Geometric thermodynamics of reaction-diffusion systems: Thermodynamic trade-off relations and optimal transport for pattern formation
arXiv:2311.16569 · doi:10.1103/PhysRevResearch.7.033011
Abstract
We establish universal relations between pattern formation and dissipation with a geometric approach to nonequilibrium thermodynamics of deterministic reaction-diffusion systems. We first provide a way to systematically decompose the entropy production rate (EPR) based on the orthogonality of thermodynamic forces, in this way identifying the amount of dissipation caused by each factor. This enables us to extract the excess EPR that genuinely contributes to the time evolution of patterns. We also show that a similar geometric method further decomposes the EPR into detailed contributions, e.g., the dissipation from each point in real or wavenumber space. Second, we relate the excess EPR to the details of the change in patterns through two types of thermodynamic trade-off relations for reaction-diffusion systems: thermodynamic speed limits and thermodynamic uncertainty relations. The former relates dissipation and the speed of pattern formation, and the latter bounds the excess EPR with partial information on patterns, such as specific Fourier components of concentration distributions. In connection with the derivation of the thermodynamic speed limits, we also extend optimal transport theory to reaction-diffusion systems, which enables us to measure the speed of the time evolution. This extension of optimal transport also solves the minimization problem of the dissipation associated with the transition between two patterns, and it constructs energetically efficient protocols for pattern formation. We numerically demonstrate our results using chemical traveling waves in the Fisher-Kolmogorov-Petrovsky-Piskunov equation and changes in symmetry in the Brusselator model. Our results apply to general reaction-diffusion systems and contribute to understanding the relations between pattern formation and unavoidable dissipation.
arXiv comment49 pages, 11 figures
References in corpus (58)
- A nonequilibrium equality for free energy differences
- Stochastic thermodynamics, fluctuation theorems, and molecular machines
- Trainable Nonlinear Reaction Diffusion: A Flexible Framework for Fast and Effective Image Restoration
- Complex Patterns in a Simple System
- Thermodynamic uncertainty relation for biomolecular processes
- Reaction-diffusion processes and metapopulation models in heterogeneous networks
- Steady State Thermodynamics of Langevin Systems
- Turing patterns in network-organized activator-inhibitor systems
- Turing patterns on networks
- Three detailed fluctuation theorems
- Equality connecting energy dissipation with violation of fluctuation-response relation
- Physics of Active Emulsions
- Nonequilibrium Thermodynamics of Chemical Reaction Networks: Wisdom from Stochastic Thermodynamics
- Speed Limit for Classical Stochastic Processes
- Optimal protocols and optimal transport in stochastic thermodynamics
- Entropy production in field theories without time reversal symmetry: Quantifying the non-equilibrium character of active matter
- Refined Second Law of Thermodynamics for fast random processes
- Canonical structure of dynamical fluctuations in mesoscopic nonequilibrium steady states
- Current fluctuations and transport efficiency for general Langevin systems
- Thermodynamic Unification of Optimal Transport: Thermodynamic Uncertainty Relation, Minimum Dissipation, and Thermodynamic Speed Limits
- Inferring entropy production from short experiments
- A new class of transport distances
- Estimating entropy production by machine learning of short-time fluctuating currents
- Time-information uncertainty relations in thermodynamics
- Geometrical Bounds of the Irreversibility in Markovian Systems
- Stochastic time-evolution, information geometry and the Cramer-Rao Bound
- Thermodynamic Uncertainty Relation for Arbitrary Initial States
- Information Thermodynamics of Turing Patterns
- Optimal transport in competition with reaction: the Hellinger-Kantorovich distance and geodesic curves
- Minimum entropy production, detailed balance and Wasserstein distance for continuous-time Markov processes
- A geometric approach to optimal nonequilibrium control: Minimizing dissipation in nanomagnetic spin systems
- A nonequilibrium extension of the Clausius heat theorem
- Thermodynamic Efficiency in Dissipative Chemistry
- Mesoscopic Kinetic Basis of Macroscopic Chemical Thermodynamics: A Mathematical Theory
- Optimal Control in Stochastic Thermodynamics
- Brownian duet: A novel tale of thermodynamic efficiency
- Near-optimal protocols in complex nonequilibrium transformations
- Thermodynamic uncertainty relation and thermodynamic speed limit in deterministic chemical reaction networks
- Thermodynamics of Chemical Waves
- Topological Speed Limit
- Housekeeping and excess entropy production for general nonlinear dynamics
- Nonequilibrium Thermodynamics of Non-Ideal Chemical Reaction Networks
- Geometric thermodynamics for the Fokker-Planck equation: Stochastic thermodynamic links between information geometry and optimal transport
- Pattern Propagation Driven by Surface Curvature
- Geometric decomposition of entropy production into excess, housekeeping and coupling parts
- A unified, geometric framework for nonequilibrium protocol optimization
- Thermodynamic Bounds on Symmetry Breaking in Linear and Catalytic Biochemical Systems
- Nonideal Reaction-Diffusion Systems: Multiple Routes to Instability
- Optimal discrete control: minimizing dissipation in discretely driven nonequilibrium systems
- Optimality of non-conservative driving for finite-time processes with discrete states
- Energy and Matter Supply for Active Droplets
- Shortcuts in stochastic systems and control of biophysical processes
- Field-Theoretic Thermodynamic Uncertainty Relation -- General formulation exemplified with the Kardar-Parisi-Zhang equation
- Nonequilibrium Thermodynamics of Non-Ideal Reaction-Diffusion Systems: Implications for Active Self-Organization
- Precision and dissipation of a stochastic Turing pattern
- Beyond Linear Response: Equivalence between Thermodynamic Geometry and Optimal Transport
- On non-ideal chemical-reaction networks and phase separation
- Two applications of stochastic thermodynamics to hydrodynamics
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