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Computing the spectral gap of a family of matrices 计算矩阵族的谱间隙
IF 2 2区 数学 Q1 MATHEMATICS, APPLIED Pub Date : 2023-06-07 DOI: 10.1090/mcom/3856
N. Guglielmi, V. Protasov
For a single matrix (operator) it is well-known that the spectral gap is an important quantity, as well as its estimate and computation. Here we consider, for the first time in the literature, the computation of its extension to a finite family of matrices, in other words the difference between the joint spectral radius (in short JSR, which we call here the first Lyapunov exponent) and the second Lyapunov exponent (denoted as SLE). The knowledge of joint spectral characteristics and of the spectral gap of a family of matrices is important in several applications, as in the analysis of the regularity of wavelets, multiplicative matrix semigroups and the convergence speed in consensus algorithms. As far as we know the methods we propose are the first able to compute this quantity to any given accuracy.For computation of the spectral gap one needs first to compute the JSR. A popular tool that is used to this purpose is the invariant polytope algorithm, which relies on the finiteness property of the family of matrices, when this holds true.In this paper we show that the SLE may not possess the finiteness property, although it can be efficiently approximated with an arbitrary precision. The corresponding algorithm and two effective estimates are presented. Moreover, we prove that the SLE possesses a weak finiteness property, whenever the leading eigenvalue of the dominant product is real. This allows us to find in certain situations the precise value of the SLE. Numerical results are demonstrated along with applications in the theory of multiplicative matrix semigroups and in the wavelets theory.
对于单个矩阵(算子),众所周知,谱间隙是一个重要的量,也是它的估计和计算。在这里,我们在文献中第一次考虑了它对有限矩阵族的扩展的计算,换句话说,联合谱半径(简称JSR,我们在这里称之为第一李雅普诺夫指数)和第二李雅普ov指数(表示为SLE)之间的差。矩阵族的联合谱特征和谱间隙的知识在一些应用中是重要的,例如在分析小波的正则性、乘法矩阵半群和一致性算法的收敛速度中。据我们所知,我们提出的方法是第一个能够计算出任何给定精度的量。对于光谱间隙的计算,首先需要计算JSR。用于此目的的一个流行工具是不变多面体算法,当这一点成立时,它依赖于矩阵族的有限性性质。在本文中,我们证明了SLE可能不具有有限性,尽管它可以以任意精度有效地近似。给出了相应的算法和两个有效的估计。此外,我们证明了当主导积的主导特征值为实时,系统线性系统具有弱有限性。这使我们能够在某些情况下找到SLE的精确值。给出了数值结果以及在乘法矩阵半群理论和小波理论中的应用。
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引用次数: 0
A linear second-order maximum bound principle-preserving BDF scheme for the Allen-Cahn equation with a general mobility 具有一般迁移率的Allen-Cahn方程的线性二阶最大界保原理BDF格式
2区 数学 Q1 MATHEMATICS, APPLIED Pub Date : 2023-05-17 DOI: 10.1090/mcom/3843
Dianming Hou, Lili Ju, Zhonghua Qiao
In this paper, we propose and analyze a linear second-order numerical method for solving the Allen-Cahn equation with a general mobility. The proposed fully-discrete scheme is carefully constructed based on the combination of first and second-order backward differentiation formulas with nonuniform time steps for temporal approximation and the central finite difference for spatial discretization. The discrete maximum bound principle is proved of the proposed scheme by using the kernel recombination technique under certain mild constraints on the time steps and the ratios of adjacent time step sizes. Furthermore, we rigorously derive the discrete H 1 H^{1} error estimate and energy stability for the classic constant mobility case and the L L^{infty } error estimate for the general mobility case. Various numerical experiments are also presented to validate the theoretical results and demonstrate the performance of the proposed method with a time adaptive strategy.
