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物理可观测量的信息论模型。

Information-Theoretic Models for Physical Observables.

作者信息

Bernal-Casas D, Oller J M

机构信息

Department of Genetics, Microbiology and Statistics, Faculty of Biology, Universitat de Barcelona, 08028 Barcelona, Spain.

出版信息

Entropy (Basel). 2023 Oct 14;25(10):1448. doi: 10.3390/e25101448.

Abstract

This work addresses J.A. Wheeler's critical idea that all things physical are information-theoretic in origin. In this paper, we introduce a novel mathematical framework based on information geometry, using the Fisher information metric as a particular Riemannian metric, defined in the parameter space of a smooth statistical manifold of normal probability distributions. Following this approach, we study the stationary states with the time-independent Schrödinger's equation to discover that the information could be represented and distributed over a set of quantum harmonic oscillators, one for each independent source of data, whose coordinate for each oscillator is a parameter of the smooth statistical manifold to estimate. We observe that the estimator's variance equals the energy levels of the quantum harmonic oscillator, proving that the estimator's variance is definitively quantized, being the minimum variance at the minimum energy level of the oscillator. Interestingly, we demonstrate that quantum harmonic oscillators reach the Cramér-Rao lower bound on the estimator's variance at the lowest energy level. In parallel, we find that the global probability density function of the collective mode of a set of quantum harmonic oscillators at the lowest energy level equals the posterior probability distribution calculated using Bayes' theorem from the sources of information for all data values, taking as a prior the Riemannian volume of the informative metric. Interestingly, the opposite is also true, as the prior is constant. Altogether, these results suggest that we can break the sources of information into little elements: quantum harmonic oscillators, with the square modulus of the collective mode at the lowest energy representing the most likely reality, supporting A. Zeilinger's recent statement that the world is not broken into physical but informational parts.

摘要

这项工作探讨了J.A.惠勒的关键思想,即所有物理事物本质上都是信息论的。在本文中,我们引入了一个基于信息几何的新颖数学框架,使用费希尔信息度量作为一种特殊的黎曼度量,它定义在正态概率分布的光滑统计流形的参数空间中。按照这种方法,我们用与时间无关的薛定谔方程研究稳态,发现信息可以在一组量子谐振子上表示和分布,每个独立数据源对应一个量子谐振子,每个谐振子的坐标是要估计的光滑统计流形的一个参数。我们观察到估计器的方差等于量子谐振子的能级,证明了估计器的方差确实是量子化的,在谐振子的最低能级处是最小方差。有趣的是,我们证明了量子谐振子在最低能级达到了估计器方差的克拉美 - 罗下界。同时,我们发现一组量子谐振子在最低能级的集体模式的全局概率密度函数等于使用贝叶斯定理从所有数据值的信息源计算出的后验概率分布,以信息度量的黎曼体积作为先验。有趣的是,反之亦然,因为先验是常数。总之,这些结果表明我们可以将信息源分解为小元素:量子谐振子,最低能级处集体模式的平方模代表最可能的现实,支持了A. 蔡林格最近的说法,即世界不是被分解为物理部分而是信息部分。

相似文献

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Information-Theoretic Models for Physical Observables.物理可观测量的信息论模型。
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引用本文的文献

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Intrinsic Information-Theoretic Models.内在信息论模型。
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