非齐次边界空间分数阶扩散方程的数值方法
Numerical Methods for Fractional Diffusion Equations in Non-Homogeneous Boundary Spaces
摘要: 针对带非齐次Dirichlet边界条件的一维变系数非线性双侧空间分数阶扩散方程,本文运用并分析了一种高效稳定的数值求解方法。首先,通过引入适当的变量变换,将原问题转化为齐次边界形式;在此基础上,时间方向采用具有二阶精度的半隐式中心差分格式,空间方向利用加权移位公式对双侧分数阶导数进行离散,从而建立了一种全离散有限差分格式。随后,在满足非线性项局部Lipschitz条件的假设下,严格证明了该数值格式的无条件稳定性和二阶收敛性。在数值实现过程中,由于空间分数阶算子的非局部特性,时间推进的每一时间层均需反复求解非对称稠密线性代数方程组。为提高整体计算效率,本文采用了带Jacobi预处理的Bi-CGSTAB方法对线性系统进行求解,并与传统的Bi-CGSTAB方法进行了对比。数值实验结果表明,在相同精度要求下,该方法显著降低了平均迭代次数,整体求解格式呈现出网格无关收敛性,并在长时间模拟中表现出明显的CPU时间优势。综上,本文采用的预处理Bi-CGSTAB方法在精度、稳定性和计算效率方面均具有良好表现,为一类非线性空间分数阶扩散方程的高效数值求解提供了可行方案。
Abstract: For the 1D variable-coefficient nonlinear bilateral space fractional diffusion equation with non-homogeneous Dirichlet boundary conditions, this paper applies and analyzes an efficient and stable numerical method. Firstly, by introducing an appropriate variable transformation, the original problem is transformed into a homogeneous boundary form. Based on this, a second-order semi-implicit central difference scheme is adopted in time, and a weighted shifted formula is used to discretize the bilateral fractional derivatives in space, thereby establishing a fully discrete finite difference scheme. Subsequently, assuming the nonlinear term satisfies a local Lipschitz condition, the unconditional stability and second-order convergence of the numerical scheme are rigorously proven. In the numerical implementation, due to the non-local nature of the spatial fractional operator, each time step requires repeatedly solving asymmetric dense linear algebraic systems. To improve overall computational efficiency, this paper employs the Jacobi-preconditioned Bi-CGSTAB method to solve the linear system, comparing it with the traditional Bi-CGSTAB method. Numerical results show that, under the same accuracy requirements, this method significantly reduces the average number of iterations. The overall scheme exhibits grid-independent convergence and demonstrates obvious CPU time advantages in long-time simulations. In summary, the adopted preconditioned Bi-CGSTAB method performs well in accuracy, stability, and computational efficiency, providing a feasible approach for the efficient numerical solution of a class of nonlinear spatial fractional diffusion equations.
文章引用:耿彬. 非齐次边界空间分数阶扩散方程的数值方法[J]. 应用数学进展, 2026, 15(7): 202-214. https://doi.org/10.12677/aam.2026.157316

参考文献

[1] Fourier, J.B.J. (1808) Mémoire sur la Propagation de la Chaleur dans les Corps Solides. Cambridge University Press.
[2] Nikolaĭ Vladimirovich, K. (2024) Lectures on Elliptic and Parabolic Equations in Sobolev Spaces. Vol. 96. American Mathematical Society.
[3] Zhao, X. and Xu, Q.W. (2014) Efficient Numerical Schemes for Fractional Sub-Diffusion Equation with the Spatially Variable Coefficient. Applied Mathematical Modelling, 38, 3848-3859. [Google Scholar] [CrossRef
[4] Chen, S.Z., Liu, F., Jiang, X., Turner, I. and Anh, V. (2015) A Fast Semi-Implicit Difference Method for a Nonlinear Two-Sided Space-Fractional Diffusion Equation with Variable Diffusivity Coefficients. Applied Mathematics and Computation, 257, 591-601. [Google Scholar] [CrossRef
[5] Feng, L.B., Zhuang, P., Liu, F. and Turner, I. (2015) Stability and Convergence of a New Finite Volume Method for a Two-Sided Space-Fractional Diffusion Equation. Applied Mathematics and Computation, 257, 52-65. [Google Scholar] [CrossRef
[6] Feng, L.B., Zhuang, P., Liu, F., Turner, I., Anh, V. and Li, J. (2017) A Fast Second-Order Accurate Method for a Two-Sided Space-Fractional Diffusion Equation with Variable Coefficients. Computers & Mathematics with Applications, 73, 1155-1171. [Google Scholar] [CrossRef
[7] Tian, W.Y., Zhou, H. and Deng, W.H. (2015) A Class of Second Order Difference Approximations for Solving Space Fractional Diffusion Equations. Mathematics of Computation, 84, 1703-1727. [Google Scholar] [CrossRef
[8] Liu, F.W., Zhuang, P.H. and Liu, Q.F. (2015) Numerical Methods of Fractional Partial Differential Equations and Applications.
[9] Yang, S.P., Liu, F., Feng, L. and Turner, I.W. (2020) Efficient Numerical Methods for the Nonlinear Two-Sided Space-Fractional Diffusion Equation with Variable Coefficients. Applied Numerical Mathematics, 157, 55-68. [Google Scholar] [CrossRef
[10] van der Vorst, H.A. (1992) Bi-CGSTAB: A Fast and Smoothly Converging Variant of Bi-CG for the Solution of Nonsymmetric Linear Systems. SIAM Journal on Scientific and Statistical Computing, 13, 631-644. [Google Scholar] [CrossRef