本文提出并分析了求解具有一般迁移率的Allen-Cahn方程的一种线性二阶数值方法。提出的全离散格式是基于一阶和二阶后向微分公式的组合,时间近似采用非均匀时间步长,空间离散采用中心有限差分。在一定的时间步长和相邻时间步长之比的温和约束下,利用核重组技术证明了该方案的离散最大界原理。在此基础上,我们严格推导了经典常迁移情况下的离散H∞H^{1}误差估计和能量稳定性,以及一般迁移情况下的L∞L^ {infty误差估计。各种数值实验验证了理论结果,并证明了采用时间自适应策略的方法的性能。}
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引用次数: 0
Convergence analysis of the Halpern iteration with adaptive anchoring parameters 自适应锚定参数下Halpern迭代的收敛性分析
2区 数学 Q1 MATHEMATICS, APPLIED Pub Date : 2023-05-17 DOI: 10.1090/mcom/3851
Songnian He, Hong-Kun Xu, Qiao-Li Dong, Na Mei
We propose an adaptive way to choose the anchoring parameters for the Halpern iteration to find a fixed point of a nonexpansive mapping in a real Hilbert space. We prove strong convergence of this adaptive Halpern iteration and obtain the rate of asymptotic regularity at least O ( 1 / k ) O(1/k) , where k k is the number of iterations. Numerical experiments are also provided to show advantages and outperformance of our adaptive Halpern algorithm over the standard Halpern algorithm.
提出了一种自适应选择锚定参数的方法,用于在实数Hilbert空间中寻找非扩张映射的不动点。证明了该自适应Halpern迭代的强收敛性,得到了渐近正则性速率至少为O(1/k) O(1/k),其中k k为迭代次数。数值实验显示了自适应Halpern算法相对于标准Halpern算法的优点和优越性。
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引用次数: 0
On the Diophantine equation 𝑈_{𝑛}-𝑏^{𝑚}=𝑐 丢番图方程𝑈_{𝑛}-𝑏^{𝑚}=𝑐
2区 数学 Q1 MATHEMATICS, APPLIED Pub Date : 2023-05-15 DOI: 10.1090/mcom/3854
Sebastian Heintze, Robert Tichy, Ingrid Vukusic, Volker Ziegler
Let <inline-formula content-type="math/mathml"> <mml:math xmlns:mml="http://www.w3.org/1998/Math/MathML" alttext="left-parenthesis upper U Subscript n Baseline right-parenthesis Subscript n element-of double-struck upper N"> <mml:semantics> <mml:mrow> <mml:mo stretchy="false">(</mml:mo> <mml:msub> <mml:mi>U</mml:mi> <mml:mi>n</mml:mi> </mml:msub> <mml:msub> <mml:mo stretchy="false">)</mml:mo> <mml:mrow class="MJX-TeXAtom-ORD"> <mml:mi>n</mml:mi> <mml:mo>∈<!-- ∈ --></mml:mo> <mml:mrow class="MJX-TeXAtom-ORD"> <mml:mi mathvariant="double-struck">N</mml:mi> </mml:mrow> </mml:mrow> </mml:msub> </mml:mrow> <mml:annotation encoding="application/x-tex">(U_n)_{nin mathbb {N}}</mml:annotation> </mml:semantics> </mml:math> </inline-formula> be a fixed linear recurrence sequence defined over the integers (with some technical restrictions). We prove that there exist effectively computable constants <inline-formula content-type="math/mathml"> <mml:math xmlns:mml="http://www.w3.org/1998/Math/MathML" alttext="upper B"> <mml:semantics> <mml:mi>B</mml:mi> <mml:annotation encoding="application/x-tex">B</mml:annotation> </mml:semantics> </mml:math> </inline-formula> and <inline-formula content-type="math/mathml"> <mml:math xmlns:mml="http://www.w3.org/1998/Math/MathML" alttext="upper N 0"> <mml:semantics> <mml:msub> <mml:mi>N</mml:mi> <mml:mn>0</mml:mn> </mml:msub> <mml:annotation encoding="application/x-tex">N_0</mml:annotation> </mml:semantics> </mml:math> </inline-formula> such that for any <inline-formula content-type="math/mathml"> <mml:math xmlns:mml="http://www.w3.org/1998/Math/MathML" alttext="b comma c element-of double-struck upper Z"> <mml:semantics> <mml:mrow> <mml:mi>b</mml:mi> <mml:mo>,</mml:mo> <mml:mi>c</mml:mi> <mml:mo>∈<!