Thermodynamic efficiency of self-organisation in nonequilibrium steady states
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arXiv
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| Natura: | Preprint |
| Pubblicazione: |
2026
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| _version_ | 1866913094060474368 |
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| author | Chen, Qianyang Prokopenko, Mikhail |
| author_facet | Chen, Qianyang Prokopenko, Mikhail |
| contents | Active matter generates order or patterns through nonequilibrium dynamics. An open research challenge is to determine how efficiently a nonequilibrium self-organising system can convert consumed energy into macroscopic order. We study an information-theoretic quantity that directly addresses this challenge by estimating the entropy reduction induced by a small control-parameter perturbation, relative to the generalised work required for the perturbation. This quantity has previously been considered mainly in an equilibrium or near-equilibrium context, and here we extend this framework and apply it to two nonequilibrium self-organising systems: persistent and active Ising models. We observe that the thermodynamic efficiency of nonequilibrium systems maximises at phase transitions, as in equilibrium systems. Furthermore, we compare thermodynamic efficiency and inferential efficiency across control parameters. While these two quantities are equal in equilibrium as a consequence of the fluctuation-dissipation theorem, we report that they diverge out of equilibrium, and the gap reflects how far the system is from equilibrium. |
| format | Preprint |
| id |
arxiv_https___arxiv_org_abs_2605_04508 |
| institution | arXiv |
| publishDate | 2026 |
| record_format | arxiv |
| spellingShingle | Thermodynamic efficiency of self-organisation in nonequilibrium steady states Chen, Qianyang Prokopenko, Mikhail Adaptation and Self-Organizing Systems Statistical Mechanics 68T05, 82B20, 82B30, 82C26, 94A17 I.2.11 Active matter generates order or patterns through nonequilibrium dynamics. An open research challenge is to determine how efficiently a nonequilibrium self-organising system can convert consumed energy into macroscopic order. We study an information-theoretic quantity that directly addresses this challenge by estimating the entropy reduction induced by a small control-parameter perturbation, relative to the generalised work required for the perturbation. This quantity has previously been considered mainly in an equilibrium or near-equilibrium context, and here we extend this framework and apply it to two nonequilibrium self-organising systems: persistent and active Ising models. We observe that the thermodynamic efficiency of nonequilibrium systems maximises at phase transitions, as in equilibrium systems. Furthermore, we compare thermodynamic efficiency and inferential efficiency across control parameters. While these two quantities are equal in equilibrium as a consequence of the fluctuation-dissipation theorem, we report that they diverge out of equilibrium, and the gap reflects how far the system is from equilibrium. |
| title | Thermodynamic efficiency of self-organisation in nonequilibrium steady states |
| topic | Adaptation and Self-Organizing Systems Statistical Mechanics 68T05, 82B20, 82B30, 82C26, 94A17 I.2.11 |
| url | https://arxiv.org/abs/2605.04508 |