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Block Diagonalization of Block Circulant Quaternion Matrices and the Fast Calculation for T-Product of Quaternion Tensors 块环四元数矩阵的块对角化和四元张量 T 积的快速计算
IF 2.5 2区 数学 Q1 MATHEMATICS, APPLIED Pub Date : 2024-07-21 DOI: 10.1007/s10915-024-02623-0
Meng-Meng Zheng, Guyan Ni

With quaternion matrices and quaternion tensors being gradually used in the color image and color video processing, the block diagonalization of block circulant quaternion matrices has become a key issue in the establishment of T-product based methods for quaternion tensors. Out of this consideration, we aim at establishing a fast calculation approach for the block diagonalization of block circulant quaternion matrices with the help of the fast Fourier transform (FFT). We first show that the discrete Fourier matrix (mathbf {F_p}) cannot diagonalize (ptimes p) circulant quaternion matrices, nor can the unitary quaternion matrices (mathbf {F_p}textbf{j}) and (mathbf {F_p}(1+textbf{j})/sqrt{2}) with (textbf{j}) being an imaginary unit of quaternion algebra. Then we prove that the unitary octonion matrix (mathbf {F_p}textbf{p}) with (textbf{p}=textbf{l},textbf{il}) or ((textbf{l}+textbf{il})/sqrt{2}) ((textbf{l}, textbf{il}) being imaginary units of octonion algebra) can diagonalize a circulant quaternion matrix of size (ptimes p), which further means that a block circulant quaternion matrix of size (mptimes np) can be block diagonalized at the cost of (O(mnplog p)) via the FFT. As one of applications, we give a fast algorithm to speed up the calculation of the T-product between (mtimes ntimes p) and (ntimes stimes p) third-order quaternion tensors via FFTs, whose computational magnitude is almost 1/p of the original one. As another application, we propose an effective compression strategy for third-order quaternion tensors with a certain low-rankness. Simulations on the color image and color video compression demonstrate that our compression strategy with no QSVD involved, can achieve higher quality compression in terms of PSNR values at much less time costs, compared with the QSVD-based methods.

随着四元数矩阵和四元数张量在彩色图像和彩色视频处理中的逐渐应用,块环四元数矩阵的块对角化已成为建立基于 T 产物的四元数张量方法的关键问题。出于这一考虑,我们旨在借助快速傅立叶变换(FFT)建立一种块环四元数矩阵块对角化的快速计算方法。我们首先证明离散傅里叶矩阵(mathbf {F_p})不能对角化(p/times p )环四元数矩阵、单元四元数矩阵 (mathbf {F_p}textbf{j}) 和 (mathbf {F_p}(1+textbf{j})/sqrt{2}) 也不能对角,其中 (textbf{j}) 是四元数代数的虚单元。然后我们证明,单位八元矩阵 (mathbf {F_p}textbf{p}) with (textbf{p}=textbf{l},textbf{il}) or ((textbf{l}+textbf{il})/sqrt{2}) ((textbf{l}、是八元数代数的虚数单位)可以对大小为(p乘以p)的环四元数矩阵进行对角化,这进一步意味着大小为(mp乘以np)的块环四元数矩阵可以通过FFT以(O(mnp/log p))的代价进行块对角化。作为应用之一,我们给出了一种快速算法,通过FFT加速计算(m/times n/times p) 和(n/times s/times p) 三阶四元数张量之间的T-product,其计算量几乎是原始张量的1/p。作为另一个应用,我们为具有一定低rankness的三阶四元数张量提出了一种有效的压缩策略。对彩色图像和彩色视频压缩的仿真表明,与基于 QSVD 的方法相比,我们的压缩策略不涉及 QSVD,能以更低的时间成本实现更高质量的 PSNR 值压缩。
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引用次数: 0
On the Solution Existence for Collocation Discretizations of Time-Fractional Subdiffusion Equations 论时间-分数子扩散方程对位离散化的解存在性
IF 2.5 2区 数学 Q1 MATHEMATICS, APPLIED Pub Date : 2024-07-18 DOI: 10.1007/s10915-024-02619-w
Sebastian Franz, Natalia Kopteva

