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We analyze situations where a saddle-node bifurcation occurs on a fractal basin boundary. Specifically, we are interested in what happens when a system parameter is slowly swept in time through the bifurcation. Such situations are known to…

混沌动力学 · 物理学 2009-11-10 Romulus Breban , Helena E. Nusse , Edward Ott

Tipping behavior can occur when an equilibrium of a dynamical system loses stability in response to a slowly varying parameter crossing a bifurcation threshold, or where noise drives a system from one attractor to another, or some…

混沌动力学 · 物理学 2026-01-26 Raphael Römer , Peter Ashwin

Nonlinear dynamical systems exposed to changing forcing can exhibit catastrophic transitions between alternative and often markedly different states. The phenomenon of critical slowing down (CSD) can be used to anticipate such transitions…

机器学习 · 计算机科学 2024-09-13 Yu Huang , Sebastian Bathiany , Peter Ashwin , Niklas Boers

Distribution-dependent stochastic dynamical systems arise widely in engineering and science. We consider a class of such systems which model the limit behaviors of interacting particles moving in a vector field with random fluctuations. We…

数值分析 · 数学 2023-09-15 Wei Wei , Jianyu Hu

The time-dependent barrier passage of a particle driven by the structured noise is studied in the field of a metastable potential. Quantities such as the probability of passing over the saddle point and transmission coefficient of the…

化学物理 · 物理学 2015-02-26 Chun-Yang Wang

Analyzing when noisy trajectories, in the two dimensional plane, of a stochastic dynamical system exit the basin of attraction of a fixed point is specifically challenging when a periodic orbit forms the boundary of the basin of attraction.…

We consider a high-$Q$ Duffing oscillator in a weakly non-linear regime with the driving frequency $\sigma$ varying in time between $\sigma_i$ and $\sigma_f$ at a characteristic rate $r$. We found that the frequency sweep can cause…

适应与自组织系统 · 物理学 2016-11-28 Oleg Kogan

Diverse complex dynamical systems are known to exhibit abrupt regime shifts at bifurcation points of the saddle-node type. The dynamics of most of these systems, however, have a stochastic component resulting in noise driven regime shifts…

统计力学 · 物理学 2013-10-29 Sayantari Ghosh , Amit Kumar Pal , Indrani Bose

We study the asymptotic behavior of second-order algorithms mixing Newton's method and inertial gradient descent in non-convex landscapes. We show that, despite the Newtonian behavior of these methods, they almost always escape strict…

最优化与控制 · 数学 2024-02-13 Camille Castera

In this work, we analyse the effect of adding Gaussian white noise to the slow variable of a slow--fast system passing through a saddle--node (or fold) bifurcation. This problem is mainly motivated by applications to non-equilibrium energy…

概率论 · 数学 2026-04-22 Baptiste Bergeot , Nils Berglund , Israa Zogheib

We give the first polynomial time algorithms for escaping from high-dimensional saddle points under a moderate number of constraints. Given gradient access to a smooth function $f \colon \mathbb R^d \to \mathbb R$ we show that (noisy)…

机器学习 · 计算机科学 2023-04-21 Dmitrii Avdiukhin , Grigory Yaroslavtsev

Non-Gaussian noise influences many complex out-of-equilibrium systems on a wide range of scales such as quantum devices, active and living matter, and financial markets. Despite the ubiquitous nature of non-Gaussian noise, its effect on…

统计力学 · 物理学 2022-09-01 Adrian Baule , Peter Sollich

Here we present a multiscale method to calculate the saddle point associated with the effective dynamics arising from a stochastic system which couples slow deterministic drift and fast stochastic dynamics. This problem is motivated by the…

数值分析 · 数学 2017-08-25 Shuting Gu , Xiang Zhou

The diffusion of a fractional Brownian particle passing over the saddle point is studied in the field of the metastable potential. The barrier escaping probability is found to be greatly related to the fractional exponent $\alpha$.…

统计力学 · 物理学 2015-02-24 Chun-Yang Wang , Cui-Feng Sun , Hong Zhang , Xue-Mei Zong , Ming Yi

Gradient descent is a popular algorithm in optimization, and its performance in convex settings is mostly well understood. In non-convex settings, it has been shown that gradient descent is able to escape saddle points asymptotically and…

机器学习 · 计算机科学 2022-08-17 Shiliang Zuo

We investigated how the presence of an additional lattice potential, driven by a harmonic noise process, changes the transition rate from the ground band to the first excited band in a Wannier-Stark system. Alongside numerical simulations,…

量子物理 · 物理学 2015-03-13 Stephan Burkhardt , Matthias Kraft , Riccardo Mannella , Sandro Wimberger

Nonlinear dynamical systems subjected to a combination of noise and time-varying forcing can exhibit sudden changes, critical transitions or tipping points where large or rapid dynamic effects arise from changes in a parameter that are…

混沌动力学 · 物理学 2024-05-21 Peter Ashwin , Julian Newman , Raphael Römer

We study the large deviations of a simple noise-perturbed dynamical system having continuous sets of steady states, which mimick those found in some partial differential equations related, for example, to turbulence problems. The system is…

统计力学 · 物理学 2012-06-05 Freddy Bouchet , Hugo Touchette

A dynamical system is said to undergo rate-induced tipping when it fails to track its quasi-equilibrium state due to an above-critical-rate change of system parameters. We study a prototypical model for rate-induced tipping, the saddle-node…

动力系统 · 数学 2016-10-12 Paul Ritchie , Jan Sieber

Additive noise is known to produce counter-intuitive behaviors in nonlinear dynamical systems. Previously, it was shown that systems with a deterministic limit cycle can display bistable switching between metastable states in the presence…

混沌动力学 · 物理学 2015-01-26 Michael A. Schwemmer , Jay M. Newby