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Convergence of stratified MCMC sampling of non-reversible dynamics 非可逆动力学分层 MCMC 采样的收敛性
IF 1.5 3区 数学 Q2 Mathematics Pub Date : 2024-03-01 DOI: 10.1007/s40072-024-00325-0
Gabriel Earle, Jonathan C. Mattingly

We present a form of stratified MCMC algorithm built with non-reversible stochastic dynamics in mind. It can also be viewed as a generalization of the exact milestoning method or form of NEUS. We prove the convergence of the method under certain assumptions, with expressions for the convergence rate in terms of the process’s behavior within each stratum and large-scale behavior between strata. We show that the algorithm has a unique fixed point which corresponds to the invariant measure of the process without stratification. We will show how the convergence speeds of two versions of the algorithm, one with an extra eigenvalue problem step and one without, related to the mixing rate of a discrete process on the strata, and the mixing probability of the process being sampled within each stratum. The eigenvalue problem version also relates to local and global perturbation results of discrete Markov chains, such as those given by Van Koten, Weare et. al.

我们提出了一种考虑到非可逆随机动力学的分层 MCMC 算法。它也可以被看作是精确里程碑法或 NEUS 形式的概括。我们证明了该方法在某些假设条件下的收敛性,并根据各层内的过程行为和各层间的大规模行为给出了收敛率表达式。我们证明了该算法有一个唯一的固定点,它对应于无分层过程的不变度量。我们将展示两个版本算法的收敛速度,一个是有额外特征值问题步骤的算法,另一个是没有额外特征值问题步骤的算法,这两个版本算法的收敛速度如何与分层上离散过程的混合率以及每个分层内被采样过程的混合概率相关。特征值问题版本还与离散马尔可夫链的局部和全局扰动结果有关,如 Van Koten、Weare 等人给出的结果。
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引用次数: 0
Regularity of random elliptic operators with degenerate coefficients and applications to stochastic homogenization 具有退化系数的随机椭圆算子的正则性及其在随机均质化中的应用
IF 1.5 3区 数学 Q2 Mathematics Pub Date : 2024-02-27 DOI: 10.1007/s40072-023-00322-9
Peter Bella, Michael Kniely

We consider degenerate elliptic equations of second order in divergence form with a symmetric random coefficient field a. Extending the work of Bella et al. (Ann Appl Probab 28(3):1379–1422, 2018), who established the large-scale (C^{1,alpha }) regularity of a-harmonic functions in a degenerate situation, we provide stretched exponential moments for the minimal radius (r_*) describing the minimal scale for this (C^{1,alpha }) regularity. As an application to stochastic homogenization, we partially generalize results by Gloria et al. (Anal PDE 14(8):2497–2537, 2021) on the growth of the corrector, the decay of its gradient, and a quantitative two-scale expansion to the degenerate setting. On a technical level, we demand the ensemble of coefficient fields to be stationary and subject to a spectral gap inequality, and we impose moment bounds on a and (a^{-1}). We also introduce the ellipticity radius (r_e) which encodes the minimal scale where these moments are close to their positive expectation value.

我们考虑了具有对称随机系数场 a 的发散形式二阶退化椭圆方程。(Ann Appl Probab 28(3):1379-1422, 2018)的工作,他们在退化情况下建立了谐函数的大规模 (C^{1,α }) 正则性,我们为最小半径 (r_*) 提供了拉伸指数矩,描述了这种 (C^{1,α }) 正则性的最小尺度。作为随机均质化的一个应用,我们将 Gloria 等人(Anal PDE 14(8):2497-2537, 2021)关于校正器增长、梯度衰减以及定量双尺度扩展的结果部分地推广到退化设置中。在技术层面上,我们要求系数场的集合是静止的,并服从谱间隙不等式,我们对 a 和 (a^{-1})施加了矩约束。我们还引入了椭圆半径(r_e/),它表示这些矩接近其正期望值的最小尺度。
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引用次数: 0
Weak error analysis for the stochastic Allen–Cahn equation 随机艾伦-卡恩方程的弱误差分析
IF 1.5 3区 数学 Q2 Mathematics Pub Date : 2024-02-22 DOI: 10.1007/s40072-024-00326-z
Dominic Breit, Andreas Prohl

We prove strong rate resp. weak rate ({{mathcal {O}}}(tau )) for a structure preserving temporal discretization (with (tau ) the step size) of the stochastic Allen–Cahn equation with additive resp. multiplicative colored noise in (d=1,2,3) dimensions. Direct variational arguments exploit the one-sided Lipschitz property of the cubic nonlinearity in the first setting to settle first order strong rate. It is the same property which allows for uniform bounds for the derivatives of the solution of the related Kolmogorov equation, and then leads to weak rate ({{mathcal {O}}}(tau )) in the presence of multiplicative noise. Hence, we obtain twice the rate of convergence known for the strong error in the presence of multiplicative noise.

