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A Posteriori Error Control for Fourth-Order Semilinear Problems with Quadratic Nonlinearity 具有二次非线性的四阶半线性问题的后验误差控制
IF 2.9 2区 数学 Q1 MATHEMATICS, APPLIED Pub Date : 2024-04-03 DOI: 10.1137/23m1589852
Carsten Carstensen, Benedikt Gräßle, Neela Nataraj
SIAM Journal on Numerical Analysis, Volume 62, Issue 2, Page 919-945, April 2024.
Abstract. A general a posteriori error analysis applies to five lowest-order finite element methods for two fourth-order semilinear problems with trilinear nonlinearity and a general source. A quasi-optimal smoother extends the source term to the discrete trial space and, more important, modifies the trilinear term in the stream-function vorticity formulation of the incompressible two-dimensional Navier–Stokes equations and the von Kármán equations. This enables the first efficient and reliable a posteriori error estimates for the two-dimensional Navier–Stokes equations in the stream-function vorticity formulation for Morley, two discontinuous Galerkin, [math] interior penalty, and weakly overpenalized symmetric interior penalty discretizations with piecewise quadratic polynomials.
SIAM 数值分析期刊》第 62 卷第 2 期第 919-945 页,2024 年 4 月。 摘要。针对两个具有三线性非线性和一般源的四阶半线性问题,对五种最低阶有限元方法进行了一般后验误差分析。准最优平滑器将源项扩展到离散试验空间,更重要的是,它修改了不可压缩二维 Navier-Stokes 方程和 von Kármán 方程的流函数涡度公式中的三线性项。这首次为莫雷、两个不连续 Galerkin、[math] 内部惩罚和弱超珀尔对称内部惩罚离散化的二维 Navier-Stokes 方程的流函数涡度公式提供了高效可靠的后验误差估计。
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引用次数: 0
Cut Finite Element Method for Divergence-Free Approximation of Incompressible Flow: A Lagrange Multiplier Approach 无发散逼近不可压缩流的切割有限元法:拉格朗日乘法器方法
IF 2.9 2区 数学 Q1 MATHEMATICS, APPLIED Pub Date : 2024-04-01 DOI: 10.1137/22m1542933
Erik Burman, Peter Hansbo, Mats Larson
SIAM Journal on Numerical Analysis, Volume 62, Issue 2, Page 893-918, April 2024.
Abstract. In this note, we design a cut finite element method for a low order divergence-free element applied to a boundary value problem subject to Stokes’ equations. For the imposition of Dirichlet boundary conditions, we consider either Nitsche’s method or a stabilized Lagrange multiplier method. In both cases, the normal component of the velocity is constrained using a multiplier, different from the standard pressure approximation. The divergence of the approximate velocities is pointwise zero over the whole mesh domain, and we derive optimal error estimates for the velocity and pressures, where the error constant is independent of how the physical domain intersects the computational mesh, and of the regularity of the pressure multiplier imposing the divergence-free condition.
SIAM 数值分析期刊》第 62 卷第 2 期第 893-918 页,2024 年 4 月。 摘要在本论文中,我们设计了一种适用于斯托克斯方程边界值问题的低阶无发散有限元切割方法。在施加 Dirichlet 边界条件时,我们考虑采用 Nitsche 方法或稳定拉格朗日乘法器方法。在这两种方法中,速度的法向分量都使用乘数来限制,与标准压力近似法不同。在整个网格域内,近似速度的发散点均为零,我们得出了速度和压力的最佳误差估计值,其中误差常数与物理域与计算网格的交叉方式以及施加无发散条件的压力乘数的规则性无关。
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引用次数: 0
Generalized Dimension Truncation Error Analysis for High-Dimensional Numerical Integration: Lognormal Setting and Beyond 高维数值积分的广义维度截断误差分析:对数正态设置及其他
IF 2.9 2区 数学 Q1 MATHEMATICS, APPLIED Pub Date : 2024-03-28 DOI: 10.1137/23m1593188
Philipp A. Guth, Vesa Kaarnioja
SIAM Journal on Numerical Analysis, Volume 62, Issue 2, Page 872-892, April 2024.
