• 제목/요약/키워드: Matrix Computation

검색결과 457건 처리시간 0.025초

실대칭 행력의 고유쌍에 대한 수치해법 (Numerical Method for Eigen Pairs of a Real Valued Symmetric Matrix)

  • 최성;조영식;백청호
    • 한국정보처리학회논문지
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    • 제5권1호
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    • pp.97-102
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    • 1998
  • 사회과학 분야에 응용되는 고유치 문제의 대상 행렬은 실대칭 행렬인 경우가 대부분이다. 또한, 이 분야에서의 고유치 문제는 데이터에 대한 잠재 구조를 파악하기 위해, 절대치의 크기 순으로 2∼4개의 고유쌍만을 필요로 하는 경우가 대부분이다. 컴퓨터에 의한 수치 계산으로 고유쌍을 구하는 방법들은 행렬에 대한 계산이기 때문에 마무리 오차의 문제가 필연적으로 대두된다. 본 논문은, 실대칭 행렬에 대해서 멱수법을 이용하여, 절대치가 큰 순서로 필요한 만큼의 고유쌍을 구하는 수치해법에 관하여 논술한 것으로서, 고유쌍 전체를 구하는 기존의 방법들에 비해서 계산 횟수를 줄일 수 있다는 이점이 있다.

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Java 기반의 D-클래스 계산 패키지 구현에 대한 연구 (A Study on the Implementation of a D-Class Computation Package based on Java)

  • 임범준;한재일
    • 한국IT서비스학회지
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    • 제3권2호
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    • pp.99-104
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    • 2004
  • Conventional and public-key cryptography has been widely accepted as a base technology for the design of computer security systems. D-classes have the potential for application to conventional and public-key cryptography. However, there are very few results on D-classes because the computational complexity of D-class computation is NP-complete. This paper discusses the design of algorithms for the efficient computation of D-classes and the Java implementation of them. In addition, the paper implements the same D-class computation algorithms in C and shows the performance of C and Java programming languages for the computation-intensive applications by comparing their execution results.

순환 행렬 분해에 의한 DCT/DFT 하이브리드 구조 알고리듬 (DCT/DFT Hybrid Architecture Algorithm Via Recursive Factorization)

  • 박대철
    • 융합신호처리학회논문지
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    • 제8권2호
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    • pp.106-112
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    • 2007
  • 본 논문은 순환 행렬 분해에 의한 DCT와 DFT의 고속 계산을 위한 하이브리드 아키텍쳐 알고리듬을 제안한다. DCT-II와 DFT 변환 행렬의 순환 분해는 알고리듬적으로 구현하기가 유사한 구조를 제공하며 이것은 단순히 스위칭 모드의 제어에 의해 공통 아키텍쳐를 사용할 수 있게 한다. 두 변환간의 연계는 행렬 순환 공식에 기초하여 유도되었다. DCT/DFT 행렬 분해를 위한 하이브리드 구조 설계를 가능하도록 생성 행렬, 삼각함수 항등식 과 관계식을 사용하여 유도되었다. DCT/DFT 하이브리드 아키텍쳐를 수용하는 쿨리-투키 유형의 고속처리 아키텍쳐에 대한 데이터 흐름도를 작성하였다. 이 데이터 흐름도로부터 적절한 크기의 N에 대해 제안한 알고리듬의 계산 복잡도는 기존의 고속 DCT 알고리듬과 비교할만하다. 다른 직교변환 계산에 FFT 구조의 다중 모드 사용 확장을 위해 좀더 확장된 연구가 필요하다.

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행렬 속성을 이용하는 질감 영상 분별기 (A Classifier for Textured Images Based on Matrix Feature)

  • 김준철;이준환
    • 전자공학회논문지B
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    • 제31B권3호
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    • pp.91-102
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    • 1994
  • For the analysis of textured image, it requires large storage space and computation time to calculate the matrix features such as SGLDM(Spatial Gray Level Dependence Matrix). NGLDM(Neighboring Gray Level Dependence Matrix). NSGLDM(Neighboring Spatial Gray Level Dependence Matrix) and GLRLM(Gray Level Run Length Matrix). In spite of a large amount of information that each matrix contains, a set of several correlated scalar features calculated from the matrix is not sufficient to approximate it. In this paper, we propose a new classifier for textured images based on these matrices in which the projected vectors of each matrix on the meaningful directions are used as features. In the proposed method, an unknown image is classified to the class of a known image that gives the maximum similarity between the projected model vector from the known image and the vector from the unknown image. In the experiment to classify images of agricultural products, the proposed method shows good performance as much as 85-95% of correct classification ratio.

