Coarse Graining Empirical Densities and Currents in Continuous-Space Steady States
arXiv:2204.06553 · doi:10.1103/PhysRevResearch.4.033243
Abstract
We present the conceptual and technical background required to describe and understand the correlations and fluctuations of the empirical density and current of steady-state diffusion processes on all time scales -- observables central to statistical mechanics and thermodynamics on the level of individual trajectories. We focus on the important and non-trivial effect of a spatial coarse graining. Making use of a generalized time-reversal symmetry we provide deeper insight about the physical meaning of fluctuations of the coarse-grained empirical density and current, and explain why a systematic variation of the coarse-graining scale offers an efficient method to infer bounds on a system's dissipation. Moreover, we discuss emerging symmetries in the statistics of the empirical density and current, and the statistics in the central-limit regime. More broadly our work promotes the application of stochastic calculus as a powerful direct alternative to Feynman-Kac theory and path-integral methods.
arXiv commentVersion accepted for publication in Physical Review Research
References in corpus (59)
- Stochastic thermodynamics, fluctuation theorems, and molecular machines
- The large deviation approach to statistical mechanics
- Entropy production along a stochastic trajectory and an integral fluctuation theorem
- Thermodynamic uncertainty relation for biomolecular processes
- Steady State Thermodynamics of Langevin Systems
- Dissipation bounds all steady-state current fluctuations
- Macroscopic fluctuation theory
- How far from equilibrium is active matter?
- Single particle tracking in systems showing anomalous diffusion: the role of weak ergodicity breaking
- Single-molecule experiments in biological physics: methods and applications
- Current fluctuations in non-equilibrium diffusive systems: an additivity principle
- The Three Faces of the Second Law: I. Master Equation Formulation
- Nonequilibrium Markov processes conditioned on large deviations
- Broken detailed balance and non-equilibrium dynamics in living systems
- Macroscopic current fluctuations in stochastic lattice gases
- Universal bounds on current fluctuations
- Fluctuation-Dissipation Theorem in Nonequilibrium Steady States
- Estimating dissipation from single stationary trajectories
- The Three Faces of the Second Law: II. Fokker-Planck Formulation
- Irreversibility in active matter systems: Fluctuation theorem and mutual information
- Nonequilibrium microcanonical and canonical ensembles and their equivalence
- Quantifying dissipation using fluctuating currents
- Probability currents as principal characteristics in the statistical mechanics of non-equilibrium steady states
- Canonical structure of dynamical fluctuations in mesoscopic nonequilibrium steady states
- Current fluctuations and transport efficiency for general Langevin systems
- Elucidating the Origin of Heterogeneous Anomalous Diffusion in the Cytoplasm of Mammalian Cells
- Introduction to dynamical large deviations of Markov processes
- Generic Properties of Stochastic Entropy Production
- Thermodynamic uncertainty relation for time-dependent driving
- Inferring entropy production from short experiments
- Inferring dissipation from current fluctuations
- Dissipation and lag in irreversible processes
- Multidimensional thermodynamic uncertainty relations
- Entropy production in full phase space for continuous stochastic dynamics
- Fundamental Bounds on First Passage Time Fluctuations for Currents
- Statistics of tumbling of a single polymer molecule in shear flow
- Estimating entropy production by machine learning of short-time fluctuating currents
- Steady state statistics of driven diffusions
- Entropy production estimation with optimal current
- A formal view on 2.5 large deviations and fluctuation relations
- Bounds on current fluctuations in periodically driven systems
- Faster uphill relaxation in thermodynamically equidistant temperature quenches
- Broken Detailed Balance of Filament Dynamics in Active Networks
- Frenetic bounds on the entropy production
- Improving thermodynamic bounds using correlations
- Emergent memory and kinetic hysteresis in strongly driven networks
- Level 2 large deviation functionals for systems with and without detailed balance
- A Decomposition of Irreversible Diffusion Processes Without Detailed Balance
- Information-theoretical bound of the irreversibility in thermal relaxation processes
- Spectral theory of fluctuations in time-average statistical mechanics of reversible and driven systems
- Computation of current cumulants for small nonequilibrium systems
- Canonical structure and orthogonality of forces and currents in irreversible Markov chains
- Monotone return to steady nonequilibrium
- Large deviations of currents in diffusions with reflective boundaries
- Mathematical, Thermodynamical, and Experimental Necessity for Coarse Graining Empirical Densities and Currents in Continuous Space
- Non-Equilibrium Thermodynamics and Topology of Currents
- Inference of Markov models from trajectories via Large Deviations at Level 2.5 with applications to random walks in disordered media
- Scattering fingerprints of two-state dynamics
- Necessary and sufficient conditions for time reversal symmetry in presence of magnetic fields
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- Direct Route to Thermodynamic Uncertainty Relations and Their Saturation
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- Mathematical, Thermodynamical, and Experimental Necessity for Coarse Graining Empirical Densities and Currents in Continuous Space
- Perspective: Time irreversibility in systems observed at coarse resolution
- Thermodynamic bounds on generalized transport: From single-molecule to bulk observables
- Asymmetric Thermal Relaxation in Driven Systems: Rotations go Opposite Ways
- Mutual information as a measure of mixing efficiency in viscous fluids
- Brownian particles in periodic potentials: coarse-graining versus fine structure
- The Dance of Odd-Diffusive Particles: A Fourier Approach
- On correlations and fluctuations of time-averaged densities and currents with general time-dependence
- Entropy bound for time reversal markers
- Feynman-Kac theory of time-integrated functionals: Itô versus functional calculus
- Precisely controlled colloids: A playground for path-wise non-equilibrium physics
- Force-free kinetic inference of entropy production