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timedependence

Timedependence refers to the characteristic of a process, quantity, or system whose value changes over time. It is the opposite of time invariance, where a quantity would remain the same if observed at different times under equal conditions. A quantity is time-dependent if it is written as a function of time, Q(t), or if its evolution is governed by dynamical laws that produce changes over time.

In physics and engineering, time dependence appears in evolving states such as the position x(t) of a

Time dependence also appears in statistics and biomedicine, where time-dependent covariates affect survival analysis via hazard

Understanding timedependence is essential for predicting system behavior, designing experiments, and distinguishing intrinsic temporal changes from

particle,
the
expectation
value
of
an
observable
under
a
time-dependent
Hamiltonian,
or
the
response
of
a
system
to
a
driving
force.
In
chemistry
and
biology,
reaction
concentrations
c(t),
population
sizes
N(t),
and
other
state
variables
commonly
follow
time-dependent
laws.
The
classic
example
is
radioactive
decay,
where
N(t)
=
N0
e^{-λ
t},
or
a
damped
oscillator
x(t)
=
A
e^{-β
t}
cos(ω'
t).
Many
processes
exhibit
explicit
time
dependence
through
rate
equations,
such
as
dc/dt
=
-k
c
leading
to
c(t)
=
c0
e^{-kt}.
functions
h(t|X(t)).
In
materials
science,
properties
like
creep
and
diffusion
depend
on
time,
reflecting
aging
and
non-equilibrium
dynamics.
Modeling
time
dependence
typically
uses
differential
equations,
stochastic
processes,
or
time
series
analysis
to
describe
how
observables
evolve
and
to
identify
characteristic
timescales.
external
or
seasonal
variation.