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GPU 기반 행렬 곱셈 병렬처리 알고리즘 (Parallel Algorithm for Matrix-Matrix Multiplication on the GPU)

  • 박상근
    • 융복합기술연구소 논문집
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    • 제9권1호
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    • pp.1-6
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    • 2019
  • Matrix multiplication is a fundamental mathematical operation that has numerous applications across most scientific fields. In this paper, we presents a parallel GPU computation algorithm for dense matrix-matrix multiplication using OpenGL compute shader, which can play a very important role as a fundamental building block for many high-performance computing applications. Experimental results on NVIDIA Quad 4000 show that the proposed algorithm runs about 208 times faster than previous CPU algorithm and achieves performance of 75 GFLOPS in single precision for dense matrices with matrix size 4,096. Such performance proves that our algorithm is practical for real applications.

Adaptive Formulation of the Transition Matrix of Markovian Mobile Communication Channels

  • Park, Seung-Keun
    • The Journal of the Acoustical Society of Korea
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    • 제16권3E호
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    • pp.32-36
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    • 1997
  • This study models mobile communication channels as a discrete finite Markovian process, and Markovian jump linear system having parallel Kalman filter type is applied. What is newly proposed in this paper is an equation for obtaining the transition matrix according to sampling time by using a weighted Gaussian sum approximation and its simple calculation process. Experiments show that the proposed method has superior performance and reuires computation compared to the existing MJLS using the ransition matrix given by a statistical method or from priori information.

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Key Agreement Protocol Using Sylvester Hadamard Matrices

  • Choe, Chang-Hui;Lee, Moon-Ho
    • Journal of Communications and Networks
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    • 제13권3호
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    • pp.211-213
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    • 2011
  • In this paper, we propose a key agreement protocol using Sylvester Hadamard matrices. Users obtain their common key by using a matrix shared in advance. Matrix construction is very simple, and the computation is quite fast. The proposal will be useful for communication between two users, especially for those having low computing power.

웨이블릿 기반 극점 배치 기법에 의한 선형 시스템 해석 (Linear system analysis via wavelet-based pole assignment)

  • 김범수;심일주
    • 전기학회논문지
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    • 제57권8호
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    • pp.1434-1439
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    • 2008
  • Numerical methods for solving the state feedback control problem of linear time invariant system are presented in this paper. The methods are based on Haar wavelet approximation. The properties of Haar wavelet are first presented. The operational matrix of integration and its inverse matrix are then utilized to reduce the state feedback control problem to the solution of algebraic matrix equations. The proposed methods reduce the computation time remarkably. Finally a numerical example is illustrated to demonstrate the validity and applicability of the proposed methods.

Transfer Matrix Algorithm for Computing the Geometric Quantities of a Square Lattice Polymer

  • Lee, Julian
    • Journal of the Korean Physical Society
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    • 제73권12호
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    • pp.1808-1813
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    • 2018
  • I develop a transfer matrix algorithm for computing the geometric quantities of a square lattice polymer with nearest-neighbor interactions. The radius of gyration, the end-to-end distance, and the monomer-to-end distance were computed as functions of the temperature. The computation time scales as ${\lesssim}1.8^N$ with a chain length N, in contrast to the explicit enumeration where the scaling is ${\sim}2.7^N$. Various techniques for reducing memory requirements are implemented.

르장드르 웨이블릿을 이용한 선형 시불변 시스템의 효율적 수치 해석 방법 (An Efficient Computational Method for Linear Time-invariant Systems via Legendre Wavelet)

  • 김범수
    • 제어로봇시스템학회논문지
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    • 제19권7호
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    • pp.577-582
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    • 2013
  • In this paper Legendre wavelets are used to approximate the solutions of linear time-invariant system. The Legendre wavelet and its integral operational matrix are presented and an efficient algorithm to solve the Sylvester matrix equation is proposed. The algorithm is based on the decomposition of the Sylvester matrix equation and the preorder traversal algorithm. Using the special structure of the Legendre wavelet's integral operational matrix, the full order Sylvester matrix equation can be solved in terms of the solutions of pure algebraic matrix equations, which reduce the computation time remarkably. Finally a numerical example is illustrated to demonstrate the validity of the proposed algorithm.