-- ∈ --></mml:mo> <mml:mrow class="MJX-TeXAtom-ORD"> <mml:mi mathvariant="double-struck">Z</mml:mi> </mml:mrow> </mml:mrow> <mml:annotation encoding="application/x-tex">b,cin mathbb {Z}</mml:annotation> </mml:semantics> </mml:math> </inline-formula> with <inline-formula content-type="math/mathml"> <mml:math xmlns:mml="http://www.w3.org/1998/Math/MathML" alttext="b greater-than upper B"> <mml:semantics> <mml:mrow> <mml:mi>b</mml:mi> <mml:mo>></mml:mo> <mml:mi>B</mml:mi> </mml:mrow> <mml:annotation encoding="application/x-tex">b> B</mml:annotation> </mml:semantics> </mml:math> </inline-formula> the equation <inline-formula content-type="math/mathml"> <mml:math xmlns:mml="http://www.w3.org/1998/Math/MathML" alttext="upper U Subscript n Baseline minus b Superscript m Baseline equals c"> <mml:semantics> <mml:mrow> <mml:msub> <mml:mi>U</mml:mi> <mml:mi>n</mml:mi> </mml:msub> <mml:mo>−<!-- − --></mml:mo> <mml:msup> <mml:mi>b</mml:mi> <mml:mi>m</mml:mi> </mml:msup> <mml:mo>=</mml:mo> <mml:mi>c</mml:mi> </mml:mrow> <mml:annotation encoding="application/x-tex">U_n - b^m = c</mml:annotation> </mml:semantics> </mml:math> </inline-formula> has at most two distinct solutions <inline-formula content-type="math/mathml"> <mml:math xmlns:mml=
让U (n) n∈{n的n (U_n)在 mathbb {n}}成为一个固定recurrence线性序列):通过和一些技术restrictions integers杂志》()。我们证明,以至于有存在effectively computable constants B B和N 0 N_0如此那车上为B、c∈Z B、c和B在 mathbb {Z} >B b>B《equation U n−B = c U_n - B ^ m = c已经在大多数二distinct解决方案2 (n, m)∈n (n, m)在 mathbb {n ^ 2的n和n≥0 geq N_0和m≥1 geq 1。而且,我们专心论点特别Tribonacci数字赐予的凯斯》由T = T = 2 = 1 T_1 = T_2 = 1 , 3 = 2 T_3 = 2 T T T和n = n−1 + T + n−2 T n−3 T_ {} = T_ {n-1} T_{已经开始}+ T_ {n-3}为n≥4 geq 4。我们可以证明N =2 N_0=2和B=e = B=e。corresponding算法正在以Sage的方式实现。
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引用次数: 1
Uniform stability for local discontinuous Galerkin methods with implicit-explicit Runge-Kutta time discretizations for linear convection-diffusion equation 线性对流扩散方程的隐-显龙格-库塔时间离散局部不连续Galerkin方法的一致稳定性
2区 数学 Q1 MATHEMATICS, APPLIED Pub Date : 2023-05-15 DOI: 10.1090/mcom/3842
Haijin Wang, Fengyan Li, Chi-Wang Shu, Qiang Zhang
In this paper, we consider the linear convection-diffusion equation in one dimension with periodic boundary conditions, and analyze the stability of fully discrete methods that are defined with local discontinuous Galerkin (LDG) methods in space and several implicit-explicit (IMEX) Runge-Kutta methods in time. By using the forward temporal differences and backward temporal differences, respectively, we establish two general frameworks of the energy-method based stability analysis. From here, the fully discrete schemes being considered are shown to have monotonicity stability, i.e. the <inline-formula content-type="math/mathml"> <mml:math xmlns:mml="http://www.w3.org/1998/Math/MathML" alttext="upper L squared"> <mml:semantics> <mml:msup> <mml:mi>L</mml:mi> <mml:mn>2</mml:mn> </mml:msup> <mml:annotation