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For optimizing a non-convex function in finite dimension, a method is to add Brownian noise to a gradient descent, allowing for transitions between basins of attractions of different minimizers. To adapt this for optimization over a space…

概率论 · 数学 2025-05-13 Pierre Germain , Pierre Monmarché

We consider the numerical solution of time-harmonic acoustic scattering by obstacles with uncertain geometries for Dirichlet, Neumann, impedance and transmission boundary conditions. In particular, we aim to quantify diffracted fields…

数值分析 · 数学 2020-02-13 Paul Escapil-Inchauspé , Carlos Jerez-Hanckes

We explain the ubiquity and extremely slow evolution of non gaussian out-of-equilibrium distributions for the Hamiltonian Mean-Field model, by means of traditional kinetic theory. Deriving the Fokker-Planck equation for a test particle, one…

统计力学 · 物理学 2009-11-10 Freddy Bouchet , Thierry Dauxois

In this work, we investigate a variational formulation for a time-fractional Fokker-Planck equation which arises in the study of complex physical systems involving anomalously slow diffusion. The model involves a fractional-order Caputo…

数值分析 · 数学 2020-06-05 Manh Hong Duong , Bangti Jin

Inferring the driving equations of a dynamical system from population or time-course data is important in several scientific fields such as biochemistry, epidemiology, financial mathematics and many others. Despite the existence of…

机器学习 · 计算机科学 2020-12-10 Anastasios Tsourtis , Yannis Pantazis , Ioannis Tsamardinos

We consider Taylor dispersion for tracer particles in micro-fluidic planar channels with strong confinement. In this context, the channel walls modify the local diffusivity tensor and also interactions between the tracer particles and the…

流体动力学 · 物理学 2021-08-12 Arthur Alexandre , Thomas Guérin , David S. Dean

The stochastic solution with Gaussian stationary increments is establihsed for the symmetric space-time fractional diffusion equation when $0 < \beta < \alpha \le 2$, where $0 < \beta \le 1$ and $0 < \alpha \le 2$ are the fractional…

统计力学 · 物理学 2016-03-18 Gianni Pagnini , Paolo Paradisi

A time-discrete approach avoids the assumption of an 'integration sense'. New path increments (in a short time step) are complete in the order of that step, and not Gaussian distributed when the noise is multiplicative; this eliminates an…

概率论 · 数学 2025-07-29 Dietrich Ryter

One of the outstanding problems in the numerical discretization of the Feynman-Kac formula calls for the design of arbitrary-order short-time approximations that are constructed in a stable way, yet only require knowledge of the potential…

数学物理 · 物理学 2007-05-23 Cristian Predescu

Based on a previously developed recursive approach for calculating the short-time expansion of the propagator for systems with time-independent potentials and its time-dependent generalization for simple single-particle systems, in this…

统计力学 · 物理学 2011-08-08 Antun Balaz , Ivana Vidanovic , Aleksandar Bogojevic , Aleksandar Belic , Axel Pelster

In this paper we introduce a family of stochastic gradient estimation techniques based of the perturbative expansion around the mean of the sampling distribution. We characterize the bias and variance of the resulting Taylor-corrected…

机器学习 · 统计学 2019-11-18 Luca Ambrogioni , Marcel A. J. van Gerven

We use the Fokker-Planck equation and its moment equations to study the collective behavior of interacting particles in unsteady one-dimensional flows. Particles interact according to a long-range attractive and a short-range repulsive…

流体动力学 · 物理学 2014-08-05 Maryam Abedi , Mir Abbas Jalali

In this paper, we consider an opioid epidemic dynamical model with random perturbation that typically describes the interplay between regular prescription use, addictive use, and the process of rehabilitation from addiction and vice-versa.…

最优化与控制 · 数学 2018-06-19 Getachew K. Befekadu , Quanyan Zhu

A generalized Langevin equation is suggested to describe a system with memory($u(t,t') = \frac{1}{\Gamma (\nu )}(t - t')^\nu $) as well as with positive and negative damping. The equation can be transformed into the Fokker-Planck equation…

物理与社会 · 物理学 2019-09-11 Peng Wang , Feng-Chun Pan , Jie Huo , Xu-Ming Wang

We consider single particle and polymer translocation where the frictional properties experienced from the environment are changing in time. This work is motivated by the interesting frequency responsive behaviour observed when a polymer is…

软凝聚态物质 · 物理学 2012-12-06 Jack A. Cohen , Abhishek Chaudhuri , Ramin Golestanian

We address the problem of constructing approximations based on orthogonal polynomials that preserve an arbitrary set of moments of a given function without loosing the spectral convergence property. To this aim, we compute the constrained…

数值分析 · 数学 2025-04-18 Tino Laidin , Lorenzo Pareschi

Fractional Fokker-Planck equation plays an important role in describing anomalous dynamics. To the best of our knowledge, the existing discussions mainly focus on this kind of equation involving one diffusion operator. In this paper, we…

数值分析 · 数学 2021-09-08 Jing Sun , Weihua Deng , Daxin Nie

We introduce a new method, allowing to describe slowly time-dependent Langevin equations through the behaviour of individual paths. This approach yields considerably more information than the computation of the probability density. The main…

统计力学 · 物理学 2007-05-23 Nils Berglund , Barbara Gentz

We introduce a novel numerical scheme for solving the Fokker-Planck equation of discretized Dean-Kawasaki models with a functional tensor network ansatz. The Dean-Kawasaki model describes density fluctuations of interacting particle…

数值分析 · 数学 2026-02-06 Xun Tang , Lexing Ying

The method of potential solutions of Fokker-Planck equations is used to develop a transport equation for the joint probability of N stochastic variables with Lochner's generalized Dirichlet distribution (R.H. Lochner, A Generalized…

数学物理 · 物理学 2013-10-02 J. Bakosi , J. R. Ristorcelli