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Erratum: Analysis and Numerical Approximation of Stationary Second-Order Mean Field Game Partial Differential Inclusions 勘误:静态二阶均值场博弈偏微分夹杂的分析与数值逼近
IF 2.9 2区 数学 Q1 MATHEMATICS, APPLIED Pub Date : 2024-10-22 DOI: 10.1137/24m165123x
Yohance A. P. Osborne, Iain Smears
SIAM Journal on Numerical Analysis, Volume 62, Issue 5, Page 2415-2417, October 2024.
Abstract. We correct the proofs of Theorems 3.3 and 5.2 in [Y. A. P. Osborne and I. Smears, SIAM J. Numer. Anal., 62 (2024), pp. 138–166]. With the corrected proofs, Theorems 3.3 and 5.2 are shown to be valid without change to their hypotheses or conclusions.
SIAM 数值分析期刊》第 62 卷第 5 期第 2415-2417 页,2024 年 10 月。 摘要。我们对定理 3.3 和 5.2 的证明进行了修正 [Y. A. P. Osborne and I. Smears, SIAM J. No.A. P. Osborne and I. Smears, SIAM J. Numer.Anal., 62 (2024), pp.]在修正证明后,定理 3.3 和 5.2 被证明是有效的,其假设和结论没有改变。
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引用次数: 0
Achieving High Convergence Rates by Quasi-Monte Carlo and Importance Sampling for Unbounded Integrands 用准蒙特卡罗和重要性采样实现无界积分的高收敛率
IF 2.9 2区 数学 Q1 MATHEMATICS, APPLIED Pub Date : 2024-10-21 DOI: 10.1137/23m1622489
Du Ouyang, Xiaoqun Wang, Zhijian He
SIAM Journal on Numerical Analysis, Volume 62, Issue 5, Page 2393-2414, October 2024.
Abstract. We consider the problem of estimating an expectation [math] by quasi-Monte Carlo (QMC) methods, where [math] is an unbounded smooth function and [math] is a standard normal random vector. While the classical Koksma–Hlawka inequality cannot be directly applied to unbounded functions, we establish a novel framework to study the convergence rates of QMC for unbounded smooth integrands. We propose a projection method to modify the unbounded integrands into bounded and smooth ones, which differs from the low variation extension strategy of avoiding the singularities along the boundary of the unit cube [math] in Owen [SIAM Rev., 48 (2006), pp. 487–503]. The total error is then bounded by the quadrature error of the transformed integrand and the projection error. We prove that if the function [math] and its mixed partial derivatives do not grow too fast as the Euclidean norm [math] tends to infinity, then projection-based QMC and randomized QMC (RQMC) methods achieve an error rate of [math] with a sample size [math] and an arbitrarily small [math]. However, the error rate turns out to be only [math] when the functions grow exponentially as [math] with [math]. Remarkably, we find that using importance sampling with [math]-distribution as the proposal can dramatically improve the root mean squared error of RQMC from [math] to [math].
SIAM 数值分析期刊》第 62 卷第 5 期第 2393-2414 页,2024 年 10 月。 摘要。我们考虑了用准蒙特卡罗(QMC)方法估计期望 [math] 的问题,其中 [math] 是一个无界光滑函数,[math] 是一个标准正态随机向量。虽然经典的 Koksma-Hlawka 不等式不能直接应用于无界函数,但我们建立了一个新颖的框架来研究无界光滑积分的 QMC 收敛率。我们提出了一种投影方法,将无界积分修改为有界光滑积分,这种方法不同于欧文[SIAM Rev., 48 (2006), pp.然后,总误差由变换积分的正交误差和投影误差限定。我们证明,如果函数 [math] 及其混合偏导数不会随着欧几里得规范 [math] 趋于无穷大而增长过快,那么基于投影的 QMC 和随机 QMC (RQMC) 方法在样本量 [math] 和任意小 [math] 的情况下,误差率可达 [math]。然而,当函数以[math]为[math]的指数增长时,误差率仅为[math]。值得注意的是,我们发现使用[math]分布的重要性采样作为建议,可以将 RQMC 的均方根误差从[math]大幅提高到[math]。
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引用次数: 0
How Sharp Are Error Bounds? –Lower Bounds on Quadrature Worst-Case Errors for Analytic Functions– 误差界限有多精确?-解析函数的正交最差误差下限--
IF 2.9 2区 数学 Q1 MATHEMATICS, APPLIED Pub Date : 2024-10-18 DOI: 10.1137/24m1634163
Takashi Goda, Yoshihito Kazashi, Ken’ichiro Tanaka
SIAM Journal on Numerical Analysis, Volume 62, Issue 5, Page 2370-2392, October 2024.
