Limited-control optimal protocols arbitrarily far from equilibrium
arXiv:2205.08662 · doi:10.1103/PhysRevE.106.044135
Abstract
Recent studies have explored finite-time dissipation-minimizing protocols for stochastic thermodynamic systems driven arbitrarily far from equilibrium, when granted full external control to drive the system. However, in both simulation and experimental contexts, systems often may only be controlled with a limited set of degrees of freedom. Here, going beyond slow- and fast-driving approximations employed in previous studies, we obtain exact finite-time optimal protocols for this unexplored limited-control setting. By working with deterministic Fokker-Planck probability density time evolution, we can frame the work-minimizing protocol problem in the standard form of an optimal control theory problem. We demonstrate that finding the exact optimal protocol is equivalent to solving a system of Hamiltonian partial differential equations, which in many cases admit efficiently calculatable numerical solutions. Within this framework, we reproduce analytical results for the optimal control of harmonic potentials, and numerically devise novel optimal protocols for two anharmonic examples: varying the stiffness of a quartic potential, and linearly biasing a double-well potential. We confirm that these optimal protocols outperform other protocols produced through previous methods, in some cases by a substantial amount. We find that for the linearly biased double-well problem, the mean position under the optimal protocol travels at a near-constant velocity. Surprisingly, for a certain timescale and barrier height regime, the optimal protocol is also non-monotonic in time.
arXiv commentMain text: 11 pages, 3 figures. Supplementary materials: 10 pages, 3 figures
References in corpus (37)
- A nonequilibrium equality for free energy differences
- Stochastic thermodynamics, fluctuation theorems, and molecular machines
- Optimal finite-time processes in stochastic thermodynamics
- Thermodynamic metrics and optimal paths
- Path integrals and symmetry breaking for optimal control theory
- Classical dynamical density functional theory: from fundamentals to applications
- Optimal protocols and optimal transport in stochastic thermodynamics
- Engineered swift equilibration of a Brownian particle
- Optimal protocols for minimal work processes in underdamped stochastic thermodynamics
- The geometry of thermodynamic control
- Optimal finite-time erasure of a classical bit
- Geometrical aspects of entropy production in stochastic thermodynamics based on Wasserstein distance
- Minimum entropy production, detailed balance and Wasserstein distance for continuous-time Markov processes
- Computing the optimal protocol for finite-time processes in stochastic thermodynamics
- Dynamic Riemannian Geometry of the Ising Model
- Thermodynamic control -- an old paradigm with new applications
- Optimal finite-time bit erasure under full control
- Thermodynamic geometry of minimum-dissipation driven barrier crossing
- A geometric bound on the efficiency of irreversible thermodynamic cycles
- Physically consistent numerical solver for time-dependent Fokker-Planck equations
- Optimal work in a harmonic trap with bounded stiffness
- Boundary layers in stochastic thermodynamics
- Learning nonequilibrium control forces to characterize dynamical phase transitions
- Steps minimize dissipation in rapidly driven stochastic systems
- Optimal finite-time Brownian Carnot engine
- Finite-Time Thermodynamics of Fluctuations in Microscopic Heat Engines
- Skewed Thermodynamic Geometry and Optimal Free Energy Estimation
- Thermodynamics and optimal protocols of multidimensional quadratic Brownian systems
- Optimal Control of Rotary Motors
- Direct evaluation of rare events in active matter from variational path sampling
- Optimality of non-conservative driving for finite-time processes with discrete states
- Functionals in stochastic thermodynamics: how to interpret stochastic integrals
- Shortcuts in stochastic systems and control of biophysical processes
- Stochastic Optimal Control as Non-equilibrium Statistical Mechanics: Calculus of Variations over Density and Current
- On extremals of the entropy production by "Langevin-Kramers" dynamics
- Solution to the Fokker-Planck equation for slowly driven Brownian motion: Emergent geometry and a formula for the corresponding thermodynamic metric
- Engineered swift equilibration for arbitrary geometries
Cited by in corpus (14)
- Optimal Control in Stochastic Thermodynamics
- Active matter under control: Insights from response theory
- Geometric thermodynamics for the Fokker-Planck equation: Stochastic thermodynamic links between information geometry and optimal transport
- Thermodynamics and optimal protocols of multidimensional quadratic Brownian systems
- Optimal Control of the F-ATPase Molecular Motor
- Demon in the machine: learning to extract work and absorb entropy from fluctuating nanosystems
- Optimal finite-time heat engines under constrained control
- Beyond Linear Response: Equivalence between Thermodynamic Geometry and Optimal Transport
- Variational deep learning of equilibrium transition path ensembles
- Stochastic thermodynamic bounds on logical circuit operation
- Active particles in moving traps: minimum work protocols and information efficiency of work extraction
- Time-Asymmetric Fluctuation Theorem and Efficient Free Energy Estimation
- Global thermodynamic manifold for conservative control of stochastic systems
- Optimal control strategy for collisional Brownian engines