Spectral theory of fluctuations in time-average statistical mechanics of reversible and driven systems
arXiv:2004.09387 · doi:10.1103/PhysRevResearch.2.043084
Abstract
We present a spectral-theoretic approach to time-average statistical mechanics for general, non-equilibrium initial conditions. We consider the statistics of bounded, local additive functionals of reversible as well as irreversible ergodic stochastic dynamics with continuous or discrete state-space. We derive exact results for the mean, fluctuations and correlations of time average observables from the eigenspectrum of the underlying generator of Fokker-Planck or master equation dynamics, and discuss the results from a physical perspective. Feynman-Kac formulas are re-derived using Itô calculus and combined with non-Hermitian perturbation theory. The emergence of the universal central limit law in a spectral representation is shown explicitly on large deviation time-scales. For reversible dynamics with equilibrated initial conditions we derive a general upper bound to fluctuations of occupation measures in terms of an integral of the return probability. Simple, exactly solvable examples are analyzed to demonstrate how to apply the theory. As a biophysical example we revisit the Berg-Purcell problem on the precision of concentration measurements by a single receptor. Our results are directly applicable to a diverse range of phenomena underpinned by time-average observables and additive functionals in physical, chemical, biological, and economical systems.
arXiv commentrevised manuscript, 1 additional figure, several typos corrected
References in corpus (30)
- The large deviation approach to statistical mechanics
- Persistence and First-Passage Properties in Non-equilibrium Systems
- Single-molecule experiments in biological physics: methods and applications
- Statistical Aging and Non Ergodicity in the Fluorescence of Single Nanocrystals
- Stochastic Ergodicity Breaking: a Random Walk Approach
- Introduction to dynamical large deviations of Markov processes
- Maximum likelihood and the single receptor
- The Local and the Occupation Time of a Particle Diffusing in a Random Medium
- Thermodynamics of statistical inference by cells
- A formal view on 2.5 large deviations and fluctuation relations
- Limits of sensing temporal concentration changes by single cells
- Physical limit to concentration sensing amid spurious ligands
- A fractional Feynman-Kac equation for weak ergodicity breaking
- Functionals of the Brownian motion, localization and metric graphs
- Large-Deviation Functions for Nonlinear Functionals of a Gaussian Stationary Markov Process
- Residence Time Distribution for a Class of Gaussian Markov Processes
- Statistical Properties of Functionals of the Paths of a Particle Diffusing in a One-Dimensional Random Potential
- Optimal estimates of the diffusion coefficient of a single Brownian trajectory
- Extreme value statistics of ergodic Markov processes from first passage times in the large deviation limit
- Physically consistent numerical solver for time-dependent Fokker-Planck equations
- Sign-time distributions for interface growth
- Manifestations of Projection-Induced Memory: General Theory and the Tilted Single File
- Know the single-receptor sensing limit? Think again
- Kinetics of diffusion-limited catalytically-activated reactions: An extension of the Wilemski-Fixman approach
- Exact Occupation Time Distribution in a Non-Markovian Sequence and Its Relation to Spin Glass Models
- Unfolding Tagged Particle Histories in Single-File Diffusion: Exact Single- and Two-Tag Local Times Beyond Large Deviation Theory
- Optimal fits of diffusion constants from single time data points of Brownian trajectories
- Dispersion for Two Classes of Random Variables: General Theory and Application to Inference of an External Ligand Concentration by a Cell
- Active transport improves the precision of linear long distance molecular signalling
- Optimal inference strategies and their implications for the linear noise approximation
Cited by in corpus (37)
- Emergent memory and kinetic hysteresis in strongly driven networks
- Thermodynamic Uncertainty Relation Bounds the Extent of Anomalous Diffusion
- Violation of Local Detailed Balance Despite a Clear Time-Scale Separation
- Leveraging large-deviation statistics to decipher the stochastic properties of measured trajectories
- Mathematical, Thermodynamical, and Experimental Necessity for Coarse Graining Empirical Densities and Currents in Continuous Space
- Nonequilibrium diffusion processes via non-Hermitian electromagnetic quantum mechanics with application to the statistics of entropy production in the Brownian gyrator
- Coarse Graining Empirical Densities and Currents in Continuous-Space Steady States
- Conditioned diffusion processes with an absorbing boundary condition for finite or infinite horizon
- Large deviations for metastable states of Markov processes with absorbing states with applications to population models in stable or randomly switching environment
- Anomalous dynamical large deviations of local empirical densities and activities in the pure and in the random kinetically-constrained East Model
- Resonant diffusion of a gravitactic circle swimmer
- Large deviations for the Pearson family of ergodic diffusion processes involving a quadratic diffusion coefficient and a linear force
- Microcanonical conditioning of Markov processes on time-additive observables
- Markov trajectories : Microcanonical Ensembles based on empirical observables as compared to Canonical Ensembles based on Markov generators
- Revisiting boundary-driven non-equilibrium Markov dynamics in arbitrary potentials via supersymmetric quantum mechanics and explicit large deviations at various levels
- Large deviations and conditioning for chaotic non-invertible deterministic maps: analysis via the forward deterministic dynamics and the backward stochastic dynamics
- Inhomogeneous asymmetric exclusion processes between two reservoirs : large deviations for the local empirical observables in the Mean-Field approximation
- Intermediate scattering function of a gravitactic circle swimmer
- Local time of an Ornstein-Uhlenbeck particle
- On correlations and fluctuations of time-averaged densities and currents with general time-dependence
- Nonequilibrium fluctuation-response relations for state-current correlations
- Nonequilibrium fluctuation-response relations for state observables
- Conditioning diffusion processes with respect to the local time at the origin
- Time- and ensemble-average statistical mechanics of the Gaussian Network Model
- Feynman-Kac theory of time-integrated functionals: Itô versus functional calculus
- Precisely controlled colloids: A playground for path-wise non-equilibrium physics
- Explicit dynamical properties of the Pelikan random map in the chaotic region and at the intermittent critical point towards the non-chaotic region
- Macroscopic fluctuation-response theory and its use for gene regulatory networks
- Large deviations at level 2.5 and for trajectories observables of diffusion processes : the missing parts with respect to their random-walks counterparts
- Joint distribution of two Local Times for diffusion processes with the application to the construction of various conditioned processes
- On the Kemeny time for continuous-time reversible and irreversible Markov processes with applications to stochastic resetting and to conditioning towards forever-survival
- A supersymmetric quantum perspective on the explicit large deviations for reversible Markov jump processes, with applications to pure and random spin chains
- Large deviations for trajectory observables of diffusion processes in dimension in the double limit of large time and small diffusion coefficient
- Markov spin models for image generation : explicit large deviations with respect to the number of pixels
- Intermediate scattering function of colloids in a periodic laser field
- Inverse problem in the conditioning of Markov processes on trajectory observables : what canonical conditionings can connect two given Markov generators ?
- Conditioning two diffusion processes with respect to their first-encounter properties