Time-fractional parabolic equations with a Caputo time derivative of order (alpha in (0,1)) are discretized in time using continuous collocation methods. For such discretizations, we give sufficient conditions for existence and uniqueness of their solutions. Two approaches are explored: the Lax–Milgram Theorem and the eigenfunction expansion. The resulting sufficient conditions, which involve certain (mtimes m) matrices (where m is the order of the collocation scheme), are verified both analytically, for all (mge 1) and all sets of collocation points, and computationally, for all ( mle 20). The semilinear case is also addressed.

使用连续配位法对具有阶数为 (alpha in (0,1)) 的卡普托时间导数的时分数抛物方程进行时间离散化。对于这种离散化,我们给出了其解的存在性和唯一性的充分条件。我们探讨了两种方法:Lax-Milgram 定理和特征函数展开。由此产生的充分条件涉及到某些矩阵(其中m是配位方案的阶),对于所有的(mge 1)和所有的配位点集,这些充分条件都得到了分析验证;对于所有的(mle 20),这些充分条件也得到了计算验证。半线性情况也得到了解决。
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引用次数: 0
A Structure-Preserving Semi-implicit IMEX Finite Volume Scheme for Ideal Magnetohydrodynamics at all Mach and Alfvén Numbers 所有马赫数和阿尔弗文数下理想磁流体力学的保结构半隐式 IMEX 有限体积方案
IF 2.5 2区 数学 Q1 MATHEMATICS, APPLIED Pub Date : 2024-07-17 DOI: 10.1007/s10915-024-02606-1
Walter Boscheri, Andrea Thomann

We present a divergence-free semi-implicit finite volume scheme for the simulation of the ideal magnetohydrodynamics (MHD) equations which is stable for large time steps controlled by the local transport speed at all Mach and Alfvén numbers. An operator splitting technique allows to treat the convective terms explicitly while the hydrodynamic pressure and the magnetic field contributions are integrated implicitly, yielding two decoupled linear implicit systems. The linearity of the implicit part is achieved by means of a semi-implicit time linearization. This structure is favorable as second-order accuracy in time can be achieved relying on the class of semi-implicit IMplicit–EXplicit Runge–Kutta (IMEX-RK) methods. In space, implicit cell-centered finite difference operators are designed to discretely preserve the divergence-free property of the magnetic field on three-dimensional Cartesian meshes. The new scheme is also particularly well suited for low Mach number flows and for the incompressible limit of the MHD equations, since no explicit numerical dissipation is added to the implicit contribution and the time step is scale independent. Likewise, highly magnetized flows can benefit from the implicit treatment of the magnetic fluxes, hence improving the computational efficiency of the novel method. The convective terms undergo a shock-capturing second order finite volume discretization to guarantee the effectiveness of the proposed method even for high Mach number flows. The new scheme is benchmarked against a series of test cases for the ideal MHD equations addressing different acoustic and Alfvén Mach number regimes where the performance and the stability of the new scheme is assessed.

