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博碩士論文 etd-0706112-135542 詳細資訊
Title page for etd-0706112-135542
論文名稱
Title
對於全次數同倫連續法中路線跟蹤的適性步長控制
Adaptive stepsize control in path tracking for total degree homotopy continuation method
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
68
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
2012-06-28
繳交日期
Date of Submission
2012-07-06
關鍵字
Keywords
孤立解、多項式方程組、連續法、預測與校正、適性調整步長
continuation method, isolated solutions, polynomial equations, adaptive stepsize control, prediction and correction
統計
Statistics
本論文已被瀏覽 5723 次,被下載 1104
The thesis/dissertation has been browsed 5723 times, has been downloaded 1104 times.
中文摘要
以同倫連續法求聯立多項式方程系統的所有孤立解之理論已被 Garcia, Zangwill 和 Drexler 提出,其中最典型的是全次數同倫連續法。追蹤同倫曲線分為預測與校正兩部分,
本論文我們比較不同預測方法在全次數同倫連續法中的效能,包括 Runge-Kutta method, Adams-Bashforth method and cubic Hermite method。此外,我們設計了一套適性調整步長的演算法,此演算法是依據牛頓法校正過程中所提供的資訊,從實驗數據上發現此方法兼顧效率與穩定性。
最後將它運用在解隨機乘積同倫法的特徵值問題上
Abstract
The theory of solving polynomial systems by homotopy continuation method has been proposed by Garcia, Zangwill and Drexler, and the most typical method in this category is total degree homotpy. The numerical implementation of tracking homotopy curves can be taken as two parts: prediction and correction. In this thesis we compare the performance of several prediction methods in the total degree homotopy, including Runge-Kutta method, Adams-Bashforth method and cubic Hermite method. In addition, we design an adaptive stepsize control algorithm in path tracking, which is based on the information obtained during Newton correction process. The numerical experiment shows that the stepsize control algorithm is quite efficient and reliable in path tracking. In the end we employ the algorithm for solving eigenvalue problems by random product homotopy method
目次 Table of Contents
摘要i
Abstract ii
1 Introduction 1
2 Preliminary 4
2.1 Continuationmethod . . . . . . . . . . . . . . . . . . . . . . . . . . . 4
2.2 Predictionmethod . . . . . . . . . . . . . . . . . . . . . . . . . . . . 5
2.2.1 Runge-Kuttamethod . . . . . . . . . . . . . . . . . . . . . . . 5
2.2.2 cubic Hermite interpolation method . . . . . . . . . . . . . . . 7
2.2.3 Adams-Bashforthmethod . . . . . . . . . . . . . . . . . . . . 8
2.3 Newtonmethod . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 8
3 Numerical experiments of Fixed Stepsize 12
4 Adaptive stepsize control 26
5 Numerical Results of adaptive stepsize control 31
5.1 Polynomial equations . . . . . . . . . . . . . . . . . . . . . . . . . . . 31
5.2 Deficient polynomial equations . . . . . . . . . . . . . . . . . . . . . . 39
6 Applications 41
7 Conclusion 43
References 44
A Appendix 46
A.1 The comparison of mathematical software for solving polynomial equations
. . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 46
A.2 Solving polynomial equations bymanual . . . . . . . . . . . . . . . . 47
A.3 The local truncation error of numericalmethods . . . . . . . . . . . . 54
參考文獻 References
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[2] T. Y. Li , Tim Sauer , James A. Yorke(1987). The random product homotopy
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[9] Noonburg VW(1989). A neural network modeled by an adaptive
Lotka–Volterra system. SIAM J Appl Math 49, 1779-1792.
[10] T. Y. Li(2003). Numerical solution of polynomial systems by homotopy continuation
methods. Handbook of Numerical Analysis XI, 209-304.
[11] F. J. Drexler(1978). A homotopy method for the calculation of all zerodimensional
polynomial ideals, in Continuation Methods. (H. Wacker, Ed.)
Academic, New York, 69-93.
[12] C. B. Garcia, W. I. Zangwill(1979). Determining all solutions to certain systems
of nonlinear equations. Math. Oper. Res. 4, 1-14.
[13] A. Morgan(1986). A homotopy for solving polynomial systems. Appl. Math.
Comput. , 87-92.
[14] T. Y. Li, T. Sauer, J. Yorke(1987). Numerical solution of a class of deficient
polynomial systems. SIAM J. Numer. Anal. 24, 435-451.
[15] J. H. Verner(1978). Explicit Runge-Kutta methods with estimates of the local
truncation error. SIAM J. Numer. Anal. 15(4), 435-451.
[16] A. P. Morgan, A. J. Sommese(1987), (1992). Computing all solutions to polynomial
systems using homotopy continuation. Appl. Math. Comput. 24(2), 115-
138. Errata: Appl. Math. Comput. 51, 209.
[17] Daniel J. Bates, Jonathan D. Hauenstrin, Andrew J. Sommese(2011). Efficient
path tracking methods. Numer Algor. 58, 451-459.
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