Dynamical Systems - History - Backgrounds |
Deterministic Chaos (1927? - )
Deterministic chaos, often just called "chaos", refers in the world of
dynamics to the generation of random, unpredictable behavior from a simple, but
nonlinear rule. The rule has no "noise", randomness, or probabilities built in.
Instead, through the rule's repeated application the long-term behavior becomes
quite complicated. In this sense, the unpredictability "emerges" over time.
There are a number of characteristics one observes in a deterministically
chaotic system:
-
Long term behavior is difficult or impossible to predict: Even very
accurate measurements of the current state of a chaotic system become
useless indicators of where the system will be. One has to measure the
system again to find out where it is.
-
Sensitive dependence on initial conditions (a property noted by Poincare,
Birkhoff,
and even Turing):
Starting from very close initial conditions a chaotic system very rapidly
moves to different states.
-
Broadband frequency spectrum: That is, the output from a chaotic system
sounds "noisy" to the ear. Many frequencies are excited.
-
Exponential amplification of errors: In any real world setting small
amounts of external noise rapidly grow to control the sytem. If this noise
is below measurement accuracy, so that an experimenter can't see or control
the noise, then the system appears unpredictable. The microscopic "heat
bath" is amplified to human scales.
-
Local instability versus global stability: In order to have
amplification of small errors and noise, the behavior must be locally
unstable: over short times nearby states move away from each other. But for
the system to consistently produce stable behavior, over long times the set
of behaviors must fall back into itself. The tension of these two properties
leads to very elegantly structured chaotic attractors.
Professor James Yorke, an applied mathematician at the University of
Maryland, is often credited with associating the word "chaos" with these
particular mechanisms, in the late 1970s. While it has helped the field of
nonlinear dynamics to have a simple, handy word like "chaos", the word itself is
a bit of a misnomer. In fact, the word is downright confusing, if one interprets
it in the nontechnical sense of common language--"lack of order". In fact,
deterministic chaotic systems are quite ordered and even predictable on short
time scales. In many ways modern dynamicists study deterministic chaotic systems
to understand the interplay between order and "utter chaos". The goal is to find
the hidden order in the apparent chaos.
One of the earlist known experimental reports of deterministic chaos
occurred during 1927 in the Britsh scientific journal Science. A brief letter to
the editor, only two pages long, by the Dutch electrical engineer Balthasar
van der Pol and his colleague van der Mark, reports on the "irregular
noise" heard in a telephone earpiece attached to an electronic tube
circuit. Unfortunately for the authors, the paper discounts this phenomenon and
instead the paper concentrates on various periodic, predictable behaviors that
sounded like "bag-pipes" and were found in other non-chaotic regimes of the
circuit.
Today deterministic chaotic behavior has been discovered in numerous natural
phenomena and analyzed in detail in dozens of experiments. From compound
pendula to dripping faucets, from predator-prey ecologies to measle
epidemics, from oscillating chemical reactions to irregular beats of a chicken
heart, the underlying mechanisms have been detected. Despite the scientific
successes, though, it is important to emphasize that deterministic chaos, and
the various mechanisms that underlie it, are not the only explanations of
random, noisy, unpredictable behavior in nature. Many well-known processes, and
undoubtedly many waiting to be discovered, can produce behavior that is
unpredictable. Thus, this abiding question is, How do we discover which of many
possible mechanisms has produced the apparent disorder?
|
|
|
|
|
|
Adresse:
System & Dynamik
Beratungsunternehmen
Tempelhofer Str. 37
D-33100 Paderborn
Telefon:
(+49 (0) 52 51) 4 04 04
Telefax:
(+49 (0) 52 51) 4 04 06
|
|
|