我们证明了在(d=1,2,3)维度上具有加法和乘法彩色噪声的随机Allen-Cahn方程的结构保持时间离散化(步长为(tau ))的强率和弱率({{mathcal {O}}} (tau ))。直接变分论证利用了立方非线性在第一种情况下的单边立普齐兹特性来解决一阶强率问题。正是这一性质使得相关的科尔莫哥罗夫方程的解的导数有了统一的边界,进而在存在乘法噪声的情况下得到弱率({{mathcal {O}} (tau ))。因此,我们得到的收敛率是存在乘法噪声时强误差的两倍。
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引用次数: 0
Higher order homogenization for random non-autonomous parabolic operators 随机非自治抛物线算子的高阶均质化
IF 1.5 3区 数学 Q2 Mathematics Pub Date : 2024-02-13 DOI: 10.1007/s40072-023-00323-8
Marina Kleptsyna, Andrey Piatnitski, Alexandre Popier

We consider Cauchy problem for a divergence form second order parabolic operator with rapidly oscillating coefficients that are periodic in spatial variables and random stationary ergodic in time. As was proved in Zhikov et al. (Mat Obshch 45:182–236, 1982) and Kleptsyna and Piatnitski (Homogenization and applications to material sciences. GAKUTO Internat Ser Math Sci Appl vol 9, pp 241–255. Gakkōtosho, Tokyo, 1995) in this case the homogenized operator is deterministic. The paper focuses on the diffusion approximation of solutions in the case of non-diffusive scaling, when the oscillation in spatial variables is faster than that in temporal variable. Our goal is to study the asymptotic behaviour of the normalized difference between solutions of the original and the homogenized problems.

我们考虑的是具有快速振荡系数的发散形式二阶抛物线算子的考奇问题,该系数在空间变量上是周期性的,在时间上是随机静态遍历的。正如 Zhikov 等人(Mat Obshch 45:182-236, 1982)和 Kleptsyna 和 Piatnitski(Homogenization and applications to material sciences.GAKUTO Internat Ser Math Sci Appl vol 9, pp 241-255.Gakkōtosho, Tokyo, 1995)在这种情况下均质化算子是确定性的。本文的重点是非扩散缩放情况下解的扩散近似,即空间变量的振荡快于时间变量的振荡。我们的目标是研究原始问题和同质化问题的解之间的归一化差异的渐近行为。
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引用次数: 0
Hitting properties of generalized fractional kinetic equation with time-fractional noise 带有时间分数噪声的广义分数动力学方程的命中特性
IF 1.5 3区 数学 Q2 Mathematics Pub Date : 2023-12-08 DOI: 10.1007/s40072-023-00321-w
Derui Sheng, Tau Zhou

This paper investigates the hitting properties of a system of generalized fractional kinetic equations driven by Gaussian noise that is fractional in time and either white or colored in space. The considered model encompasses various examples such as the stochastic heat equation and the stochastic biharmonic heat equation. Under relatively general conditions, we derive the mean square modulus of continuity and explore certain second order properties of the solution. These are then utilized to deduce lower and upper bounds for probabilities that the path process hits bounded Borel sets in terms of the (mathfrak {g}_q)-capacity and (g_q)-Hausdorff measure, respectively, which reveal the critical dimension for hitting points. Furthermore, by introducing the harmonizable representation of the solution and utilizing it to construct a family of approximating random fields which have certain smoothness properties, we prove that all points are polar in the critical dimension. This provides a compelling evidence supporting the conjecture raised in Hinojosa-Calleja and Sanz-Solé (Stoch Part Differ Equ Anal Comput 10(3):735–756, 2022. https://doi.org/10.1007/s40072-021-00234-6).