Abstract. Numerical integration over the real line for analytic functions is studied. Our main focus is on the sharpness of the error bounds. We first derive two general lower estimates for the worst-case integration error, and then apply these to establish lower bounds for various quadrature rules. These bounds turn out to either be novel or improve upon existing results, leading to lower bounds that closely match upper bounds for various formulas. Specifically, for the suitably truncated trapezoidal rule, we improve upon general lower bounds on the worst-case error obtained by Sugihara [Numer. Math., 75 (1997), pp. 379–395] and provide exceptionally sharp lower bounds apart from a polynomial factor, and in particular we show that the worst-case error for the trapezoidal rule by Sugihara is not improvable by more than a polynomial factor. Additionally, our research reveals a discrepancy between the error decay of the trapezoidal rule and Sugihara’s lower bound for general numerical integration rules, introducing a new open problem. Moreover, the Gauss–Hermite quadrature is proven suboptimal under the decay conditions on integrands we consider, a result not deducible from upper-bound arguments alone. Furthermore, to establish the near-optimality of the suitably scaled Gauss–Legendre and Clenshaw–Curtis quadratures, we generalize a recent result of Trefethen [SIAM Rev., 64 (2022), pp. 132–150] for the upper error bounds in terms of the decay conditions.
SIAM 数值分析期刊》第 62 卷第 5 期第 2370-2392 页,2024 年 10 月。 摘要研究了解析函数实线上的数值积分。我们主要关注误差边界的尖锐性。我们首先推导出最坏情况积分误差的两个一般下限估计,然后应用这些估计建立各种正交规则的下限。这些下限要么是新颖的,要么是对现有结果的改进,从而使下限与各种公式的上限非常接近。具体地说,对于适当截断的梯形规则,我们改进了 Sugihara [Numer. Math., 75 (1997), pp.此外,我们的研究还揭示了梯形法则的误差衰减与 Sugihara 的一般数值积分规则下限之间的差异,从而引入了一个新的开放性问题。此外,在我们考虑的积分衰减条件下,高斯-赫米特正交被证明是次优的,而这一结果不能仅从上界论证中推导出来。此外,为了确定适当缩放的高斯-勒根德和克伦肖-柯蒂斯正交接近最优,我们推广了 Trefethen [SIAM Rev., 64 (2022), pp.
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引用次数: 0
Fractal Multiquadric Interpolation Functions 分形多四边形插值函数
IF 2.9 2区 数学 Q1 MATHEMATICS, APPLIED Pub Date : 2024-10-18 DOI: 10.1137/23m1578917
D. Kumar, A. K. B. Chand, P. R. Massopust
SIAM Journal on Numerical Analysis, Volume 62, Issue 5, Page 2349-2369, October 2024.
Abstract. In this article, we impose fractal features onto classical multiquadric (MQ) functions. This generates a novel class of fractal functions, called fractal MQ functions, where the symmetry of the original MQ function with respect to the origin is maintained. This construction requires a suitable extension of the domain and similar partitions on the left side with the same choice of scaling parameters. Smooth fractal MQ functions are proposed to solve initial value problems via a collocation method. Our numerical computations suggest that fractal MQ functions offer higher accuracy and more flexibility for the solutions compared to the existing classical MQ functions. Some approximation results associated with fractal MQ functions are also presented.
SIAM 数值分析期刊》第 62 卷第 5 期第 2349-2369 页,2024 年 10 月。 摘要在这篇文章中,我们将分形特征强加给经典多曲函数(MQ)。这就产生了一类新的分形函数,称为分形 MQ 函数,其中保持了原始 MQ 函数相对于原点的对称性。这种构造需要对域进行适当扩展,并在左侧进行类似的分区,同时选择相同的缩放参数。我们提出了平滑分形 MQ 函数,以通过搭配法解决初值问题。我们的数值计算表明,与现有的经典 MQ 函数相比,分形 MQ 函数提供了更高的精度和更灵活的解决方案。此外,还介绍了与分形 MQ 函数相关的一些近似结果。
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引用次数: 0
High Order Biorthogonal Functions in [math](curl) 数学](卷曲)中的高阶双正交函数
IF 2.9 2区 数学 Q1 MATHEMATICS, APPLIED Pub Date : 2024-10-14 DOI: 10.1137/23m1606794
Tim Haubold, Sven Beuchler, Joachim Schöberl
SIAM Journal on Numerical Analysis, Volume 62, Issue 5, Page 2331-2348, October 2024.
