영상을 블록화가 제거된 영상을 사용함으로써 프레임간 영상 스트림에서도 주관적으로나 객관적으로나 현저하게 블록화가 제거된 영상을 얻을 수 있다. 제안된 알고리즘은 HDTV나 영상통신과 같은 영상 스트림의 후처리 과정에 적합하다.

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Development of Intelligent Credit Rating System using Support Vector Machines (Support Vector Machine을 이용한 지능형 신용평가시스템 개발)

  • Kim Kyoung-jae
    • Journal of the Korea Institute of Information and Communication Engineering
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    • v.9 no.7
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    • pp.1569-1574
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    • 2005
  • In this paper, I propose an intelligent credit rating system using a bankruptcy prediction model based on support vector machines (SVMs). SVMs are promising methods because they use a risk function consisting of the empirical error and a regularized term which is derived from the structural risk minimization principle. This study examines the feasibility of applying SVM in Predicting corporate bankruptcies by comparing it with other data mining techniques. In addition. this study presents architecture and prototype of intelligeht credit rating systems based on SVM models.

Fast iterative image restoration algorithms based on preconditioning (전처리기를 사용한 반복적 영상복원의 고속화 기법)

  • 백준기;문준일;김상구
    • Journal of the Korean Institute of Telematics and Electronics B
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    • v.33B no.12
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    • pp.62-70
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    • 1996
  • Image restoration is the process which estimates the original image form the blurred image observed by the non-ideal imaging system with additivenoise. According to the regularized approach, the resotred image can be obtained by iterative methods or the constrained least square error(CLS) filter. Among those retoratin methods, despite of many advantages, iterative iamge restoration is limited in use because of slow convergence. In the present paper, fast iterative image restoration algorithms based on preconditoning are proposed. The preconditioner can be obtained by using the characteristics finite impulse response (FIR) filter structure.

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Prony based Multipath Channel Parameter Estimation not Requiring the Number of Received Rays

  • Lim, Jun-Seok;Sung, Koeng-Mo
    • The Journal of the Acoustical Society of Korea
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    • v.15 no.1E
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    • pp.65-69
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    • 1996
  • This paper presents an algorithm for multipath channel parameter estimation by an improved Prony method. This algorithm applies a modified regularized spectral estimation to the conventional SVD Prony method. This method requires no a priori information on the number of multipath. The performance of the proposed algorithm is almost the same as that of the SVD based multipath channel parameter estimation algorithm.

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REGULARIZED SOLUTION TO THE FREDHOLM INTEGRAL EQUATION OF THE FIRST KIND WITH NOISY DATA

  • Wen, Jin;Wei, Ting
    • Journal of applied mathematics & informatics
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    • v.29 no.1_2
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    • pp.23-37
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    • 2011
  • In this paper, we use a modified Tikhonov regularization method to solve the Fredholm integral equation of the first kind. Under the assumption that measured data are contaminated with deterministic errors, we give two error estimates. The convergence rates can be obtained under the suitable choices of regularization parameters and the number of measured points. Some numerical experiments show that the proposed method is effective and stable.

HÖLDER CONVERGENCE OF THE WEAK SOLUTION TO AN EVOLUTION EQUATION OF p-GINZBURG-LANDAU TYPE

  • Lei, Yutian
    • Journal of the Korean Mathematical Society
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    • v.44 no.3
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    • pp.585-603
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    • 2007
  • The author studies the local $H\ddot{o}lder$ convergence of the solution to an evolution equation of p-Ginzburg-Landau type, to the heat flow of the p-harmonic map, when the parameter tends to zero. The convergence is derived by establishing a uniform gradient estimation for the solution of the regularized equation.

A Solution of Variational Inequalities and A Priori Error Estimations in Contact Problems with Finite Element Method (접촉문제에서의 변분부등식의 유한요소해석과 A Priori 오차계산법)

  • Lee, Choon-Yeol
    • Transactions of the Korean Society of Mechanical Engineers A
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    • v.20 no.9
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    • pp.2887-2893
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    • 1996
  • Governing equations infrictional contact problems are introduced using variational inequality formulations which are regularized to overcome the diffculties of non-differentiability of the friction functional. Also finite element approximations and a priori error estimations are derived based on those formulations. Numerical simulations are performed illustrating the theoretical results.

Regularized DCT-based High-Resolution Image Reconstruction (정규화 된 DCT 기반의 고해상도 영상 복원)

  • 박진열;이승현;강문기
    • Proceedings of the Korean Society of Broadcast Engineers Conference
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    • 1998.06a
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    • pp.117-120
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    • 1998
  • 주파수 영역에서의 엘리어싱 관계를 이용하여 고해상도 영상을 복원할 때, 기존의 주파수 영역에서의 방법은 복원에 필요한 저해상도 영상이 충분하지 않거나, 저해상도 영상들이 가지는 정보가 적절하지 않을 경우에 대해서 원하는 고해상도의 영상을 얻을 수 없었다. 이를 극복하기 위해 공간 영역으로 재해석하면 확장된 다중채널의 정규화를 사용할 수 있었으며, DFT대신에 DCT를 사용하여 연산량을 줄일 수 있었다. 또한 정규화를 사용하였기 때문에 저해상도 영상의 움직임 정보가 올바르지 않을 경우에도 이를 보상해 줄 수 있었다.

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Edge-Preserving Image Restoration Using Block-Based Edge Classification (블록기반의 윤곽선 분류를 이용한 윤곽선 보존 영상복원 기법)

  • 이상광;호요성
    • Proceedings of the Korean Society of Broadcast Engineers Conference
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    • 1998.06a
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    • pp.33-36
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    • 1998
  • Most image restoration problems are ill-posed and need to e regularized. A difficult task in image regularization is to avoid smoothing of image edges. In this paper, were proposed an edge-preserving image restoration algorithm using block-based edge classification. In order to exploit the local image characteristics, we classify image blocks into edge and no-edge blocks. We then apply an adaptive constrained least squares (CLS) algorithm to eliminate noise around the edges. Experimental results demonstrate that the proposed algorithm can preserve image edges during the regularization process.

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