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被迫的朋友:为何自由能原理并非新的哈密顿原理。

Forced Friends: Why the Free Energy Principle Is Not the New Hamilton's Principle.

作者信息

Radomski Bartosz Michał, Dołęga Krzysztof

机构信息

Institute for Philosophy II, Ruhr-Universität Bochum, D-44780 Bochum, Germany.

Center for Research in Cognition & Neurosciences, Université libre de Bruxelles, B-1050 Brussels, Belgium.

出版信息

Entropy (Basel). 2024 Sep 18;26(9):797. doi: 10.3390/e26090797.

DOI:10.3390/e26090797
PMID:39330130
原文链接:https://pmc.ncbi.nlm.nih.gov/articles/PMC11431360/
Abstract

The claim that the free energy principle is somehow related to Hamilton's principle in statistical mechanics is ubiquitous throughout the subject literature. However, the exact nature of this relationship remains unclear. According to some sources, the free energy principle is merely similar to Hamilton's principle of stationary action; others claim that it is either analogous or equivalent to it, while yet another part of the literature espouses the claim that it is a version of Hamilton's principle. In this article, we aim to clarify the nature of the relationship between the two principles by investigating the two most likely interpretations of the claims that can be found in the subject literature. According to the strong interpretation, the two principles are equivalent and apply to the same subset of physical phenomena; according to the weak interpretation, the two principles are merely analogous to each other by virtue of their similar formal structures. As we show, adopting the stronger reading would lead to a dilemma that is untenable for the proponents of the free energy principle, thus supporting the adoption of the weaker reading for the relationship between the two constructs.

摘要

自由能原理在某种程度上与统计力学中的哈密顿原理相关这一说法在整个学科文献中随处可见。然而,这种关系的确切性质仍不清楚。根据一些资料来源,自由能原理仅仅类似于哈密顿的平稳作用原理;另一些人则声称它与哈密顿原理要么类似要么等价,而文献的另一部分则支持它是哈密顿原理的一个版本这一说法。在本文中,我们旨在通过研究学科文献中关于这一说法的两种最有可能的解释来阐明这两个原理之间关系的性质。根据强解释,这两个原理是等价的,并且适用于同一子集的物理现象;根据弱解释,这两个原理仅仅由于其相似的形式结构而彼此类似。正如我们所表明的,采用更强的解读会导致一个对自由能原理的支持者来说站不住脚的困境,从而支持对这两个概念之间的关系采用较弱的解读。

https://cdn.ncbi.nlm.nih.gov/pmc/blobs/e5c3/11431360/6031e234983a/entropy-26-00797-g001.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/e5c3/11431360/6031e234983a/entropy-26-00797-g001.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/e5c3/11431360/6031e234983a/entropy-26-00797-g001.jpg

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本文引用的文献

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Chiral conformity emerges from the least-time free energy consumption.手性一致性源于最短时间的自由能消耗。
Interface Focus. 2023 Apr 14;13(3):20220074. doi: 10.1098/rsfs.2022.0074. eCollection 2023 Jun 6.
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Applying the Free Energy Principle to Complex Adaptive Systems.将自由能原理应用于复杂自适应系统。
Entropy (Basel). 2022 May 13;24(5):689. doi: 10.3390/e24050689.
3
Bayesian mechanics for stationary processes.平稳过程的贝叶斯力学
Proc Math Phys Eng Sci. 2021 Dec;477(2256):20210518. doi: 10.1098/rspa.2021.0518. Epub 2021 Dec 8.
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How particular is the physics of the free energy principle?自由能原理的物理特性有多特殊?
Phys Life Rev. 2022 Mar;40:24-50. doi: 10.1016/j.plrev.2021.11.001. Epub 2021 Nov 23.
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The Emperor's New Markov Blankets.皇帝的新马尔可夫毯。
Behav Brain Sci. 2021 Oct 22;45:e183. doi: 10.1017/S0140525X21002351.
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Bayesian mechanics of perceptual inference and motor control in the brain.大脑中感知推理和运动控制的贝叶斯力学。
Biol Cybern. 2021 Feb;115(1):87-102. doi: 10.1007/s00422-021-00859-9. Epub 2021 Jan 20.
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Deeply Felt Affect: The Emergence of Valence in Deep Active Inference.深切感受:效价在深度主动推理中的出现。
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A tale of two densities: active inference is enactive inference.两种密度的故事:主动推理即具身推理。
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Variational principles and nonequilibrium thermodynamics.变分原理与非平衡态热力学
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Morphogenesis as Bayesian inference: A variational approach to pattern formation and control in complex biological systems.形态发生作为贝叶斯推断:复杂生物系统中模式形成和控制的变分方法。
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