Abstract. From the literature, it is known that the choice of basis functions in hp-FEM heavily influences the computational cost in order to obtain an approximate solution. Depending on the choice of the reference element, suitable tensor product like basis functions of Jacobi polynomials with different weights lead to optimal properties due to condition number and sparsity. This paper presents biorthogonal basis functions to the primal basis functions mentioned above. The authors investigate hypercubes and simplices as reference elements, as well as the cases of H1 and H(Curl). The functions can be expressed as sums of tensor products of Jacobi polynomials with maximal two summands.
SIAM 数值分析期刊》第 62 卷第 5 期第 2331-2348 页,2024 年 10 月。 摘要从文献中可知,为了获得近似解,hp-FEM 中基函数的选择严重影响计算成本。根据参考元素的选择,合适的具有不同权重的雅可比多项式的张量乘积类似基函数会带来条件数和稀疏性的最佳特性。本文介绍了上述基元基函数的双正交基函数。作者研究了作为参考元素的超立方体和简单体,以及 H1 和 H(Curl) 的情况。这些函数可以表示为最大两个和的雅可比多项式的张量乘积之和。
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引用次数: 0
Convergence Analysis of the Parareal Algorithm with Nonuniform Fine Time Grid 具有非均匀精细时间网格的 Parareal 算法的收敛性分析
IF 2.9 2区 数学 Q1 MATHEMATICS, APPLIED Pub Date : 2024-10-10 DOI: 10.1137/23m1592481
Shu-Lin Wu, Tao Zhou
SIAM Journal on Numerical Analysis, Volume 62, Issue 5, Page 2308-2330, October 2024.
Abstract. In this paper, we study the convergence properties of the parareal algorithm with uniform coarse time grid and arbitrarily distributed (nonuniform) fine time grid, which may be changed at each iteration. We employ the backward-Euler method as the coarse propagator and a general single-step time-integrator as the fine propagator. Specifically, we consider two implementations of the coarse grid correction: the standard time-stepping mode and the parallel mode via the so-called diagonalization technique. For both cases, we prove that under certain conditions of the stability function of the fine propagator, the convergence factor of the parareal algorithm is not larger than that of the associated algorithm with a uniform fine time grid. Furthermore, we show that when such conditions are not satisfied, one can indeed observe degenerations of the convergence rate. The model that is used for performing the analysis is the Dahlquist test equation with nonnegative parameter, and the numerical results indicate that the theoretical results hold for nonlinear ODEs and linear ODEs where the coefficient matrix has complex eigenvalues.
SIAM 数值分析期刊》第 62 卷第 5 期第 2308-2330 页,2024 年 10 月。 摘要本文研究了具有均匀粗时间网格和任意分布(非均匀)细时间网格(可在每次迭代中改变)的准噶尔算法的收敛特性。我们采用后向欧拉法作为粗传播器,采用一般的单步时间积分器作为细传播器。具体来说,我们考虑了粗网格修正的两种实现方式:标准时间步进模式和通过所谓对角化技术实现的并行模式。对于这两种情况,我们都证明了在精细传播器稳定函数的某些条件下,平行算法的收敛因子不会大于采用均匀精细时间网格的相关算法。此外,我们还证明,当不满足这些条件时,确实可以观察到收敛速率的退化。用于分析的模型是参数为非负的 Dahlquist 检验方程,数值结果表明,理论结果在非线性 ODE 和系数矩阵具有复特征值的线性 ODE 中均成立。
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引用次数: 0
Numerical Reconstruction of Diffusion and Potential Coefficients from Two Observations: Decoupled Recovery and Error Estimates 根据两次观测结果数值重构扩散系数和电位系数:解耦恢复和误差估计
IF 2.9 2区 数学 Q1 MATHEMATICS, APPLIED Pub Date : 2024-10-03 DOI: 10.1137/23m1590743
Siyu Cen, Zhi Zhou
SIAM Journal on Numerical Analysis, Volume 62, Issue 5, Page 2276-2307, October 2024.