encoding="application/x-tex">L^2</mml:annotation> </mml:semantics> </mml:math> </inline-formula> norm of the numerical solution does not increase in time, under the time step condition <inline-formula content-type="math/mathml"> <mml:math xmlns:mml="http://www.w3.org/1998/Math/MathML" alttext="tau less-than-or-equal-to script upper F left-parenthesis h slash c comma d slash c squared right-parenthesis"> <mml:semantics> <mml:mrow> <mml:mi>τ<!-- τ --></mml:mi> <mml:mo>≤<!-- ≤ --></mml:mo> <mml:mrow class="MJX-TeXAtom-ORD"> <mml:mi class="MJX-tex-caligraphic" mathvariant="script">F</mml:mi> </mml:mrow> <mml:mo stretchy="false">(</mml:mo> <mml:mi>h</mml:mi> <mml:mrow class="MJX-TeXAtom-ORD"> <mml:mo>/</mml:mo> </mml:mrow> <mml:mi>c</mml:mi> <mml:mo>,</mml:mo> <mml:mi>d</mml:mi> <mml:mrow class="MJX-TeXAtom-ORD"> <mml:mo>/</mml:mo> </mml:mrow> <mml:msup> <mml:mi>c</mml:mi> <mml:mn>2</mml:mn> </mml:msup> <mml:mo stretchy="false">)</mml:mo> </mml:mrow> <mml:annotation encoding="application/x-tex">tau le mathcal {F}(h/c, d/c^2)</mml:annotation> </mml:semantics> </mml:math> </inline-formula>, with the convection coefficient <inline-formula content-type="math/mathml"> <mml:math xmlns:mml="http://www.w3.org/1998/Math/MathML" alttext="c"> <mml:semantics> <mml:mi>c</mml:mi> <mml:annotation encoding="application/x-tex">c</mml:annotation> </mml:semantics> </mml:math> </inline-formula>, the diffusion coefficient <inline-formula content-type="math/mathml"> <mml:math xmlns:mml="http://www.w3.org/1998/Math/MathML" alttext="d"> <mml:semantics> <mml:mi>d</mml:mi> <mml:annotation encoding="application/x-tex">d</mml:annotation> </mml:semantics> </mml:math> </inline-formula>, and the mesh size <inline-formula content-type="math/mathml"> <mml:math xmlns:mml="http://www.w3.org/1998/Math/MathML" alttext="h"> <mml:semantics> <mml:mi>h</mml:mi> <mml:annotation encoding="application/x-tex">h</mml:annotation> </mml:semantics> </mml:math> </inline-formula>. The function <inline-formula content-type="math/mathml"> <mml:math xmlns:mml="http://www.w3.org/1998/Math/MathML" alttext="script upper F"> <mml:semantics> <mml:mrow class="MJX-TeXAtom-ORD"> <mml:mi class="MJX-tex-caligraphic"
本文考虑具有周期边界条件的一维线性对流扩散方程,分析了在空间上由局部不连续伽辽金(LDG)方法和在时间上由几种隐式-显式(IMEX)龙格-库塔方法定义的全离散方法的稳定性。分别利用前向时间差和后向时间差,建立了基于能量法的稳定性分析的两种一般框架。由此可见,所考虑的全离散格式具有单调稳定性,即在时间步长条件τ≤F(h/c, d/c 2) taulemathcal F{(h/c, d/c^2),对流系数c c,扩散系数d d和网格尺寸h h下,数值解的l2 L^2范数不随时间增加。函数F }mathcal F{取决于具体的IMEX时间方法、离散空间的多项式度k k和网格规则参数。此外,时间步长条件在对流主导下变为τ τ h/c }taulesssim h/c,在扩散主导下变为τ τ d/c 2 taulesssim d/c^2。对一阶IMEX-LDG方法的结果进行了改进。为了补充理论分析,进一步进行了数值实验,得出了稍微严格的时间步长条件,可供实践者使用。对流和扩散效应强度的均匀稳定性对于指导实际中时间步长的选择尤其重要,例如当对流-扩散方程在某些子区域以对流为主时。
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引用次数: 0
Inexact restoration for minimization with inexact evaluation both of the objective function and the constraints 目标函数和约束条件均不精确的最小化不精确恢复
2区 数学 Q1 MATHEMATICS, APPLIED Pub Date : 2023-05-11 DOI: 10.1090/mcom/3855
L. Bueno, F. Larreal, J. Martínez
