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Stochastic parametrisations of the interactions among disparate scales of motion in fluid convection are often used for estimating prediction uncertainty, which can arise due to inadequate model resolution, or incomplete observations,…

流体动力学 · 物理学 2022-12-14 Darryl D. Holm , Wei Pan

Nonlinear dynamical systems are sometimes under the influence of random fluctuations. It is desirable to examine possible bifurcations for stochastic dynamical systems when a parameter varies. A computational analysis is conducted to…

动力系统 · 数学 2012-01-31 Huiqin Chen , Jinqiao Duan , Chengjian Zhang

This paper proposes a simple mathematical model of non-stationary and non-linear stochastic dynamics, which approximates a (globally) non-stationary and non-linear stochastic process by its locally (or \emph{"piecewise"}) stationary…

We present a numerical method for computing optimal transition pathways and transition rates in systems of stochastic differential equations (SDEs). In particular, we compute the most probable transition path of stochastic equations by…

动力系统 · 数学 2015-06-11 Brandon S. Lindley , Ira B. Schwartz

Stochastic reduced-order models are widely used to represent the effective dynamics of complex systems, but estimating their drift and diffusion coefficients from data remains challenging. Standard approaches often rely on short-time…

机器学习 · 统计学 2026-04-28 Ludovico T. Giorgini

We present a path integral formalism to compute potentials for nonequilibrium steady states, reached by a multiplicative stochastic dynamics. We develop a weak-noise expansion, which allows the explicit evaluation of the potential in…

统计力学 · 物理学 2016-02-17 Daniel G. Barci , Zochil González Arenas , Miguel Vera Moreno

We consider the task of generating discrete-time realisations of a nonlinear multivariate diffusion process satisfying an It\^o stochastic differential equation conditional on an observation taken at a fixed future time-point. Such…

统计计算 · 统计学 2016-04-26 Gavin A. Whitaker , Andrew Golightly , Richard J. Boys , Chris Sherlock

Detecting early warning indicators for abrupt dynamical transitions in complex systems or high-dimensional observation data is essential in many real-world applications, such as brain diseases, natural disasters, and engineering…

机器学习 · 统计学 2024-04-08 Lingyu Feng , Ting Gao , Wang Xiao , Jinqiao Duan

Stochastically switching force terms appear frequently in models of biological systems under the action of active agents such as proteins. The interaction of switching force and Brownian motion can create an "effective thermal equilibrium"…

统计力学 · 物理学 2024-01-17 Benjamin L. Walker , Katherine Newhall

In this paper, we investigate specific least action principles for laws of stochastic processes within a framework which stands on filtrations preserving variations. The associated Euler-Lagrange conditions, which we obtain, exhibit a…

概率论 · 数学 2022-08-08 Rémi Lassalle

The basic aim is to extend some results and concepts of non-autonomous second order differential systems with convex potentials to the new context of multi-time Poisson-gradient PDE systems with convex potential. In this sense, we prove…

动力系统 · 数学 2007-05-23 Iulian Duca , Ana-Maria Teleman , Constantin Udriste

For a model nonlinear dynamical system, we show how one may obtain its bifurcation behavior by introducing noise into the dynamics and then studying the resulting Langevin dynamics in the weak-noise limit. A suitable quantity to capture the…

适应与自组织系统 · 物理学 2019-02-06 Debraj Das , Sayan Roy , Shamik Gupta

In this work, we present an efficient gradient projection method for solving a class of stochastic optimal control problem with expected integral state constraint. The first order optimality condition system consisting of forward-backward…

最优化与控制 · 数学 2024-12-24 Qiming Wang , Wenbin Liu

A spatially extended classical system with metastable states subject to weak spatiotemporal noise can exhibit a transition in its activation behavior when one or more external parameters are varied. Depending on the potential, the…

统计力学 · 物理学 2008-07-09 J. Bürki , C. A. Stafford , D. L. Stein

This paper presents a general approach to linear stochastic processes driven by various random noises. Mathematically, such processes are described by linear stochastic differential equations of arbitrary order (the simplest non-trivial…

凝聚态物理 · 物理学 2009-10-28 Alon Drory

We consider the noise-induced transitions in the randomly perturbed discrete logistic map from a linearly stable periodic orbit consisting of T periodic points. The traditional large deviation theory and asymptotic analysis for small noise…

混沌动力学 · 物理学 2016-04-20 Yu Cao , Ling Lin , Xiang Zhou

Stochastic differential equations (SDEs) are one of the most important representations of dynamical systems. They are notable for the ability to include a deterministic component of the system and a stochastic one to represent random…

机器学习 · 计算机科学 2021-05-19 Noura Dridi , Lucas Drumetz , Ronan Fablet

We study rare transitions in Markovian open quantum systems driven with Gaussian noise, applying transition path and interface sampling methods to trajectories generated by stochastic Schr\"odinger dynamics. Interface and path sampling…

量子物理 · 物理学 2025-05-09 Robson Christie , Peter G. Bolhuis , David T. Limmer

Nonlinear, multiplicative Langevin equations for a complete set of slow variables in equilibrium systems are generally derived on the basis of the separation of time scales. The form of the equations is universal and equivalent to that…

统计力学 · 物理学 2017-03-07 Masato Itami , Shin-ichi Sasa

Homogenisation theory has seen recent applications in deriving stochastic transport models for fluid dynamics. In this work, we first derive the stochastic Lagrange-to-Euler map that underpins stochastic transport noise in fluid dynamics as…

数学物理 · 物理学 2025-11-06 Theo Diamantakis , Ruiao Hu , James-Michael Leahy