Abstract. Partial differential equations (PDEs) with uncertain or random inputs have been considered in many studies of uncertainty quantification. In forward uncertainty quantification, one is interested in analyzing the stochastic response of the PDE subject to input uncertainty, which usually involves solving high-dimensional integrals of the PDE output over a sequence of stochastic variables. In practical computations, one typically needs to discretize the problem in several ways: approximating an infinite-dimensional input random field with a finite-dimensional random field, spatial discretization of the PDE using, e.g., finite elements, and approximating high-dimensional integrals using cubatures such as quasi–Monte Carlo methods. In this paper, we focus on the error resulting from dimension truncation of an input random field. We show how Taylor series can be used to derive theoretical dimension truncation rates for a wide class of problems and we provide a simple checklist of conditions that a parametric mathematical model needs to satisfy in order for our dimension truncation error bound to hold. Some of the novel features of our approach include that our results are applicable to nonaffine parametric operator equations, dimensionally truncated conforming finite element discretized solutions of parametric PDEs, and even compositions of PDE solutions with smooth nonlinear quantities of interest. As a specific application of our method, we derive an improved dimension truncation error bound for elliptic PDEs with lognormally parameterized diffusion coefficients. Numerical examples support our theoretical findings.
SIAM 数值分析期刊》第 62 卷第 2 期第 872-892 页,2024 年 4 月。 摘要。许多不确定性量化研究都考虑了具有不确定或随机输入的偏微分方程 (PDE)。在前向不确定性量化中,人们感兴趣的是分析 PDE 对输入不确定性的随机响应,这通常涉及求解 PDE 输出对随机变量序列的高维积分。在实际计算中,人们通常需要通过以下几种方式将问题离散化:用有限维随机场逼近无限维输入随机场、使用有限元等对 PDE 进行空间离散化,以及使用立方体(如准蒙特卡罗方法)逼近高维积分。在本文中,我们将重点关注输入随机场的维度截断所产生的误差。我们展示了如何利用泰勒级数推导出各类问题的理论维度截断率,并提供了一份参数数学模型需要满足的简单条件清单,以便我们的维度截断误差约束成立。我们方法的一些新特点包括:我们的结果适用于非线性参数算子方程、参数 PDEs 的维度截断符合有限元离散解,甚至是 PDE 解与平滑非线性相关量的组合。作为我们方法的一个具体应用,我们推导出了具有对数参数化扩散系数的椭圆 PDE 的改进维度截断误差约束。数值实例支持我们的理论发现。
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引用次数: 0
On the Approximability and Curse of Dimensionality of Certain Classes of High-Dimensional Functions 论若干类高维函数的近似性和维度诅咒
IF 2.9 2区 数学 Q1 MATHEMATICS, APPLIED Pub Date : 2024-03-22 DOI: 10.1137/22m1525193
Christian Rieger, Holger Wendland
SIAM Journal on Numerical Analysis, Volume 62, Issue 2, Page 842-871, April 2024.
Abstract. In this paper, we study the approximability of high-dimensional functions that appear, for example, in the context of many body expansions and high-dimensional model representation. Such functions, though high-dimensional, can be represented as finite sums of lower-dimensional functions. We will derive sampling inequalities for such functions, give explicit advice on the location of good sampling points, and show that such functions do not suffer from the curse of dimensionality.
SIAM 数值分析期刊》第 62 卷第 2 期第 842-871 页,2024 年 4 月。 摘要本文研究了高维函数的近似性,例如在多体展开和高维模型表示中出现的高维函数。这些函数虽然是高维函数,但可以表示为低维函数的有限和。我们将推导出这类函数的采样不等式,给出关于良好采样点位置的明确建议,并证明这类函数不会受到维度诅咒的影响。
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引用次数: 0
wPINNs: Weak Physics Informed Neural Networks for Approximating Entropy Solutions of Hyperbolic Conservation Laws wPINNs:用于逼近双曲守恒定律熵解的弱物理信息神经网络
IF 2.9 2区 数学 Q1 MATHEMATICS, APPLIED Pub Date : 2024-03-14 DOI: 10.1137/22m1522504
Tim De Ryck, Siddhartha Mishra, Roberto Molinaro
SIAM Journal on Numerical Analysis, Volume 62, Issue 2, Page 811-841, April 2024.
