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In this paper, we first establish well-posedness results for one-dimensional McKean-Vlasov stochastic differential equations (SDEs) and related particle systems with a measure-dependent drift coefficient that is discontinuous in the spatial…

概率论 · 数学 2024-03-29 Gunther Leobacher , Christoph Reisinger , Wolfgang Stockinger

The real-time fault monitoring and control of the Vacuum Assisted Resin Transfer Moulding (VARTM) production process requires a knowledge of the position of the epoxy flow-front inside the mould. Therefore, a fast and accurate flow-front…

系统与控制 · 计算机科学 2019-02-27 Michael Nauheimer , Rishi Relan , Uffe Høgsbro Thygesen , Erik Lindström , Henrik Madsen

We investigate numerical behaviour of a convection diffusion equation with random coefficients by approximating statistical moments of the solution. Stochastic Galerkin approach, turning the original stochastic problem to a system of…

数值分析 · 数学 2021-10-19 Pelin Çiloğlu , Hamdullah Yücel

This paper introduces a novel method for numerically stabilizing sequential continuous adjoint flow solvers utilizing an elliptic relaxation strategy. The proposed approach is formulated as a Partial Differential Equation (PDE) containing a…

流体动力学 · 物理学 2025-01-23 Niklas Kühl

We consider It\^o SDE $\d X_t=\sum_{j=1}^m A_j(X_t) \d w_t^j + A_0(X_t) \d t$ on $\R^d$. The diffusion coefficients $A_1,..., A_m$ are supposed to be in the Sobolev space $W_\text{loc}^{1,p} (\R^d)$ with $p>d$, and to have linear growth;…

概率论 · 数学 2010-01-19 Shizan Fang , Dejun Luo , Anto Thalmaier

We present a new hyperviscosity formulation for stabilizing radial basis function-finite difference (RBF-FD) discretizations of advection-diffusion-reaction equations on manifolds $\mathbb{M} \subset \mathbb{R}^3$ of co-dimension one. Our…

数值分析 · 数学 2020-04-27 Varun Shankar , Grady B. Wright , Akil Narayan

In this paper we study jump-diffusion stochastic differential equations (SDEs) with a discontinuous drift coefficient and a possibly degenerate diffusion coefficient. Such SDEs appear in applications such as optimal control problems in…

数值分析 · 数学 2021-01-15 Paweł Przybyłowicz , Michaela Szölgyenyi

We study stochastic differential equations (SDEs) of McKean-Vlasov type with distribution dependent drifts and driven by pure jump L\'{e}vy processes. We prove a uniform in time propagation of chaos result, providing quantitative bounds on…

概率论 · 数学 2020-11-10 Mingjie Liang , Mateusz B. Majka , Jian Wang

The existence-uniqueness theory for solutions to stochastic dynamic systems is always a significant theme and has received a huge attention. The objective of this article is to study the mentioned theory for stochastic functional…

概率论 · 数学 2020-12-30 Faiz Faizullah , Muhammad Farooq , MA Rana , Rahman Ullah

We propose and study discontinuous Galerkin methods for strongly degenerate convection-diffusion equations perturbed by a fractional diffusion (L\'evy) operator. We prove various stability estimates along with convergence results toward…

数值分析 · 数学 2011-11-29 Simone Cifani , Espen R. Jakobsen , Kenneth H. Karlsen

This study introduces a training-free conditional diffusion model for learning unknown stochastic differential equations (SDEs) using data. The proposed approach addresses key challenges in computational efficiency and accuracy for modeling…

机器学习 · 计算机科学 2024-10-07 Yanfang Liu , Yuan Chen , Dongbin Xiu , Guannan Zhang

Consider the following stochastic differential equation (SDE) $$dX_t = b(t,X_{t-}) \, dt+ dL_t, \quad X_0 = x,$$ driven by a $d$-dimensional L\'evy process $(L_t)_{t \geq 0}$. We establish conditions on the L\'evy process and the drift…

概率论 · 数学 2020-05-01 Franziska Kühn , René L. Schilling

The configurational distribution function, solution of an evolution (diffusion) equation of the Fokker-Planck-Smoluchowski type, is (at least part of) the corner stone of polymer dynamics: it is the key to calculating the stress tensor…

偏微分方程分析 · 数学 2009-02-26 Ionel Sorin Ciuperca , Liviu Iulian Palade

We describe an Euler scheme to approximate solutions of L\'evy driven Stochastic Differential Equations (SDE) where the grid points are random and given by the arrival times of a Poisson process. This result extends a previous work of the…

概率论 · 数学 2013-09-10 Albert Ferreiro-Castilla , Andreas E Kyprianou , Robert Scheichl

In this paper, we study dimension reduction techniques for large-scale controlled stochastic differential equations (SDEs). The drift of the considered SDEs contains a polynomial term satisfying a one-sided growth condition. Such…

概率论 · 数学 2023-03-10 Martin Redmann

This paper studies the numerical methods to approximate the solutions for a sort of McKean-Vlasov neutral stochastic differential delay equations (MV-NSDDEs) that the growth of the drift coefficients is super-linear. First, We obtain that…

概率论 · 数学 2022-11-04 Yuanping Cui , Xiaoyue Li , Yi Liu , Chenggui Yuan

We study one-dimensional stochastic differential equations of form $dX_t = \sigma(X_t)dY_t$, where $Y$ is a suitable H\"older continuous driver such as the fractional Brownian motion $B^H$ with $H>\frac12$. The innovative aspect of the…

概率论 · 数学 2019-08-09 Soledad Torres , Lauri Viitasaari

We solve multidimensional SDEs with distributional drift driven by symmetric, $\alpha$-stable L\'evy processes for $\alpha\in (1,2]$ by studying the associated (singular) martingale problem and by solving the Kolmogorov backward equation.…

概率论 · 数学 2024-06-21 Helena Kremp , Nicolas Perkowski

Diffusion models with continuous stochastic differential equations (SDEs) have shown superior performances in image generation. It can serve as a deep generative prior to solving the inverse problem in magnetic resonance (MR)…

图像与视频处理 · 电气工程与系统科学 2024-01-23 Chentao Cao , Zhuo-Xu Cui , Yue Wang , Shaonan Liu , Taijin Chen , Hairong Zheng , Dong Liang , Yanjie Zhu

Suspended sediment concentration and sediment transport heavily correlates to fluid behavior, thus proving it to be a lucrative field for exploration. Most of the existing deterministic and probabilistic methods proved to be complex with…

应用统计 · 统计学 2025-07-09 Poulami Paul , Chanchal Kundu