本文研究了由高斯噪声驱动的广义分数动力学方程系统的击打特性,高斯噪声在时间上是分数的,在空间上是白色或彩色的。所考虑的模型包括各种实例,如随机热方程和随机双谐波热方程。在相对一般的条件下,我们推导出了连续性的均方模量,并探讨了解的某些二阶性质。然后,我们利用这些性质分别以 (mathfrak {g}_q)-capacity 和 (g_q)-Hausdorff 度量推导出路径过程命中有界 Borel 集的概率下限和上限,从而揭示了命中点的临界维度。此外,通过引入解的可调和表示,并利用它来构造具有一定平稳性的近似随机场族,我们证明了所有点在临界维度上都是极性的。这为支持 Hinojosa-Calleja 和 Sanz-Solé 提出的猜想提供了有力证据(Stoch Part Differ Equ Anal Comput 10(3):735-756, 2022. https://doi.org/10.1007/s40072-021-00234-6)。
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引用次数: 1
Importance sampling for stochastic reaction–diffusion equations in the moderate deviation regime 随机反应扩散方程在中等偏差状态下的重要性采样
IF 1.5 3区 数学 Q2 Mathematics Pub Date : 2023-12-08 DOI: 10.1007/s40072-023-00320-x
Ioannis Gasteratos, Michael Salins, Konstantinos Spiliopoulos

We develop a provably efficient importance sampling scheme that estimates exit probabilities of solutions to small-noise stochastic reaction–diffusion equations from scaled neighborhoods of a stable equilibrium. The moderate deviation scaling allows for a local approximation of the nonlinear dynamics by their linearized version. In addition, we identify a finite-dimensional subspace where exits take place with high probability. Using stochastic control and variational methods we show that our scheme performs well both in the zero noise limit and pre-asymptotically. Simulation studies for stochastically perturbed bistable dynamics illustrate the theoretical results.

我们开发了一种可证明的高效重要性采样方案,该方案可从稳定平衡的缩放邻域估算小噪声随机反应扩散方程解的出口概率。适度偏差缩放允许用线性化版本对非线性动力学进行局部近似。此外,我们还确定了一个有限维子空间,在该子空间中出口发生的概率很高。利用随机控制和变分法,我们证明了我们的方案在零噪声极限和渐近前均表现良好。随机扰动双稳态动力学的模拟研究说明了理论结果。
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引用次数: 2
Delayed blow-up and enhanced diffusion by transport noise for systems of reaction–diffusion equations 反应扩散方程系统的延迟爆破和输运噪声增强扩散
IF 1.5 3区 数学 Q2 Mathematics Pub Date : 2023-11-28 DOI: 10.1007/s40072-023-00319-4
Antonio Agresti

This paper is concerned with the problem of regularization by noise of systems of reaction–diffusion equations with mass control. It is known that strong solutions to such systems of PDEs may blow-up in finite time. Moreover, for many systems of practical interest, establishing whether the blow-up occurs or not is an open question. Here we prove that a suitable multiplicative noise of transport type has a regularizing effect. More precisely, for both a sufficiently noise intensity and a high spectrum, the blow-up of strong solutions is delayed up to an arbitrary large time. Global existence is shown for the case of exponentially decreasing mass. The proofs combine and extend recent developments in regularization by noise and in the (L^p(L^q))-approach to stochastic PDEs, highlighting new connections between the two areas.