Abstract. Physics informed neural networks (PINNs) require regularity of solutions of the underlying PDE to guarantee accurate approximation. Consequently, they may fail at approximating discontinuous solutions of PDEs such as nonlinear hyperbolic equations. To ameliorate this, we propose a novel variant of PINNs, termed as weak PINNs (wPINNs) for accurate approximation of entropy solutions of scalar conservation laws. wPINNs are based on approximating the solution of a min-max optimization problem for a residual, defined in terms of Kruzkhov entropies, to determine parameters for the neural networks approximating the entropy solution as well as test functions. We prove rigorous bounds on the error incurred by wPINNs and illustrate their performance through numerical experiments to demonstrate that wPINNs can approximate entropy solutions accurately.
SIAM 数值分析期刊》第 62 卷第 2 期第 811-841 页,2024 年 4 月。 摘要。物理信息神经网络(PINNs)需要基础 PDE 解的正则性来保证精确逼近。因此,它们可能无法近似非线性双曲方程等 PDE 的不连续解。为了改善这种情况,我们提出了一种新的 PINNs 变体,称为弱 PINNs(wPINNs),用于精确逼近标量守恒定律的熵解。wPINNs 基于逼近残差的最小最大优化问题的解,以克鲁兹霍夫熵定义,从而确定逼近熵解的神经网络的参数以及测试函数。我们证明了 wPINN 所产生误差的严格界限,并通过数值实验说明了它们的性能,从而证明 wPINN 可以准确逼近熵解。
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引用次数: 0
On Optimal Cell Average Decomposition for High-Order Bound-Preserving Schemes of Hyperbolic Conservation Laws 论双曲守恒定律高阶保界方案的最优单元平均分解
IF 2.9 2区 数学 Q1 MATHEMATICS, APPLIED Pub Date : 2024-03-11 DOI: 10.1137/23m1549365
Shumo Cui, Shengrong Ding, Kailiang Wu
SIAM Journal on Numerical Analysis, Volume 62, Issue 2, Page 775-810, April 2024.
Abstract. Cell average decomposition (CAD) plays a critical role in constructing bound-preserving (BP) high-order discontinuous Galerkin and finite volume methods for hyperbolic conservation laws. Seeking optimal CAD (OCAD) that attains the mildest BP Courant–Friedrichs–Lewy (CFL) condition is a fundamentally important yet difficult problem. The classic CAD, proposed in 2010 by Zhang and Shu using the Gauss–Lobatto quadrature, has been widely used over the past decade. Zhang and Shu only checked for the 1D [math] and [math] spaces that their classic CAD is optimal. However, we recently discovered that the classic CAD is generally not optimal for the multidimensional [math] and [math] spaces. Yet, it remained unknown for a decade what CAD is optimal for higher-degree polynomial spaces, especially in multiple dimensions. This paper presents the first systematical analysis and establishes the general theory on the OCAD problem, which lays a foundation for designing more efficient BP schemes. The analysis is very nontrivial and involves novel techniques from several branches of mathematics, including Carathéodory’s theorem from convex geometry, and the invariant theory of symmetric group in abstract algebra. Most notably, we discover that the OCAD problem is closely related to polynomial optimization of a positive linear functional on the positive polynomial cone, thereby establishing four useful criteria for examining the optimality of a feasible CAD. Using the established theory, we rigorously prove that the classic CAD is optimal for general 1D [math] spaces and general 2D [math] spaces of an arbitrary [math]. For the widely used 2D [math] spaces, the classic CAD is, however, not optimal, and we develop a generic approach to find out the genuine OCAD and propose a more practical quasi-optimal CAD, both of which provide much milder BP CFL conditions than the classic CAD yet require much fewer nodes. These findings notably improve the efficiency of general high-order BP methods for a large class of hyperbolic equations while requiring only a minor adjustment of the implementation code. The notable advantages in efficiency are further confirmed by numerical results.
