On the Cocycle Structure of the Boltzmann Distribution
Chuan-Tsung Chan, Chan-Yi Chang, Zhong-Tang Wu

TL;DR
This paper introduces a novel derivation of the Boltzmann distribution using cocycle structures, offering clearer insights into its dependence on energy levels and temperature without traditional Lagrange multipliers.
Contribution
It presents a new derivation method based on cocycle structures, enhancing understanding of the Boltzmann distribution's dependence on energy levels and temperature.
Findings
New derivation of Boltzmann distribution from cocycle structure
Provides transparent understanding of temperature dependence
Avoids traditional Lagrange multiplier method
Abstract
Based on a cocycle structure, we identify a new derivation of the Boltzmann distribution for finite energy-level systems from the maximal entropy principle (MEP). Our approach does not rely on the method of the Lagrange multiplier, and it provides a more transparent way to understand the dependence on the energy levels of the temperature for the equilibrium distribution. Finally, we make two curious observations associated with our derivations.
Peer Reviews
No public reviews on file for this paper yet. If you reviewed it on a platform where reviews are public (OpenReview, ICLR, NeurIPS, ICML), you can paste yours below so the community can read it here.
Videos
No videos yet. Explain this paper in a talk, walkthrough, or lecture? Add one.
Taxonomy
TopicsStatistical Mechanics and Entropy · Advanced Thermodynamics and Statistical Mechanics · Thermoelastic and Magnetoelastic Phenomena