研究了具有质量控制的反应扩散方程系统的噪声正则化问题。已知这类偏微分方程系统的强解可能在有限时间内爆炸。此外,对于许多具有实际利益的系统来说,确定爆炸是否发生是一个悬而未决的问题。本文证明了适当的输运型乘性噪声具有正则化效应。更确切地说,对于足够的噪声强度和高频谱,强解的爆炸被延迟到任意大的时间。在质量呈指数递减的情况下,证明了整体存在性。这些证明结合并扩展了噪声正则化和(L^p(L^q)) -随机偏微分方程方法的最新发展,突出了这两个领域之间的新联系。
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引用次数: 10
Sticky nonlinear SDEs and convergence of McKean–Vlasov equations without confinement 粘性非线性SDEs与无约束McKean-Vlasov方程的收敛性
3区 数学 Q2 Mathematics Pub Date : 2023-11-06 DOI: 10.1007/s40072-023-00315-8
Arnaud Guillin, Alain Durmus, Andreas Eberle, Katharina Schuh
Abstract We develop a new approach to study the long time behaviour of solutions to nonlinear stochastic differential equations in the sense of McKean, as well as propagation of chaos for the corresponding mean-field particle system approximations. Our approach is based on a sticky coupling between two solutions to the equation. We show that the distance process between the two copies is dominated by a solution to a one-dimensional nonlinear stochastic differential equation with a sticky boundary at zero. This new class of equations is then analyzed carefully. In particular, we show that the dominating equation has a phase transition. In the regime where the Dirac measure at zero is the only invariant probability measure, we prove exponential convergence to equilibrium both for the one-dimensional equation, and for the original nonlinear SDE. Similarly, propagation of chaos is shown by a componentwise sticky coupling and comparison with a system of one dimensional nonlinear SDEs with sticky boundaries at zero. The approach applies to equations without confinement potential and to interaction terms that are not of gradient type.
提出了一种新的方法来研究McKean意义下非线性随机微分方程解的长时间行为,以及相应的平均场粒子系统近似的混沌传播。我们的方法是基于方程两个解之间的粘性耦合。我们证明了两个副本之间的距离过程是由一个一维非线性随机微分方程的解控制的,该方程在零处有粘边。然后仔细分析这一类新的方程。特别地,我们证明了主导方程具有相变。在Dirac测度为唯一不变概率测度的情况下,我们证明了一维方程和原始非线性SDE的指数收敛平衡。类似地,混沌的传播由一个组件粘滞耦合来表示,并与具有粘滞边界为零的一维非线性SDEs系统进行了比较。该方法适用于没有约束势的方程和非梯度型的相互作用项。
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引用次数: 9
Regularity theory for a new class of fractional parabolic stochastic evolution equations 一类新的分数阶抛物型随机演化方程的正则性理论
3区 数学 Q2 Mathematics Pub Date : 2023-10-30 DOI: 10.1007/s40072-023-00316-7
Kristin Kirchner, Joshua Willems
Abstract A new class of fractional-order parabolic stochastic evolution equations of the form $$(partial _t + A)^gamma X(t) = {dot{W}}^Q(t)$$ ( t + A ) γ X ( t ) = W ˙ Q ( t ) , $$tin [0,T]$$ t [ 0 , T ] , $$gamma in (0,infty )$$ γ ( 0 , ) , is introduced, where $$-A$$ - A generates a $$C_0$$ C 0 -semigroup on a separable Hilbert space H and the spatiotemporal driving noise $${dot{W}}^Q$$ W ˙ Q is the formal time derivative of an H -valued cylindrical Q -Wiener process. Mild and weak solutions are defined; these concepts are shown to be equivalent and to lead to well-posed problems. Temporal and spatial regularity of the solution process X are investigated, the former being measured by mean-square or pathwise smoothness and the latter by using domains of fractional powers of A . In addition, the covariance of X and its long-time behavior are analyzed. These abstract results are applied to the cases when $$A:= L^beta $$ A : = L β and $$Q:={widetilde{L}}^{-alpha }$$ Q : = L ~ - α are fractional powers of symmetric, s
摘要引入了一类新的分数阶抛物型随机演化方程,其形式为$$(partial _t + A)^gamma X(t) = {dot{W}}^Q(t)$$(∂t + A) γ X (t) = W˙Q (t), $$tin [0,T]$$ t∈[0,t], $$gamma in (0,infty )$$ γ∈(0,∞)。其中$$-A$$ - A在可分离希尔伯特空间H上生成一个$$C_0$$ c0 -半群,而时空驱动噪声$${dot{W}}^Q$$ W˙Q是H值圆柱形Q - wiener过程的形式时间导数。定义了温和解和弱解;这些概念被证明是等价的,并导致适定问题。研究了求解过程X的时间和空间规律性,前者用均方或路径平滑度来测量,后者用A的分数次幂域来测量。此外,还分析了X的协方差及其长期行为。这些抽象结果应用于$$A:= L^beta $$ A: = L β和$$Q:={widetilde{L}}^{-alpha }$$ Q: = L - α是定义在(i)有界欧几里得域或(ii)光滑紧曲面上的对称强椭圆二阶微分算子的分数幂的情况。在这些情况下,高斯解过程可以看作仅仅是空间(Whittle -) matsamyn场到时空的推广。
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引用次数: 1
Global existence and non-uniqueness for the Cauchy problem associated to 3D Navier–Stokes equations perturbed by transport noise 输运噪声扰动下三维Navier-Stokes方程Cauchy问题的全局存在性和非唯一性
3区 数学 Q2 Mathematics Pub Date : 2023-10-30 DOI: 10.1007/s40072-023-00318-5
Umberto Pappalettera
Abstract We show global existence and non-uniqueness of probabilistically strong, analytically weak solutions of the three-dimensional Navier–Stokes equations perturbed by Stratonovich transport noise. We can prescribe either: (i) any divergence-free, square integrable intial condition; or (ii) the kinetic energy of solutions up to a stopping time, which can be chosen arbitrarily large with high probability. Solutions enjoy some Sobolev regularity in space but are not Leray–Hopf.
摘要给出了受stronovich输运噪声扰动的三维Navier-Stokes方程的概率强、解析弱解的全局存在性和非唯一性。我们可以规定:(i)任何无散度,平方可积的初始条件;或(ii)解在停止时间前的动能,可以大概率任意选择。解在空间中具有索博列夫正则性,但不是勒雷-霍普夫正则性。
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引用次数: 6
期刊
Stochastics and Partial Differential Equations-Analysis and Computations
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