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ergodisch

Ergodisch, or ergodic, is a term used in mathematics, physics and statistics to describe a property of a dynamical system or stochastic process. In an ergodic system, long-term temporal behavior along a single trajectory reflects the statistical properties of the whole system when viewed as an ensemble. This idea underpins the practical use of time series data to infer ensemble statistics.

In mathematical terms, consider a measure-preserving transformation T on a probability space (X, B, μ). The system

In physics, the ergodic hypothesis posits that, at equilibrium, time averages of observables equal their ensemble

Applications span statistical mechanics, dynamical systems, and probability theory, where ergodicity justifies replacing ensemble averages with

is
ergodic
if
every
T-invariant
measurable
set
has
μ-measure
0
or
1.
Equivalently,
any
T-invariant
integrable
function
is
almost
surely
constant.
A
central
consequence
is
Birkhoff’s
ergodic
theorem:
for
any
integrable
function
f,
the
time
average
along
almost
every
orbit
converges
to
the
space
(ensemble)
average
∫
f
dμ.
This
formalizes
the
notion
that,
for
ergodic
systems,
the
average
over
time
along
a
single
trajectory
equals
the
average
over
the
entire
ensemble.
averages.
Ergodicity
is
distinct
from,
yet
related
to,
mixing
and
other
forms
of
statistical
independence;
a
system
may
be
ergodic
without
being
strongly
chaotic,
and
some
systems
are
non-ergodic,
displaying
dependence
on
initial
conditions
or
aging.
time
averages
in
experiments
and
simulations.