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博碩士論文 etd-0802115-040628 詳細資訊
Title page for etd-0802115-040628
論文名稱
Title
關於趨近平坦之徑向基底函數求解橢圓算子的特徵模組問題
On the Increasingly Flat Radial Basis Function for the Elliptic Eigenmodes Problem
系所名稱
Department
畢業學年期
Year, semester
語文別
Language
學位類別
Degree
頁數
Number of pages
62
研究生
Author
指導教授
Advisor
召集委員
Convenor
口試委員
Advisory Committee
口試日期
Date of Exam
2015-07-31
繳交日期
Date of Submission
2015-09-02
關鍵字
Keywords
特徵模組、徑向基底函數極限、徑向基底函數、帕松方程式、橢圓算子
Radial Basis Function, Eigenmode problem, RBF Limit, Poisson equation, Elliptic operators
統計
Statistics
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中文摘要
在這篇碩士論文,我們以數學上的角度探討橢圓算子特徵模組問題,進而可以獲得 – 當形狀參數趨近於零,使用標準徑向基底函數之方法會收斂至使用趨近平坦之徑向基底函數所得到之內差多項式的方法。首先,我們使用特殊的轉換方式,讓我們可以使用徑向基底函數把原始問題轉化成一個有限維的矩陣特徵值問題。接下來也轉換使用趨近平坦之徑向基底函數所得到之內差多項式的方法,再將兩者做比較,歸納其收斂性,而此項結果將使用理論以及數值結果作證明。
Abstract
Although an elliptic operator eigenmode problem can solve easily by using lots of method. In this thesis, we want to show the significance of mathematics that for eigenmodes problem using the RBF collocation method converges to that of using increasingly flat radial basis functions when ε goes to 0 in 2D. First, we use radial basis functions (RBFs) to solve eigenmodes problem for elliptic operator by converting the eigenmodes problem to an eigenpairs problem of a finite dimensional matrix. And then formulate RBF interpolation polynomials as eigenfunctions, and proved this result converges to the solution obtained by using increasingly flat RBFs. And conclude that two approaches merge when RBFs are getting flatter. The results are supported by numerical examples.
目次 Table of Contents
[Thesis Approval Sheet + i]
[摘要 +Š ii]
[Abstract + iii]
[List of Figures + vi]
[List of Tables + viii]
[1 Introduction + 1]
[2 Definition + 3]
[2.1 Multi-index Notation + 3]
[2.2 Polynomial Spaces and Unisolvency + 4]
[3 Radial Basis Function + 7]
[3.1 Introduction to Radial Basis Function + 7]
[3.2 Generate the Interpolation Polynomial of the Increasingly Flat Radial Basis Function + 9]
[3.3 Interpolation + 13]
[4 Algorithm for Computing Eigenmodes + 17]
[4.1 Solving Two-Dimensional Eigenmodes Problem for Laplace Operator Using RBF Polynomial Interpolation on Type 1 Point Sets +17]
[4.2 Solving Two-Dimensional Eigenmodes Problem for Laplace Operator Using RBF Polynomial Interpolation on Type 2 Point Sets +19]
[4.3 Solving Two-Dimensional Eigenmodes Problem for Laplace Operator Using RBF +19]
[5 Numerical Results +23]
[6 Conclusion +50]
[References +51]
參考文獻 References
[1] T. A. Driscoll and B. Fornberg, Interpolation in the limit of increasingly flat radial basis functions. Computers and Mathematics with Applications. 43(2002), 413 422.
[2] R. B. Platte and T. A. Driscoll, Computing Eigenmodes of Elliptic Operators Using Radial Basis Function. Computers and Mathematics with Applications. 48(2004), 561 576.
[3] E. Larsson and B. Fornberg, Theoretical and computational aspects of multivariate interpolation with increasingly flat radial basis functions. Computers and Mathematics with Applications. 49(2005), 103 130.
[4] C.-S. Huang, C.-H. Hung and Y.-T. Chen, Computing Eigenmodes of Elliptic Operators Using Increasingly Flat Radial Basis Functions. Preprint submitted to Elsevier Science.
[5] M. D. Buhmann, Radial Basis Functions: Theory and Implementations. Cambridge Univ. Press, 2003.
[6] H. Wendland, Scattered Data Approximation. Cambridge Univ. Press, 2005.
[7] C. A. Micchelli, Interpolation of Scattered Data: Distance Matrices and Conditionally Positive Definite Functions functions. Constructive Approximation. 2(1986), 11 22.
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