SIAM 数值分析期刊》第 62 卷第 2 期第 775-810 页,2024 年 4 月。 摘要。单元平均分解(CAD)在构建双曲守恒定律的保界(BP)高阶非连续 Galerkin 和有限体积方法中起着至关重要的作用。寻求能达到最温和 BP Courant-Friedrichs-Lewy(CFL)条件的最优 CAD(OCAD)是一个重要而又困难的基本问题。张和舒于 2010 年利用高斯-洛巴托正交提出的经典 CAD 在过去十年中得到了广泛应用。张和舒只检验了一维 [math] 和 [math] 空间,他们的经典 CAD 是最优的。然而,我们最近发现,对于多维[math]和[math]空间,经典 CAD 通常不是最优的。然而,对于高阶多项式空间,尤其是多维空间,什么样的 CAD 才是最优的,十年来一直是个未知数。本文首次系统分析并建立了 OCAD 问题的一般理论,为设计更高效的 BP 方案奠定了基础。该分析非常非难,涉及多个数学分支的新技术,包括凸几何中的 Carathéodory 定理和抽象代数中的对称群不变理论。最值得注意的是,我们发现 OCAD 问题与正多项式锥上正线性函数的多项式优化密切相关,从而建立了考察可行 CAD 最佳性的四个有用标准。利用已建立的理论,我们严格证明了经典 CAD 对于任意[数学]的一般一维[数学]空间和一般二维[数学]空间都是最优的。对于广泛使用的二维[数学]空间,经典 CAD 并不是最优的,因此我们开发了一种通用方法来找出真正的 OCAD,并提出了一种更实用的准最优 CAD。这些发现显著提高了一般高阶双曲方程 BP 方法的效率,同时只需对实现代码稍作调整。数值结果进一步证实了效率上的显著优势。
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引用次数: 0
On the Convergence of Continuous and Discrete Unbalanced Optimal Transport Models for 1-Wasserstein Distance 论 1-Wasserstein 距离的连续和离散非平衡最优传输模型的收敛性
IF 2.9 2区 数学 Q1 MATHEMATICS, APPLIED Pub Date : 2024-03-05 DOI: 10.1137/22m1520748
Zhe Xiong, Lei Li, Ya-Nan Zhu, Xiaoqun Zhang
SIAM Journal on Numerical Analysis, Volume 62, Issue 2, Page 749-774, April 2024.
Abstract. We consider a Beckmann formulation of an unbalanced optimal transport (UOT) problem. The [math]-convergence of this formulation of UOT to the corresponding optimal transport (OT) problem is established as the balancing parameter [math] goes to infinity. The discretization of the problem is further shown to be asymptotic preserving regarding the same limit, which ensures that a numerical method can be applied uniformly and the solutions converge to the one of the OT problem automatically. Particularly, there exists a critical value, which is independent of the mesh size, such that the discrete problem reduces to the discrete OT problem for [math] being larger than this critical value. The discrete problem is solved by a convergent primal-dual hybrid algorithm and the iterates for UOT are also shown to converge to that for OT. Finally, numerical experiments on shape deformation and partial color transfer are implemented to validate the theoretical convergence and the proposed numerical algorithm.
SIAM 数值分析期刊》第 62 卷第 2 期第 749-774 页,2024 年 4 月。 摘要我们考虑了不平衡最优输运(UOT)问题的贝克曼公式。当平衡参数[math]达到无穷大时,UOT 的[math]-收敛性被确定为相应的最优传输(OT)问题。进一步证明了问题的离散化对同一极限具有渐近保全性,这确保了数值方法可以均匀地应用,并且解自动收敛到 OT 问题的解。特别是存在一个与网格大小无关的临界值,当[math]大于该临界值时,离散问题会简化为离散加时赛问题。离散问题通过收敛的初等-二元混合算法求解,UOT 的迭代也证明收敛于 OT 的迭代。最后,对形状变形和部分颜色转移进行了数值实验,以验证理论收敛性和所提出的数值算法。
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引用次数: 0
Robust DPG Test Spaces and Fortin Operators—The [math] and [math] Cases 稳健的 DPG 测试空间和福尔廷算子--[math] 和 [math] 案例
IF 2.9 2区 数学 Q1 MATHEMATICS, APPLIED Pub Date : 2024-03-05 DOI: 10.1137/23m1550360
Thomas Führer, Norbert Heuer
SIAM Journal on Numerical Analysis, Volume 62, Issue 2, Page 718-748, April 2024.
Abstract. At the fully discrete setting, stability of the discontinuous Petrov–Galerkin (DPG) method with optimal test functions requires local test spaces that ensure the existence of Fortin operators. We construct such operators for [math] and [math] on simplices in any space dimension and arbitrary polynomial degree. The resulting test spaces are smaller than previously analyzed cases. For parameter-dependent norms, we achieve uniform boundedness by the inclusion of face bubble functions that are polynomials on faces and decay exponentially in the interior. As an example, we consider a canonical DPG setting for reaction-dominated diffusion. Our test spaces guarantee uniform stability and quasi-optimal convergence of the scheme. We present numerical experiments that illustrate the loss of stability and error control by the residual for small diffusion coefficient when using standard polynomial test spaces, whereas we observe uniform stability and error control with our construction.