In a recent paper an Inexact Restoration method for solving continuous constrained optimization problems was analyzed from the point of view of worst-case functional complexity and convergence. On the other hand, the Inexact Restoration methodology was employed, in a different research, to handle minimization problems with inexact evaluation and simple constraints. These two methodologies are combined in the present report, for constrained minimization problems in which both the objective function and the constraints, as well as their derivatives, are subject to evaluation errors. Together with a complete description of the method, complexity and convergence results will be proved.
本文从最坏情况下泛函复杂度和收敛性的角度分析了求解连续约束优化问题的非精确恢复方法。另一方面,在不同的研究中,采用不精确恢复方法来处理具有不精确评估和简单约束的最小化问题。本报告将这两种方法结合起来,以解决目标函数和约束及其衍生物都可能产生评价误差的受限最小化问题。并对该方法进行了完整的描述,证明了该方法的复杂性和收敛性。
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引用次数: 4
Computing eigenvalues of the Laplacian on rough domains 粗糙域上拉普拉斯特征值的计算
2区 数学 Q1 MATHEMATICS, APPLIED Pub Date : 2023-05-10 DOI: 10.1090/mcom/3827
Frank Rösler, Alexei Stepanenko
We prove a general Mosco convergence theorem for bounded Euclidean domains satisfying a set of mild geometric hypotheses. For bounded domains, this notion implies norm-resolvent convergence for the Dirichlet Laplacian which in turn ensures spectral convergence. A key element of the proof is the development of a novel, explicit Poincaré-type inequality. These results allow us to construct a universal algorithm capable of computing the eigenvalues of the Dirichlet Laplacian on a wide class of rough domains. Many domains with fractal boundaries, such as the Koch snowflake and certain filled Julia sets, are included among this class. Conversely, we construct a counterexample showing that there does not exist a universal algorithm of the same type capable of computing the eigenvalues of the Dirichlet Laplacian on an arbitrary bounded domain.
我们证明了满足一组温和几何假设的有界欧几里得域的一般Mosco收敛定理。对于有界域,这个概念意味着狄利克雷拉普拉斯算子的范数解析收敛,从而保证谱收敛。证明的一个关键要素是发展出一种新颖的、明确的庞加莱姆氏不等式。这些结果使我们能够构造一种通用算法,能够在广泛的粗糙域上计算狄利克雷拉普拉斯算子的特征值。许多具有分形边界的域,如Koch雪花和某些填充Julia集,都包括在这一类中。相反,我们构造了一个反例,表明不存在能够在任意有界域上计算狄利克雷拉普拉斯特征值的同类型的通用算法。
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引用次数: 0
Error estimates of a finite volume method for the compressible Navier–Stokes–Fourier system 可压缩Navier-Stokes-Fourier系统有限体积法的误差估计
2区 数学 Q1 MATHEMATICS, APPLIED Pub Date : 2023-05-08 DOI: 10.1090/mcom/3852
Danica Basarić, Mária Lukáčova-Medvidova, Hana Mizerová, Bangwei She, Yuhuan Yuan
In this paper we study the convergence rate of a finite volume approximation of the compressible Navier–Stokes–Fourier system. To this end we first show the local existence of a regular unique strong solution and analyse its global extension in time as far as the density and temperature remain bounded. We make a physically reasonable assumption that the numerical density and temperature are uniformly bounded from above and below. The relative energy provides us an elegant way to derive a priori error estimates between finite volume solutions and the strong solution.
