Response Theory Identifies Reaction Coordinates and Explains Critical Phenomena in Noisy Interacting Systems
arXiv:2303.09047 · doi:10.1088/1751-8121/ad6068
Abstract
We consider a class of nonequilibrium systems of interacting agents with pairwise interactions and quenched disorder in the dynamics featuring, in the thermodynamic limit, phase transitions. We provide conditions on the microscopic structure of interactions among the agents that lead to a dimension reduction of the system in terms of a finite number of reaction coordinates. Such reaction coordinates prove to be proper nonequilibrium thermodynamic variables as they carry information on correlation, memory and resilience properties of the system. Phase transitions can be identified and quantitatively characterised as singularities of the complex valued susceptibility functions associated to the reaction coordinates. We provide analytical and numerical evidence of how the singularities affect the physical properties of finite size systems.
References in corpus (45)
- Low Dimensional Behavior of Large Systems of Globally Coupled Oscillators
- Fluctuation-Dissipation: Response Theory in Statistical Physics
- Macroscopic fluctuation theory
- Langevin Equation for the Density of a System of Interacting Langevin Processes
- Equilibrium free energies from non-equilibrium metadynamics
- The Physics of Climate Variability and Climate Change
- Macroscopic description for networks of spiking neurons
- Phase reduction approach to synchronization of nonlinear oscillators
- Dynamical density functional theory for interacting Brownian particles: stochastic or deterministic?
- A review of linear response theory for general differentiable dynamical systems
- Kuramoto model of synchronization: Equilibrium and nonequilibrium aspects
- A simple framework to justify linear response theory
- Long-time behaviour and phase transitions for the McKean--Vlasov equation on the torus
- Dynamics of noisy oscillator populations beyond the Ott-Antonsen ansatz
- Stationary and Traveling Wave States of the Kuramoto Model with an Arbitrary Distribution of Frequencies and Coupling Strengths
- The Kuramoto Model with Time-Varying Parameters
- Thermodynamics of the self-gravitating ring model
- Perturbative calculation of quasi-potential in non-equilibrium diffusions: a mean-field example
- Dynamic Density Functional Theory with hydrodynamic interactions and fluctuations
- A reduction methodology for fluctuation driven population dynamics
- Trainability and Accuracy of Neural Networks: An Interacting Particle System Approach
- Reduced-Order Models for Coupled Dynamical Systems: Data-driven Methods and the Koopman Operator
- Mean Field Limits for Interacting Diffusions in a Two-Scale Potential
- Theoretical tools for understanding the climate crisis from Hasselmann's program and beyond
- Noisy bounded confidence models for opinion dynamics: the effect of boundary conditions on phase transitions
- On Dean-Kawasaki Dynamics with Smooth Drift Potential
- Mean-Field Treatment of the Many-Body Fokker-Planck Equation
- The Brownian Mean Field model
- On Some Aspects of the Response to Stochastic and Deterministic Forcings
- Ruelle-Pollicott Resonances of Stochastic Systems in Reduced State Space. Part I: Theory
- Response and Sensitivity Using Markov Chains
- The Onset of Synchronization in Systems of Globally Coupled Chaotic and Periodic Oscillators
- The broad edge of synchronisation: Griffiths effects and collective phenomena in brain networks
- Response Theory and Phase Transitions for the Thermodynamic Limit of Interacting Identical Systems
- Linear response in neuronal networks: from neurons dynamics to collective response
- Network Dynamics on Graphops
- Phase transitions, logarithmic Sobolev inequalities, and uniform-in-time propagation of chaos for weakly interacting diffusions
- Exact finite-dimensional reduction for a population of noisy oscillators and its link to Ott-Antonsen and Watanabe-Strogatz theories
- Dynamics of the Desai-Zwanzig model in multi-well and random energy landscapes
- Dimension reduction of noisy interacting systems
- Noise-induced stabilization of collective dynamics
- Graphop Mean-Field Limits and Synchronization for the Stochastic Kuramoto Model
- Spectroscopy of phase transitions for multiagent systems
- On stochastic mirror descent with interacting particles: convergence properties and variance reduction
- Understanding Recurrent Neural Networks Using Nonequilibrium Response Theory