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entropien

Entropien is the plural usage of the term entropie, which in various languages refers to the physical and informational concept of entropy. In German, for example, the plural is Entropien, while other languages use different plural forms. The core idea behind entropy is a measure of uncertainty, disorder, or the number of microscopic configurations that correspond to a macroscopic state.

In thermodynamics, entropy (S) is a state function that quantifies how spread out or randomized the microscopic

In information theory, entropy measures uncertainty or information content. Shannon entropy H = - sum p_i log p_i

Applications of entropien extend across physics, chemistry, statistics, ecology, and data science. The maximum entropy principle

components
of
a
system
are.
The
second
law
of
thermodynamics
states
that
the
total
entropy
of
an
isolated
system
tends
to
increase
over
time,
guiding
the
direction
of
spontaneous
processes.
Common
thermodynamic
relations
include
S
increasing
during
irreversible
processes
and
the
Boltzmann
expression
S
=
k_B
ln
W,
where
W
is
the
number
of
accessible
microstates
and
k_B
is
the
Boltzmann
constant.
For
changes
in
an
ideal
gas,
ΔS
=
nR
ln(V_f/V_i)
describes
entropy
change
during
expansion
or
compression,
with
R
the
gas
constant.
captures
the
average
amount
of
information
produced
by
a
stochastic
source,
with
units
typically
bits
(log
base
2)
or
nats
(natural
log).
The
thermodynamic
and
information-theoretic
notions
are
closely
related
conceptually,
reflecting
the
link
between
physical
states
and
available
information
about
a
system.
uses
entropy
to
infer
the
least-biased
distributions
given
constraints,
while
real-world
systems
often
exhibit
entropy
production
that
characterizes
irreversibility
and
dissipative
processes.