Chaos Forgets and Remembers: Measuring Information Creation, Destruction, and Storage
Abstract
The hallmark of deterministic chaos is that it creates information---the rate being given by the Kolmogorov-Sinai metric entropy. Since its introduction half a century ago, the metric entropy has been used as a unitary quantity to measure a system's intrinsic unpredictability. Here, we show that it naturally decomposes into two structurally meaningful components: A portion of the created information---the ephemeral information---is forgotten and a portion---the bound information---is remembered. The bound information is a new kind of intrinsic computation that differs fundamentally from information creation: it measures the rate of active information storage. We show that it can be directly and accurately calculated via symbolic dynamics, revealing a hitherto unknown richness in how dynamical systems compute.
Keywords
Cite
@article{arxiv.1309.5504,
title = {Chaos Forgets and Remembers: Measuring Information Creation, Destruction, and Storage},
author = {Ryan G. James and Korana Burke and James P. Crutchfield},
journal= {arXiv preprint arXiv:1309.5504},
year = {2015}
}
Comments
5 pages, 4 figures; supplemental: 2 pages, 4 figures; http://csc.ucdavis.edu/~cmg/compmech/pubs/chaos_anatomy.htm