Chaos Forgets and Remembers: Measuring Information Creation, Destruction, and Storage

نویسندگان

  • Ryan G. James
  • Korana Burke
  • James P. Crutchfield
چکیده

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.

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عنوان ژورنال:
  • CoRR

دوره abs/1309.5504  شماره 

صفحات  -

تاریخ انتشار 2013