我们提出了一种用于模拟理想磁流体动力学(MHD)方程的无发散半隐式有限体积方案,该方案在所有马赫数和阿尔弗文数条件下,在由局部传输速度控制的大时间步长内都是稳定的。通过算子拆分技术,可以显式处理对流项,同时对流体动力压力和磁场贡献进行隐式积分,从而产生两个解耦线性隐式系统。隐式部分的线性是通过半隐式时间线性化实现的。这种结构非常有利,因为依靠半隐式 IMplicit-EXplicit Runge-Kutta (IMEX-RK) 方法可以实现时间上的二阶精度。在空间,设计了以单元为中心的隐式有限差分算子,以便在三维笛卡尔网格上离散地保留磁场的无发散特性。新方案还特别适用于低马赫数流动和 MHD 方程的不可压缩极限,因为在隐式贡献中不添加显式数值耗散,而且时间步长与尺度无关。同样,高磁化流动也可以受益于对磁通量的隐式处理,从而提高新方法的计算效率。对流项进行了冲击捕获二阶有限体积离散化处理,以保证所提议的方法即使在高马赫数流动时也能有效。新方法以一系列针对不同声学和阿尔弗韦恩马赫数机制的理想 MHD 方程测试案例为基准,评估了新方法的性能和稳定性。
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引用次数: 0
A Mass-Conservative Reduced-Order Algorithm in Solving Optimal Control of Convection-Diffusion Equation 解决对流扩散方程优化控制的质量守恒降序算法
IF 2.5 2区 数学 Q1 MATHEMATICS, APPLIED Pub Date : 2024-07-14 DOI: 10.1007/s10915-024-02620-3
Junpeng Song, Qiuqin Wu, Yi Shi

This paper introduces a novel approach, the mass-conservative reduced-order characteristic finite element (MCROCFE) method, designed for optimal control problem governed by convection-diffusion equation. The study delves into scenarios where the original state equation exhibits mass-conservation, yet the velocity field is non-divergence-free. The key points of emphasis are: (1) The method effectively addresses convection-dominated diffusion systems through the application of the characteristic technique; (2) Its efficiency is underscored by leveraging the proper orthogonal decomposition (POD) technique, significantly reducing the scale of solving algebraic equation systems; (3) The proposed scheme, based on the mass-conservative characteristic finite element (MCCFE) method framework and the classical POD technique with a slight adjustment to reduce-order space, maintains mass-conservation for the state variable. A priori error estimates are derived for the mass-conservative reduced-order scheme. Theoretical results are validated through numerical comparisons with the MCCFE method, emphasizing the mass-conservation, accuracy and efficiency of the MCROCFE method.

本文介绍了一种新方法--质量守恒降阶特征有限元(MCROCFE)方法,该方法专为受对流扩散方程支配的优化控制问题而设计。该研究深入探讨了原始状态方程具有质量守恒,但速度场无发散的情况。重点在于(1) 通过应用特征技术,该方法有效地解决了对流主导的扩散系统问题;(2) 利用适当的正交分解(POD)技术,大大降低了代数方程系统的求解规模,从而提高了该方法的效率;(3) 基于质量守恒特征有限元(MCCFE)方法框架和经典的 POD 技术,并对减阶空间稍作调整,所提出的方案保持了状态变量的质量守恒。对质量守恒的减阶方案进行了先验误差估计。通过与 MCCFE 方法的数值比较,对理论结果进行了验证,强调了 MCROCFE 方法的质量保证、准确性和效率。
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引用次数: 0
A Preconditioned MINRES Method for Block Lower Triangular Toeplitz Systems 块下三角托普利兹系统的预处理 MINRES 方法
IF 2.5 2区 数学 Q1 MATHEMATICS, APPLIED Pub Date : 2024-07-13 DOI: 10.1007/s10915-024-02611-4
Congcong Li, Xuelei Lin, Sean Hon, Shu-Lin Wu

In this study, a novel preconditioner based on the absolute-value block (alpha )-circulant matrix approximation is developed, specifically designed for nonsymmetric dense block lower triangular Toeplitz (BLTT) systems that emerge from the numerical discretization of evolutionary equations. Our preconditioner is constructed by taking an absolute-value of a block (alpha )-circulant matrix approximation to the BLTT matrix. To apply our preconditioner, the original BLTT linear system is converted into a symmetric form by applying a time-reversing permutation transformation. Then, with our preconditioner, the preconditioned minimal residual method (MINRES) solver is employed to solve the symmetrized linear system. With properly chosen (alpha ), the eigenvalues of the preconditioned matrix are proven to be clustered around (pm 1) without any significant outliers. With the clustered spectrum, we show that the preconditioned MINRES solver for the preconditioned system has a convergence rate independent of system size. The efficacy of the proposed preconditioner is corroborated by our numerical experiments, which reveal that it attains optimal convergence.

