Universal response inequalities beyond steady states via trajectory information geometry

Fluctuation-dissipation relations elucidate the response of near-equilibrium systems to environmental changes, with recent advances extending response theory to nonequilibrium steady states. However, a general response theory for systems evolving far from steady states has remained elusive. This letter presents a complete trajectory information geometric framework that generalizes response theory for nonstationary Markov processes. By constructing the full trajectory probability manifold and identifying a globally orthogonal coordinate system defined by transition rates, we derive a diagonal Fisher information metric that enables explicit calculations in this high-dimensional space. From the local metric structure, we obtain a Cramér-Rao-type inequality that bounds the linear response of arbitrary nonstationary observables. Furthermore, by analyzing the global geometry of this manifold, we derive a universal nonperturbative (nonlinear) response inequality in terms of geodesic length. This geometric framework reveals deep connections between dynamical activity, observable variance, and system sensitivity, and it encompasses or anticipates several recent results as special cases. Our approach offers new design principles for responsive behaviors in far-from-equilibrium systems.

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Publication Details

Journal
Physical review. E
Published
2025-06-27
DOI
https://doi.org/10.1103/scg2-qkxv
Citations
7
Primary Topic
Advanced Thermodynamics and Statistical Mechanics
Type
article
Field-Weighted Citation Impact
9.27

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article

Universal response inequalities beyond steady states via trajectory information geometry

Zhiyue Lu, Karl J. Friston
7 citations
Physical review. E
Advanced Thermodynamics and Statistical Mechanics
9.27
article

Universal response inequalities beyond steady states via trajectory information geometry

Zhiyue Lu, Karl J. Friston
article en
7 citations

Abstract

Fluctuation-dissipation relations elucidate the response of near-equilibrium systems to environmental changes, with recent advances extending response theory to nonequilibrium steady states. However, a general response theory for systems evolving far from steady states has remained elusive. This letter presents a complete trajectory information geometric framework that generalizes response theory for nonstationary Markov processes. By constructing the full trajectory probability manifold and identifying a globally orthogonal coordinate system defined by transition rates, we derive a diagonal Fisher information metric that enables explicit calculations in this high-dimensional space. From the local metric structure, we obtain a Cramér-Rao-type inequality that bounds the linear response of arbitrary nonstationary observables. Furthermore, by analyzing the global geometry of this manifold, we derive a universal nonperturbative (nonlinear) response inequality in terms of geodesic length. This geometric framework reveals deep connections between dynamical activity, observable variance, and system sensitivity, and it encompasses or anticipates several recent results as special cases. Our approach offers new design principles for responsive behaviors in far-from-equilibrium systems.

Physical review. EVol. 112(1)
University of North Carolina at Chapel Hill (US)
National Science Foundation, Kyoto University
Reduced inequalities
Openalex Percentile: Top 2%
Advanced Thermodynamics and Statistical Mechanics
9.27
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Universal response inequalities beyond steady states via trajectory information geometry — Zhiyue Lu, Karl J. Friston · Physical review. E (2025) | TGRS Research Map | TGRS