Shannon Meets Carnot: Generalized Second Thermodynamic Law
Statistical Mechanics
2009-11-13 v1
Abstract
The classical thermodynamic laws fail to capture the behavior of systems with energy Hamiltonian which is an explicit function of the temperature. Such Hamiltonian arises, for example, in modeling information processing systems, like communication channels, as thermal systems. Here we generalize the second thermodynamic law to encompass systems with temperature-dependent energy levels, , where denotes averaging over the Boltzmann distribution and reveal a new definition to the basic notion of temperature. This generalization enables to express, for instance, the mutual information of the Gaussian channel as a consequence of the fundamental laws of nature - the laws of thermodynamics.
Cite
@article{arxiv.0806.3763,
title = {Shannon Meets Carnot: Generalized Second Thermodynamic Law},
author = {Ori Shental and Ido Kanter},
journal= {arXiv preprint arXiv:0806.3763},
year = {2009}
}