在本研究中,我们开发了一种基于绝对值块(α )-圆周矩阵近似的新型预处理器,专门用于进化方程数值离散化过程中出现的非对称密集块下三角托普利兹(BLTT)系统。我们的前置条件器是通过对 BLTT 矩阵取块 (α )-循环矩阵近似值的绝对值来构建的。为了应用我们的前置条件器,原始的 BLTT 线性系统通过应用时间逆变换变换转换成对称形式。然后,利用我们的前置条件器,采用前置条件最小残差法(MINRES)求解器求解对称线性系统。通过正确选择 (α),证明预处理矩阵的特征值围绕 (pm 1)聚类,没有任何明显的异常值。通过聚类谱,我们证明了针对预处理系统的预处理 MINRES 求解器具有与系统规模无关的收敛速率。我们的数值实验证实了所提出的预条件器的功效,实验表明它达到了最佳收敛效果。
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引用次数: 0
Stability Analysis and Error Estimate of the Explicit Single-Step Time-Marching Discontinuous Galerkin Methods with Stage-Dependent Numerical Flux Parameters for a Linear Hyperbolic Equation in One Dimension 一维线性双曲方程的显式单步时间行进非连续伽勒金方法与阶段性数值通量参数的稳定性分析和误差估计
IF 2.5 2区 数学 Q1 MATHEMATICS, APPLIED Pub Date : 2024-07-13 DOI: 10.1007/s10915-024-02621-2
Yuan Xu, Chi-Wang Shu, Qiang Zhang

In this paper, we present the (hbox {L}^2)-norm stability analysis and error estimate for the explicit single-step time-marching discontinuous Galerkin (DG) methods with stage-dependent numerical flux parameters, when solving a linear constant-coefficient hyperbolic equation in one dimension. Two well-known examples of this method include the Runge–Kutta DG method with the downwind treatment for the negative time marching coefficients, as well as the Lax–Wendroff DG method with arbitrary numerical flux parameters to deal with the auxiliary variables. The stability analysis framework is an extension and an application of the matrix transferring process based on the temporal differences of stage solutions, and a new concept, named as the averaged numerical flux parameter, is proposed to reveal the essential upwind mechanism in the fully discrete status. Distinguished from the traditional analysis, we have to present a novel way to obtain the optimal error estimate in both space and time. The main tool is a series of space–time approximation functions for a given spatial function, which preserve the local structure of the fully discrete schemes and the balance of exact evolution under the control of the partial differential equation. Finally some numerical experiments are given to validate the theoretical results proposed in this paper.

本文介绍了在求解一维线性常系数双曲方程时,具有阶段相关数值通量参数的显式单步时间行进非连续伽勒金(DG)方法的 (hbox {L}^2)-规范稳定性分析和误差估计。这种方法的两个著名例子包括采用顺风法处理负时间行进系数的 Runge-Kutta DG 方法,以及采用任意数值通量参数处理辅助变量的 Lax-Wendroff DG 方法。稳定性分析框架是基于阶段解时间差的矩阵转移过程的扩展和应用,并提出了一个新概念,即平均数值通量参数,以揭示完全离散状态下的本质上风机制。有别于传统的分析方法,我们必须提出一种在空间和时间上获得最佳误差估计的新方法。主要工具是给定空间函数的一系列时空近似函数,它们保留了完全离散方案的局部结构以及偏微分方程控制下精确演化的平衡。最后,本文给出了一些数值实验来验证本文提出的理论结果。
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引用次数: 0
Superconvergence Analysis of a Robust Orthogonal Gauss Collocation Method for 2D Fourth-Order Subdiffusion Equations 二维四阶次扩散方程的鲁棒正交高斯配位法的超收敛性分析
IF 2.5 2区 数学 Q1 MATHEMATICS, APPLIED Pub Date : 2024-07-12 DOI: 10.1007/s10915-024-02616-z
Xuehua Yang, Zhimin Zhang