Abstract. The focus of this paper is on the concurrent reconstruction of both the diffusion and potential coefficients present in an elliptic/parabolic equation, utilizing two internal measurements of the solutions. A decoupled algorithm is constructed to sequentially recover these two parameters. In the first step, we implement a straightforward reformulation that results in a standard problem of identifying the diffusion coefficient. This coefficient is then numerically recovered, with no requirement for knowledge of the potential, by utilizing an output least-squares method coupled with finite element discretization. In the second step, the previously recovered diffusion coefficient is employed to reconstruct the potential coefficient, applying a method similar to the first step. Our approach is stimulated by a constructive conditional stability, and we provide rigorous a priori error estimates in [math] for the recovered diffusion and potential coefficients. To derive these estimates, we develop a weighted energy argument and suitable positivity conditions. These estimates offer a beneficial guide for choosing regularization parameters and discretization mesh sizes, in accordance with the noise level. Some numerical experiments are presented to demonstrate the accuracy of the numerical scheme and support our theoretical results.
SIAM 数值分析期刊》第 62 卷第 5 期第 2276-2307 页,2024 年 10 月。 摘要本文的重点是利用解的两个内部测量值,同时重建椭圆/抛物方程中的扩散系数和势系数。本文构建了一种解耦算法来依次恢复这两个参数。第一步,我们采用直接的重述方法,从而解决识别扩散系数的标准问题。然后,利用输出最小二乘法与有限元离散化相结合的方法,以数值方法恢复该系数,而无需了解电势。在第二步中,采用与第一步类似的方法,利用先前恢复的扩散系数重建电势系数。我们的方法受到构造条件稳定性的启发,我们在[数学]中为恢复的扩散系数和势能系数提供了严格的先验误差估计。为了得出这些估计值,我们开发了一个加权能量论证和合适的正向条件。这些估计值为根据噪声水平选择正则化参数和离散化网格大小提供了有益的指导。我们还介绍了一些数值实验,以证明数值方案的准确性,并支持我们的理论结果。
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引用次数: 0
On the Optimality of Target-Data-Dependent Kernel Greedy Interpolation in Sobolev Reproducing Kernel Hilbert Spaces 论索博廖夫重现核希尔伯特空间中目标数据依赖核贪婪插值的最优性
IF 2.9 2区 数学 Q1 MATHEMATICS, APPLIED Pub Date : 2024-09-23 DOI: 10.1137/23m1587956
Gabriele Santin, Tizian Wenzel, Bernard Haasdonk
SIAM Journal on Numerical Analysis, Volume 62, Issue 5, Page 2249-2275, October 2024.
Abstract. Kernel interpolation is a versatile tool for the approximation of functions from data, and it can be proven to have some optimality properties when used with kernels related to certain Sobolev spaces. In the context of interpolation, the selection of optimal function sampling locations is a central problem, both from a practical perspective and as an interesting theoretical question. Greedy interpolation algorithms provide a viable solution for this task, being efficient to run and provably accurate in their approximation. In this paper we close a gap that is present in the convergence theory for these algorithms by employing a recent result on general greedy algorithms. This modification leads to new convergence rates which match the optimal ones when restricted to the [math]-greedy target-data-independent selection rule and can additionally be proven to be optimal when they fully exploit adaptivity ([math]-greedy). Other than closing this gap, the new results have some significance in the broader setting of the optimality of general approximation algorithms in reproducing kernel Hilbert spaces, as they allow us to compare adaptive interpolation with nonadaptive best nonlinear approximation.
SIAM 数值分析期刊》第 62 卷第 5 期第 2249-2275 页,2024 年 10 月。 摘要核插值是一种从数据中逼近函数的通用工具,当使用与某些 Sobolev 空间相关的核时,可以证明它具有某些最优性。在内插法中,最佳函数采样位置的选择是一个核心问题,无论是从实用角度还是作为一个有趣的理论问题都是如此。贪婪插值算法为这一任务提供了可行的解决方案,不仅运行高效,而且近似精确。在本文中,我们采用了关于一般贪婪算法的最新结果,从而弥补了这些算法在收敛理论方面的不足。这一修改带来了新的收敛率,当局限于[数学]贪婪目标数据无关选择规则时,新收敛率与最优收敛率相匹配;当它们完全利用适应性([数学]贪婪)时,新收敛率也能被证明为最优收敛率。除了缩小这一差距之外,新结果还对再现核希尔伯特空间中一般近似算法的最优性这一更广泛的问题具有重要意义,因为它们允许我们比较自适应插值与非自适应最佳非线性近似。
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引用次数: 0
Analysis of Local Discontinuous Galerkin Methods with Implicit-Explicit Time Marching for Linearized KdV Equations 针对线性化 KdV 方程的隐式-显式时间行进局部非连续伽勒金方法分析
IF 2.9 2区 数学 Q1 MATHEMATICS, APPLIED Pub Date : 2024-09-19 DOI: 10.1137/24m1635818
Haijin Wang, Qi Tao, Chi-Wang Shu, Qiang Zhang
SIAM Journal on Numerical Analysis, Volume 62, Issue 5, Page 2222-2248, October 2024.
