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Rényi Entropy in Statistical Mechanics.
Jesús Fuentes1, Jorge Gonçalves1,2
1Luxembourg Centre for Systems Biomedicine, University of Luxembourg, Esch-sur-Alzette, L-4367 Luxembourg, Luxembourg.
Rényi entropy naturally emerges from statistical mechanics as the average rate of change of free energy. This concept extends to non-isothermal processes, revealing connections to relative free energy and information divergence measures.
Area of Science:
- Statistical Mechanics
- Information Theory
- Thermodynamics
Background:
- Rényi entropy, a generalization of Shannon entropy, has been explored for statistical mechanics.
- Previous attempts to generalize statistical mechanics using Rényi entropy often lacked physical grounding.
Purpose of the Study:
- To demonstrate that Rényi entropy naturally arises within statistical mechanics without artificial modifications.
- To extend the understanding of Rényi entropy to non-isothermal and isospectral processes.
Main Methods:
- Analyzing the relationship between Rényi entropy and the rate of change of free energy over ensembles at varying temperatures.
- Investigating generalized free energy distributions for isospectral, non-isothermal processes.
Main Results:
- Rényi entropy is shown to be the average rate of change of free energy with respect to temperature.
- Relative free energy formulations for non-isothermal processes incorporate Kullback-Leibler divergence and relative Rényi entropy.
Conclusions:
- Statistical mechanics does not require modification to naturally incorporate Rényi entropy.
- The framework unifies thermodynamic potentials and information-theoretic measures for generalized processes.
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