Chaos forgets and remembers: Measuring information creation, destruction, and storage
- 1. Complexity Sciences Center and Physics Department, University of California at Davis, One Shields Avenue, Davis, CA 95616 (United States)
- 2. Santa Fe Institute, 1399 Hyde Park Road, Santa Fe, NM 87501 (United States)
Description
Highlights: • Kolmogorov–Sinai entropy measures information creation in dynamical systems. • It decomposes into information remembered (bound) and that forgotten (ephemeral). • Thus chaotic dynamical systems compute: they actively store and destroy information. • This is easily estimated and, in many cases, analytically computed. • Decomposition illustrated for the Logistic, Tent, and Lozi discrete-time maps. - 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
Availability note (English)
Available from http://dx.doi.org/10.1016/j.physleta.2014.05.014Additional details
Identifiers
- DOI
- 10.1016/j.physleta.2014.05.014;
- arXiv
- arXiv:1309.5504v2;
- PII
- S0375-9601(14)00487-3;
Publishing Information
- Journal Title
- Physics Letters. A
- Journal Volume
- 378
- Journal Issue
- 30-31
- Journal Page Range
- p. 2124-2127
- ISSN
- 0375-9601
- CODEN
- PYLAAG
INIS
- Country of Publication
- Netherlands
- Country of Input or Organization
- International Atomic Energy Agency (IAEA)
- INIS RN
- 47008862
- Subject category
- S71: CLASSICAL AND QUANTUM MECHANICS, GENERAL PHYSICS;
- Descriptors DEI
- CALCULATION METHODS; CHAOS THEORY; CHAPMAN-KOLMOGOROV EQUATION; DIAGRAMS; ENTROPY; MAPS; METRICS; QUANTUM INFORMATION
- Descriptors DEC
- DIFFERENTIAL EQUATIONS; EQUATIONS; INFORMATION; MATHEMATICS; PHYSICAL PROPERTIES; THERMODYNAMIC PROPERTIES
Optional Information
- Copyright
- Copyright (c) 2014 Elsevier Science B.V., Amsterdam, The Netherlands, All rights reserved.