Abstract. In this paper, we present the stability and error analysis of two fully discrete IMEX-LDG schemes, combining local discontinuous Galerkin spatial discretization with implicit-explicit Runge–Kutta temporal discretization, for the linearized one-dimensional KdV equations. The energy stability analysis begins with a series of temporal differences about stage solutions. Then by exploring the stability mechanism from the temporal differences, and by constructing the seminegative definite symmetric form related to the discretization of the dispersion term, and by adopting the important relationships between the auxiliary variables with the prime variable to control the antidissipation terms, we derive the unconditional stability for a discrete energy involving the prime variable and all the auxiliary variables, in the sense that the time step is bounded by a constant that is independent of the spatial mesh size. We also propose a new projection technique and adopt the technique of summation by parts in the time direction to achieve the optimal order of accuracy. The new projection technique can serve as an analytical tool to be applied to general odd order wave equations. Finally, numerical experiments are shown to test the stability and accuracy of the considered schemes.
SIAM 数值分析期刊》第 62 卷第 5 期第 2222-2248 页,2024 年 10 月。 摘要本文介绍了线性化一维 KdV 方程的两种完全离散 IMEX-LDG 方案的稳定性和误差分析,这两种方案结合了局部不连续 Galerkin 空间离散和隐式-显式 Runge-Kutta 时间离散。能量稳定性分析从阶段解的一系列时差开始。然后,通过从时差中探索稳定机制,构建与离散项离散化相关的半负定对称形式,并采用辅助变量与质点变量之间的重要关系来控制反离散项,我们推导出了涉及质点变量和所有辅助变量的离散能量的无条件稳定性,即时间步长由一个与空间网格大小无关的常数限定。我们还提出了一种新的投影技术,并采用时间方向上的分部求和技术来实现最佳精度阶次。新的投影技术可以作为一种分析工具,应用于一般的奇阶波方程。最后,通过数值实验检验了所考虑方案的稳定性和准确性。
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引用次数: 0
Some Grönwall Inequalities for a Class of Discretizations of Time Fractional Equations on Nonuniform Meshes 非均匀网格上一类时间分式方程离散化的一些格伦沃尔不等式
IF 2.9 2区 数学 Q1 MATHEMATICS, APPLIED Pub Date : 2024-09-18 DOI: 10.1137/24m1631614
Yuanyuan Feng, Lei Li, Jian-Guo Liu, Tao Tang
SIAM Journal on Numerical Analysis, Volume 62, Issue 5, Page 2196-2221, October 2024.
Abstract. We consider the completely positive discretizations of fractional ordinary differential equations (FODEs) on nonuniform meshes. Making use of the resolvents for nonuniform meshes, we first establish comparison principles for the discretizations. Then we prove some discrete Grönwall inequalities using the comparison principles and careful analysis of the solutions to the time continuous FODEs. Our results do not have restriction on the step size ratio. The Grönwall inequalities for dissipative equations can be used to obtain the uniform-in-time error control and decay estimates of the numerical solutions. The Grönwall inequalities are then applied to subdiffusion problems and the time fractional Allen–Cahn equations for illustration.
SIAM 数值分析期刊》第 62 卷第 5 期第 2196-2221 页,2024 年 10 月。 摘要。我们考虑在非均匀网格上对分数常微分方程(FODE)进行完全正离散化。利用非均匀网格的解析式,我们首先建立了离散化的比较原则。然后,我们利用比较原理和对时间连续 FODE 解的仔细分析,证明了一些离散格伦沃不等式。我们的结果对步长比没有限制。耗散方程的格伦沃尔不等式可用于获得数值解的时间均匀误差控制和衰减估计。然后将格伦沃尔不等式应用于亚扩散问题和时间分数 Allen-Cahn 方程以作说明。
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引用次数: 0
期刊
SIAM Journal on Numerical Analysis
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