SIAM 数值分析期刊》第 62 卷第 2 期第 718-748 页,2024 年 4 月。 摘要。在完全离散设置下,具有最优检验函数的非连续 Petrov-Galerkin (DPG) 方法的稳定性需要局部检验空间,以确保 Fortin 算子的存在。我们为任意空间维度和任意多项式度的简约上的[math]和[math]构造了这样的算子。由此得到的检验空间比之前分析的情况要小。对于与参数相关的规范,我们通过包含面气泡函数来实现均匀有界性,这些函数在面上是多项式,在内部呈指数衰减。举例来说,我们考虑了反应主导扩散的典型 DPG 设置。我们的测试空间保证了方案的均匀稳定性和准最佳收敛性。我们展示了数值实验,说明在使用标准多项式测试空间时,对于小扩散系数,残差会失去稳定性和误差控制,而使用我们的构造,则会观察到均匀的稳定性和误差控制。
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引用次数: 0
On the Convergence of Sobolev Gradient Flow for the Gross–Pitaevskii Eigenvalue Problem 论格罗斯-皮塔耶夫斯基特征值问题索波列夫梯度流的收敛性
IF 2.9 2区 数学 Q1 MATHEMATICS, APPLIED Pub Date : 2024-03-04 DOI: 10.1137/23m1552553
Ziang Chen, Jianfeng Lu, Yulong Lu, Xiangxiong Zhang
SIAM Journal on Numerical Analysis, Volume 62, Issue 2, Page 667-691, April 2024.
Abstract. We study the convergences of three projected Sobolev gradient flows to the ground state of the Gross–Pitaevskii eigenvalue problem. They are constructed as the gradient flows of the Gross–Pitaevskii energy functional with respect to the [math]-metric and two other equivalent metrics on [math], including the iterate-independent [math]-metric and the iterate-dependent [math]-metric. We first prove the energy dissipation property and the global convergence to a critical point of the Gross–Pitaevskii energy for the discrete-time [math] and [math]-gradient flow. We also prove local exponential convergence of all three schemes to the ground state.
SIAM 数值分析期刊》第 62 卷第 2 期第 667-691 页,2024 年 4 月。 摘要。我们研究了三个投影索波列梯度流对格罗斯-皮塔耶夫斯基特征值问题基态的收敛性。它们被构造为格罗斯-皮塔耶夫斯基能量函数相对于[math]度量和[math]上另外两个等效度量(包括迭代无关的[math]度量和迭代无关的[math]度量)的梯度流。我们首先证明了离散时间[math]和[math]梯度流的能量耗散特性和对格罗斯-皮塔耶夫斯基能量临界点的全局收敛性。我们还证明了所有三种方案对基态的局部指数收敛。
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引用次数: 0
Stable Lifting of Polynomial Traces on Triangles 三角形上多项式轨迹的稳定提升
IF 2.9 2区 数学 Q1 MATHEMATICS, APPLIED Pub Date : 2024-03-04 DOI: 10.1137/23m1564948
Charles Parker, Endre Süli
SIAM Journal on Numerical Analysis, Volume 62, Issue 2, Page 692-717, April 2024.
Abstract. We construct a right inverse of the trace operator [math] on the reference triangle [math] that maps suitable piecewise polynomial data on [math] into polynomials of the same degree and is bounded in all [math] norms with [math] and [math]. The analysis relies on new stability estimates for three classes of single edge operators. We then generalize the construction for [math]th-order normal derivatives, [math].
SIAM 数值分析期刊》第 62 卷第 2 期第 692-717 页,2024 年 4 月。 摘要。我们构造了参考三角形[math]上的迹算子[math]的右逆,它能将[math]上合适的片断多项式数据映射为同度多项式,并且在所有[math]规范中与[math]和[math]有界。分析依赖于三类单边算子的新稳定性估计。然后,我们将这一构造推广到[math]三阶法导数[math]。
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引用次数: 0
期刊
SIAM Journal on Numerical Analysis
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