Title :
The second law of thermodynamics for communication channels
Author :
Shental, Ori ; Kanter, Ido
Author_Institution :
Center for Magn. Recording Res., Univ. of California, San Diego, CA, USA
Abstract :
The classical thermodynamic laws fail to capture the behavior of systems with energy Hamiltonian being 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, dQ = TdS+ < d¿/dT > dT , where < · > denotes averaging over the Boltzmann distribution. It enables to quantitatively bridge between the realm of thermodynamics and information theory in the context of communication channels. In particular, this generalization enables to express information measures (e.g., mutual information) of the popular Gaussian and binary-symmetric channels as a direct consequence of the laws of nature - the laws of thermodynamics.
Keywords :
Boltzmann equation; Gaussian channels; entropy; Boltzmann distribution; Gaussian channels; Shannon entropy; binary-symmetric channels; communication channels; energy Hamiltonian; information theory; second law of thermodynamics; thermal systems; Boltzmann distribution; Bridges; Communication channels; Context; Energy capture; Energy states; Information processing; Information theory; Temperature; Thermodynamics; Gaussian channel; Shannon entropy; Thermodynamics; binary-symmetric channel; mutual information;
Conference_Titel :
Electrical and Electronics Engineers in Israel, 2008. IEEEI 2008. IEEE 25th Convention of
Conference_Location :
Eilat
Print_ISBN :
978-1-4244-2481-8
Electronic_ISBN :
978-1-4244-2482-5
DOI :
10.1109/EEEI.2008.4736643