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論文名稱 Title |
計算單變數多項式 Sylvester 矩陣之數值零核維數 Computing the Numerical Nullity of Sylvester Matrix of Univariate Polynomials |
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系所名稱 Department |
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畢業學年期 Year, semester |
語文別 Language |
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學位類別 Degree |
頁數 Number of pages |
30 |
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研究生 Author |
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指導教授 Advisor |
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召集委員 Convenor |
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口試委員 Advisory Committee |
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口試日期 Date of Exam |
2014-07-15 |
繳交日期 Date of Submission |
2014-12-17 |
關鍵字 Keywords |
多項式、西爾維斯特矩陣、最大公因式、正交化分解、數值零核維度 numerical nullity, polynomial, greatest common divisor, Sylvester matrix, QR-factorization |
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統計 Statistics |
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中文摘要 |
計算單變數多項式之最大公因式為一歷史悠久的基礎代數問題。計算最大公因式為一對 資料擾動極敏感的ill-posed problem ,這使得典型歐幾里得演算法並不適合作實際的 數值計算。在本文中我們探討Maple 9 中SNAP 套件QRGCD ,其理論立足於由西爾 維斯特矩陣所得正交化分解之上三角矩陣的最後一個非零列為最大公因式。此方法是作 用在一假設下:上三角矩陣的右下方陣為一零方陣其大小等同西爾維斯特矩陣矩陣之零 核維度。然而非滿秩矩陣的正交化分解並不唯一,這意味右下方陣可能不為零矩陣。最 後我們藉由rank-revealing QR-factorization 演算法得到最大公因式之次數。 |
Abstract |
Computing the greatest common divisor (GCD) of univariate polynomials is one of the fundamental algebraic problems with a long history. The classical Euclidean algorithm is not suitable for practical numerical computation because computing GCD is an ill-posed problem in the sense that it is extremely sensitive to the data perturbations. In this thesis we study the QRGCD method, included in the SNAP package of Maple 9, which based on the theorem saying that the last nonzero row of R in the QR-factorization of Sylvester matrix provides a GCD of polynomials. The method works under the assumption that the lower right block of R is the zero matrix of the size of its nullity. However, the QR-factorization of a rank-deficient matrix is not unique, which implies that the lower right block may not be zero. Hence, we consider the rank-revealing QR-factorization algorithm (RRQR) to circumvent this situation. |
目次 Table of Contents |
論文審定書i 摘要ii Abstract iii 1 Introduction 1 2 Preliminaries 2 2.1 Sylvester matrix . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 3 2.2 Uniqueness of QR-factorization . . . . . . . . . . . . . . . . . . . . . 3 2.3 Properties . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 5 3 Algorithms for greatest common divisor 6 3.1 QR-factorization to compute the GCD . . . . . . . . . . . . . . . . . 6 3.2 Counter-example . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 12 4 Rank revealing QR-factorization 12 4.1 Introduction . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 12 4.2 Algorithm . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 13 4.2.1 Rank one deficiency . . . . . . . . . . . . . . . . . . . . . . . . 13 4.2.2 Rank deficiency more than one . . . . . . . . . . . . . . . . . 14 5 Numerical results 16 5.1 Experiments of RRQR . . . . . . . . . . . . . . . . . . . . . . . . . . 16 5.2 Experiments of QRGCD . . . . . . . . . . . . . . . . . . . . . . . . . 16 5.2.1 Experiment 1 . . . . . . . . . . . . . . . . . . . . . . . . . . . 17 5.2.2 Experiment 2 . . . . . . . . . . . . . . . . . . . . . . . . . . . 17 5.2.3 Experiment 3 . . . . . . . . . . . . . . . . . . . . . . . . . . . 18 5.2.4 Experiment 4 . . . . . . . . . . . . . . . . . . . . . . . . . . . 18 6 Conclusion 20 Appendices 21 References 22 List of Tables 1 Singular matrices with and without using RRQR . . . . . . . . . . . 16 2 Singular matrices with and without using RRQR . . . . . . . . . . . 17 3 Finding GCD by QRGCD . . . . . . . . . . . . . . . . . . . . . . . . 18 4 Finding GCD by QRGCD . . . . . . . . . . . . . . . . . . . . . . . . 18 List of Figures 1 The lower right block of R obtained by QR . . . . . . . . . . . . . . . 19 2 The lower right block of R obtained by RRQR . . . . . . . . . . . . . 19 3 The matrix of RΠ⊤ . . . . . . . . . . . . . . . . . . . . . . . . . . . . 19 4 The matrix of GRΠ⊤ . . . . . . . . . . . . . . . . . . . . . . . . . . . 20 5 The lower right block of GRΠ⊤ . . . . . . . . . . . . . . . . . . . . . 20 |
參考文獻 References |
[1] A.W. Bojanczyk, R.P. Brent, F.R. de Hoog, Stability Analysis of a General Toeplitz Systems Solver, Numerical Algorithms, Volume 10, Issue 2, 1995, Page: 225-244. [2] W.S. Brown, On Euclid’s Algorithm and the Computation of Polynomial Greatest Common Divisors, Journal of the ACM, Volume 18 Issue 4, Oct. 1971, Page: 478-504. [3] W.S. Brown, J.F. Traub, On Euclid’s Algorithm and the Theory of Subresultants, Journal of the ACM, Volume 18, Issue 4, Oct. 1971, Page: 505-514. [4] T.F. Chan, Rank Revealing QR-factorizations, Linear Algebra and its Applications, Volume: 88-89, April 1987, Page: 67-82. [5] R.M. Corless, P.M. Gianni, B.M. Trager, S.M. Watt, The Singular Value Decomposition for Polynomial Systems, Proc. ISSAC ’95, ACM Press, 1995, Page: 195-207. [6] R.M. Corless, S.M. Watt, Lihong Zhi, QR-factoring to Compute the GCD of Univariate Approximate Polynomials, IEEE Transactions on Signal Processing, Volume:52, Issue:12. December 2004. [7] E. Kaltofen, Z. Yang, L. Zhi, Structured Low Rank Approximation of a Sylvester Matrix, Symbolic-Numeric Computation Trends in Mathematics, 2007, Page: 69-83. [8] M. A. Laidacker, Another Theorem Relating Sylvester’s Matrix and the Greatest Common Divisor, Mathematics Magazine, Vol. 42, No. 3, May 1969. [9] F. Lorenzelli, P.C. Hansen, T.F. Chan, K. Yao, A Systolic Implementation of the Chan/Foster RRQR Algorithm, IEEE transactions on signal processing, Vol. 42, No. 8, 1994. [10] C.J. Zarowski, X. Ma, F.W. Fairman, QR-factorization Method for Computing the Greatest Common Divisor of Polynomials with Inexact Coefficients, IEEE Transactions on Signal Processing, Volume:48, Issue: 11, Nov. 2000. [11] Z. Zeng, The Numerical GCD of Univariate Polynomial, Contemporary Mathematics, Volume: 556, 2011, Page: 187-217. |
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