Chaos Forgets and Remembers: Measuring Information Creation, Destruction, and Storage
arXiv:1309.5504 · doi:10.1016/j.physleta.2014.05.014
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.
5 pages, 4 figures; supplemental: 2 pages, 4 figures; http://csc.ucdavis.edu/~cmg/compmech/pubs/chaos_anatomy.htm
References in corpus (3)
Cited by in corpus (8)
- Multivariate Dependence Beyond Shannon Information
- What did Erwin Mean? The Physics of Information from the Materials Genomics of Aperiodic Crystals and Water to Molecular Information Catalysts and Life
- Informational and Causal Architecture of Continuous-time Renewal and Hidden Semi-Markov Processes
- Information Anatomy of Stochastic Equilibria
- Optimized Bacteria are Environmental Prediction Engines
- Circumventing the Curse of Dimensionality in Prediction: Causal Rate-Distortion for Infinite-Order Markov Processes
- The Origins of Computational Mechanics: A Brief Intellectual History and Several Clarifications
- Irreversibility of symbolic time series: a cautionary tale