In this paper, we study the orthogonal Gauss collocation method (OGCM) with an arbitrary polynomial degree for the numerical solution of a two-dimensional (2D) fourth-order subdiffusion model. This numerical method involves solving a coupled system of partial differential equations by using OGCM in space together with the L1 scheme in time on a graded mesh. The approximations (w^n_h) and (v^n_h) of (w(cdot , t_n)) and (varDelta w(cdot , t_n)) are constructed. The stability of (w^n_h) and (v^n_h) are proved, and the a priori bounds of (Vert w^n_hVert ) and (Vert v^n_hVert ) are established, remaining (alpha )-robust as (alpha rightarrow 1^{-}). Then, the error (Vert w(cdot , t_n)- w^n_hVert ) and (Vert varDelta w(cdot , t_n)-v^n_hVert ) are estimated with (alpha )-robust at each time level. In addition, superconvergence results of the first-order and second-order derivative approximations are proved. These new error bounds are desirable and natural, as that they are optimal in both temporal and spatial mesh parameters for each fixed (alpha ). Finally some numerical results are provided to support our theoretical findings.

本文研究了用于数值求解二维(2D)四阶次扩散模型的任意多项式阶数的正交高斯配位法(OGCM)。该数值方法包括在分级网格上使用空间 OGCM 和时间 L1 方案求解耦合偏微分方程系统。构建了 (w(cdot , t_n) 和 (varDelta w(cdot , t_n)) 的近似值 (w^n_h) 和 (v^n_h) 。证明了(w^n_h)和(v^n_h)的稳定性,并且建立了(Vert w^n_hVert )和(Vert v^n_hVert )的先验边界,当(alpha rightrow 1^{-})时保持(alpha )-稳健。然后,误差(Vert w(cdot , t_n)- w^n_hVert )和误差(Vert varDelta w(cdot , t_n)-v^n_hVert )在每个时间水平上都被(alpha )-robust估计。此外,还证明了一阶和二阶导数近似的超收敛结果。这些新的误差边界是理想和自然的,因为对于每个固定的 (α ),它们在时间和空间网格参数上都是最优的。最后提供了一些数值结果来支持我们的理论发现。
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引用次数: 0
Gradient-Based Monte Carlo Methods for Relaxation Approximations of Hyperbolic Conservation Laws 基于梯度的蒙特卡罗方法用于双曲守恒定律的松弛逼近
IF 2.5 2区 数学 Q1 MATHEMATICS, APPLIED Pub Date : 2024-07-11 DOI: 10.1007/s10915-024-02614-1
Giulia Bertaglia, Lorenzo Pareschi, Russel E. Caflisch

Particle methods based on evolving the spatial derivatives of the solution were originally introduced to simulate reaction-diffusion processes, inspired by vortex methods for the Navier–Stokes equations. Such methods, referred to as gradient random walk methods, were extensively studied in the ’90s and have several interesting features, such as being grid-free, automatically adapting to the solution by concentrating elements where the gradient is large, and significantly reducing the variance of the standard random walk approach. In this work, we revive these ideas by showing how to generalize the approach to a larger class of partial differential equations, including hyperbolic systems of conservation laws. To achieve this goal, we first extend the classical Monte Carlo method to relaxation approximation of systems of conservation laws, and subsequently consider a novel particle dynamics based on the spatial derivatives of the solution. The methodology, combined with asymptotic-preserving splitting discretization, yields a way to construct a new class of gradient-based Monte Carlo methods for hyperbolic systems of conservation laws. Several results in one spatial dimension for scalar equations and systems of conservation laws show that the new methods are very promising and yield remarkable improvements compared to standard Monte Carlo approaches, either in terms of variance reduction as well as in describing the shock structure.

