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arXiv 2011.02295math.NAcs.NA
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计算三对角Toeplitz矩阵的指数及其在热方程数值解中的应用

Computing exponential of tridiagonal Toeplitz matrices with applications to numerical solution of the heat equation

Isfahan University of Technology(伊斯法罕理工大学);Sharif University of Technology(谢里夫理工大学)

Mehdi Tatari, Majed Hamadi

AI总结:

本文提出了一种计算三对角Toeplitz矩阵指数的方法,用于求解热方程,并证明了方法的稳定性。

摘要:

计算三对角矩阵的指数及其应用一直备受关注。本文考虑的一种应用是当使用线方法求解热方程时,方程被转换为常微分方程组,而该组的解依赖于三对角Toeplitz矩阵的指数。Strang和MacNamara提出了一种近似方法,用于计算出现在ODE解中的对称三对角Toeplitz矩阵的指数。他们的方法基于用修改后的第一类贝塞尔函数近似指数矩阵的条目,并相应地将指数矩阵分解为Toeplitz矩阵和Hankel矩阵之差。本文旨在将这一思想扩展到一般的三对角Toeplitz矩阵情况,并通过用带状矩阵近似矩阵指数来稳定方法,使计算指数矩阵的复杂度与矩阵大小无关。此外,我们还对这些方法进行了误差分析,并给出了三对角Toeplitz矩阵指数的条目界。作为本文的主要贡献,该思想被应用于求解热方程,并证明了方法的均匀稳定性。通过使用分裂方法,该方法被推广到二维问题。数值示例展示了新方法和界的有效性。

英文摘要:

The computation of the exponential of a tridiagonal matrix and its applications have always been of interest. One application considered here is when the method of lines is used to solve the heat equation, where the equation is transformed into a system of ordinary differential equations (ODEs), and this system has a solution that depends on the exponential of a tridiagonal Toeplitz matrix. Strang and MacNamara presented an approximate method for computing the exponential of a symmetric tridiagonal Toeplitz matrix that appears in the solution of ODEs. Their method is based on approximating the entries of the exponential matrix with modified Bessel functions of the first kind at certain values, and accordingly, the exponential matrix is decomposed as the difference of a Toeplitz matrix and a Hankel matrix. Here, we aim to extend this idea to the general case of tridiagonal Toeplitz matrices and stabilize the method by approximating the matrix exponential with a banded matrix, which makes the complexity of computing the exponential matrix independent of the matrix size. Additionally, we provide an error analysis for these methods and a bound for the entries of the exponential of the tridiagonal Toeplitz matrices. As a main contribution of this work, the idea is implemented to solve the heat equation, and the uniform stability of the method is proved. By using a splitting approach, the method is generalized for two-dimensional problems. Numerical illustrations demonstrate the efficiency of the new methods and bounds.

机构、总结、中文摘要均由AI分析而来,可能存在错误,请以论文正文为准。

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