本文研究了可压缩Navier-Stokes-Fourier系统有限体积近似的收敛速率。为此,我们首先证明了正则唯一强解的局部存在性,并在密度和温度保持有界的情况下,分析了它在时间上的全局扩展。我们做了一个物理上合理的假设,即数值密度和温度从上到下均匀地有界。相对能量为我们提供了一种优雅的方法来推导有限体积解和强解之间的先验误差估计。
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引用次数: 0
Sparse trace tests 稀疏跟踪测试
2区 数学 Q1 MATHEMATICS, APPLIED Pub Date : 2023-05-08 DOI: 10.1090/mcom/3849
Taylor Brysiewicz, Michael Burr
We establish how the coefficients of a sparse polynomial system influence the sum (or the trace) of its zeros. As an application, we develop numerical tests for verifying whether a set of solutions to a sparse system is complete. These algorithms extend the classical trace test in numerical algebraic geometry. Our results rely on both the analysis of the structure of sparse resultants as well as an extension of Esterov’s results on monodromy groups of sparse systems.
我们建立了一个稀疏多项式系统的系数如何影响其零的和(或迹)。作为应用,我们开发了验证稀疏系统的一组解是否完备的数值测试。这些算法扩展了数值代数几何中的经典迹检验。我们的结果既依赖于对稀疏结果结构的分析,也依赖于对Esterov在稀疏系统单群上的结果的推广。
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引用次数: 1
Coupling conditions for linear hyperbolic relaxation systems in two-scale problems 双尺度问题中线性双曲松弛系统的耦合条件
2区 数学 Q1 MATHEMATICS, APPLIED Pub Date : 2023-05-08 DOI: 10.1090/mcom/3845
Juntao Huang, Ruo Li, Yizhou Zhou
This work is concerned with coupling conditions for linear hyperbolic relaxation systems with multiple relaxation times. In the region with a small relaxation time, an equilibrium system can be used for computational efficiency. The key assumption is that the relaxation system satisfies Yong’s structural stability condition [J. Differential Equations, 155 (1999), pp. 89–132]. For the non-characteristic case, we derive a coupling condition at the interface to couple two systems in a domain decomposition setting. We prove the validity by the energy estimate and Laplace transform, which shows how the error of the domain decomposition method depends on the smaller relaxation time and the boundary-layer effects. In addition, we propose a discontinuous Galerkin (DG) numerical scheme for solving the interface problem with the derived coupling condition and prove the L 2 L^2 stability. We validate our analysis on the linearized Carleman model and the linearized Grad’s moment system and show the effectiveness of the DG scheme.
本文研究了具有多重松弛时间的线性双曲松弛系统的耦合条件。在松弛时间较小的区域,为了提高计算效率,可以采用平衡系统。关键假设是松弛系统满足Yong的结构稳定条件[J]。微分方程,155 (1999),pp. 89-132]。对于非特征情况,我们导出了在界面处耦合两个系统的耦合条件。通过能量估计和拉普拉斯变换证明了该方法的有效性,表明了区域分解方法的误差取决于较小的松弛时间和边界层效应。此外,我们提出了一个不连续Galerkin (DG)数值格式来求解该耦合条件下的界面问题,并证明了l2l ^2的稳定性。通过对线性化的Carleman模型和线性化的Grad力矩系统的分析,验证了DG方案的有效性。
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引用次数: 0
期刊
Mathematics of Computation
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