受纳维埃-斯托克斯方程涡流法的启发,基于解的空间导数演化的粒子法最初被引入模拟反应扩散过程。这种方法被称为梯度随机漫步法,在上世纪 90 年代得到了广泛研究,它有几个有趣的特点,例如无网格、通过集中梯度较大的元素自动适应解,以及显著降低标准随机漫步法的方差。在这项研究中,我们重新提出了这些想法,展示了如何将这种方法推广到更大类的偏微分方程中,包括双曲守恒定律系统。为实现这一目标,我们首先将经典蒙特卡罗方法扩展到守恒定律系统的松弛近似,随后考虑基于解的空间导数的新型粒子动力学。该方法与渐近保留分裂离散化相结合,为双曲守恒定律系统构建了一类新的基于梯度的蒙特卡罗方法。在标量方程和守恒定律系统的一个空间维度上的几个结果表明,新方法非常有前途,与标准蒙特卡罗方法相比,无论是在减少方差方面,还是在描述冲击结构方面,都有显著的改进。
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引用次数: 0
Weakly Compressible Two-Layer Shallow-Water Flows Along Channels 弱可压缩两层浅水水道流
IF 2.5 2区 数学 Q1 MATHEMATICS, APPLIED Pub Date : 2024-07-11 DOI: 10.1007/s10915-024-02608-z
Sarswati Shah, Gerardo Hernández-Dueñas

In this paper, we formulate a model for weakly compressible two-layer shallow water flows with friction in general channels. The formulated model is non-conservative, and in contrast to the incompressible limit, our system is strictly hyperbolic. The generalized Rankine–Hugoniot conditions are provided for the present system with non-conservative products to define weak solutions. We write the Riemann invariants along each characteristic field for channels with constant width in an appendix. A robust well-balanced path-conservative semi-discrete central-upwind scheme is proposed and implemented to validate exact solutions to the Riemann problem. We also present numerical tests in general channels to show the merits of the scheme.

在本文中,我们建立了一个在一般水道中具有摩擦力的弱可压缩双层浅水流模型。所建立的模型是非守恒的,与不可压缩极限相反,我们的系统是严格双曲的。我们为本系统提供了广义的 Rankine-Hugoniot 条件,并定义了弱解。我们在附录中写出了具有恒定宽度的通道沿每个特征域的黎曼不变式。我们提出并实施了一种稳健的均衡路径保守半离散中央上风方案,以验证黎曼问题的精确解。我们还在一般通道中进行了数值测试,以显示该方案的优点。
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引用次数: 0
A Penalty-Free and Essentially Stabilization-Free DG Method for Convection-Dominated Second-Order Elliptic Problems 针对对流主导的二阶椭圆问题的无罚金且基本无稳定的 DG 方法
IF 2.5 2区 数学 Q1 MATHEMATICS, APPLIED Pub Date : 2024-07-09 DOI: 10.1007/s10915-024-02615-0
Huoyuan Duan, Junhua Ma

A new discontinuous Galerkin (DG) method is proposed and analyzed for general second-order elliptic problems. It features that local (L^2) projections are used to reconstruct the diffusion term and the convection term and that it does not need any penalty and even does not need any stabilization in the formulation. The Babus̆ka inf-sup stability is proven. The error estimates are established. More importantly, the new DG method can hold the SUPG-type stability for the convection; the SUPG-type optimal error estimates ({{mathcal {O}}}(h^{ell +1/2})) is obtained for the problem with a dominating convection for the (ell )-th order ((ell ge 0)) discontinuous element. Numerical results are provided.

针对一般二阶椭圆问题,提出并分析了一种新的非连续伽勒金(DG)方法。它的特点是使用局部(L^2)投影来重建扩散项和对流项,并且不需要任何惩罚,甚至不需要任何稳定公式。证明了 Babus̆ka inf-sup 稳定性。建立了误差估计。更重要的是,新的DG方法可以保持对流的SUPG型稳定性;对于(ell)-th order ((ellge 0))不连续元素的支配对流问题,得到了SUPG型最优误差估计值(({{mathcal {O}}(h^{ell +1/2}) )。提供了数值结果。
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引用次数: 0
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Journal of Scientific Computing
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