Define a time correlation function between two quantities
and
by
The following properties follow immediately from the above definition:
Thus, if A=B, then
known as the autocorrelation function of A, and
If we define
, then
which just measures the fluctuations in the quantity A.
which is valid for t;SPMlt;;SPMlt;T. In molecular dynamics simulations, where the phase space trajectory is determined at discrete time steps, the integral is expressed as a sum
where N is the total number of time steps,
is the time step
and
.
For the autocorrelation function of A, this becomes
Thus,
decays from
at t=0 to
as
.
An example of a signal and its time correlation function appears in the figure below. In this case, the signal is the magnitude of the velocity along the bond of a diatomic molecule interacting with a Lennard-Jones bath. Its time correlation function is shown beneath the signal:
Over time, it can be seen that the property being autocorrelated eventually becomes uncorrelated with itself.