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In this paper, we present large deviation theory that characterizes the exponential estimate for rare events of stochastic dynamical systems in the limit of weak noise. We aim to consider next-to-leading-order approximation for more…

机器学习 · 统计学 2023-06-21 Yang Li , Shenglan Yuan , Linghongzhi Lu , Xianbin Liu

Sharp large deviation estimates for stochastic differential equations with small noise, based on minimizing the Freidlin-Wentzell action functional under appropriate boundary conditions, can be obtained by integrating certain matrix Riccati…

统计力学 · 物理学 2023-01-11 Timo Schorlepp , Tobias Grafke , Rainer Grauer

We describe a framework to significantly reduce the computational effort to evaluate large deviation functions of time integrated observables within nonequilibrium steady states. We do this by incorporating an auxiliary dynamics into…

统计力学 · 物理学 2018-05-25 Ushnish Ray , Garnet Kin-Lic Chan , David T. Limmer

The problem of determining dynamical models and trajectories that describe observed time-series data allowing for the understanding, prediction and possibly control of complex systems in nature is of a great interest in a wide variety of…

数据分析、统计与概率 · 物理学 2007-05-23 V. N. Smelyanskiy , D. G. Luchinsky , M. Millons

Large deviation functions contain information on the stability and response of systems driven into nonequilibrium steady states, and in such a way are similar to free energies for systems at equilibrium. As with equilibrium free energies,…

统计力学 · 物理学 2018-04-25 Ushnish Ray , Garnet Kin-Lic Chan , David T. Limmer

Matrix differential Riccati equations are central in filtering and optimal control theory. The purpose of this article is to develop a perturbation theory for a class of stochastic matrix Riccati diffusions. Diffusions of this type arise,…

概率论 · 数学 2021-10-04 Adrian N. Bishop , Pierre Del Moral , Angele Niclas

Transition pathways of stochastic dynamical systems are typically approximated by instantons. Here we show, using a dynamical system containing two competing pathways, that at low-to-intermediate temperatures, instantons can fail to capture…

统计力学 · 物理学 2022-08-05 Lukas Kikuchi , Ronojoy Adhikari , Julian Kappler

Linear diffusions are used to model a large number of stochastic processes in physics, including small mechanical and electrical systems perturbed by thermal noise, as well as Brownian particles controlled by electrical and optical forces.…

统计力学 · 物理学 2023-05-10 Johan du Buisson , Hugo Touchette

In a previous paper [1], it was shown that the worldline expression for the nonperturbative imaginary part of the QED effective action can be approximated by the contribution of a special closed classical path in Euclidean spacetime, known…

高能物理 - 理论 · 物理学 2008-11-26 Gerald V. Dunne , Holger Gies , Christian Schubert , Qing-hai Wang

We present a path integral calculation of the probability distribution associated with the time-integrated moments of the Ornstein-Uhlenbeck process that includes the Gaussian prefactor in addition to the dominant path or instanton term…

统计力学 · 物理学 2022-06-07 Daniel Nickelsen , Hugo Touchette

Macroscopic fluctuations have become an essential tool to understand physics far from equilibrium due to the link between their statistics and nonequilibrium ensembles. The optimal path leading to a fluctuation encodes key information on…

统计力学 · 物理学 2017-03-13 N. Tizón-Escamilla , P. I. Hurtado , P. L. Garrido

We introduce and test an algorithm that adaptively estimates large deviation functions characterizing the fluctuations of additive functionals of Markov processes in the long-time limit. These functions play an important role for predicting…

统计力学 · 物理学 2023-03-30 Grégoire Ferré , Hugo Touchette

Macroscopic fluctuation theory has shown that a wide class of non-equilibrium stochastic dynamical systems obey a large deviation principle, but except for a few one-dimensional examples these large deviation principles are in general not…

统计力学 · 物理学 2014-10-02 Gino Del Ferraro , Erik Aurell

Large deviation theory provides a framework to understand macroscopic fluctuations and collective phenomena in many-body nonequilibrium systems in terms of microscopic dynamics. In these lecture notes we discuss the large deviation…

统计力学 · 物理学 2025-01-17 Pablo I. Hurtado

A new method is proposed to numerically extract the diffusivity of a (typically nonlinear) diffusion equation from underlying stochastic particle systems. The proposed strategy requires the system to be in local equilibrium and have…

统计力学 · 物理学 2018-05-09 Peter Embacher , Nicolas Dirr , Johannes Zimmer , Celia Reina

Path integrals are a central tool when it comes to describing quantum or thermal fluctuations of particles or fields. Their success dates back to Feynman who showed how to use them within the framework of quantum mechanics. Since then, path…

统计力学 · 物理学 2022-08-31 Leticia F. Cugliandolo , Vivien Lecomte , Frédéric Van Wijland

Integer-order differential operators were originally used to describe local and isotropic effects, in both space and time. However, in fields like biology, the modelling of complex phenomena with spatial heterogeneity necessitates more…

动力系统 · 数学 2025-03-18 Cypres Verbeeck , Nikolaos Sfakianakis

The path integral approach offers not only an exact expression for the non- equilibrium dynamics of dissipative quantum systems, but is also a convenient starting point for perturbative treatments. An alternative way to explore the…

统计力学 · 物理学 2022-09-21 Joachim Ankerhold

The precise description of quantum nuclear fluctuations in atomistic modelling is possible by employing path integral techniques, which involve a considerable computational overhead due to the need of simulating multiple replicas of the…

化学物理 · 物理学 2017-03-23 Venkat Kapil , Jörg Behler , Michele Ceriotti

The quantum instanton approximation is a type of quantum transition state theory that calculates the chemical reaction rate using the reactive flux correlation function and its low order derivatives at time zero. Here we present several…

化学物理 · 物理学 2009-11-11 Sandy Yang , Takeshi Yamamoto , William H. Miller
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