411 REFERENCE · Wikibooks
Introduction to Mathematical Physics/N body problems and statistical equilibrium/Spin glasses
Reference material by Wikibooks contributors. This retains its source identity and is not 411 news reporting.
Assume that a spin glass system \index{spin glass}(see
section{secglassyspin}) has the energy:
Values of variable are if the spin is up or if the spin is
down. Coefficient is if spins and tend to be oriented in
the same direction or if spins and tend to be oriented in
opposite directions (according to the random position of the atoms carrying
the spins). Energy is noted:
where
in
denotes the
distribution. Partitions function is:
where is a spin configuration. We look for the mean over
distributions of the energy:
where
is the probability density function of configurations
, and where
is:
This way to calculate means is not usual in statistical physics. Mean is done
on the "chilled"
variables, that is that they vary slowly with respect
to the
's. A more classical mean would consist to
(the
's are then "annealed" variables).
Consider a system
compound by
replicas\index{replica} of the
same system
. Its partition function
is simply:
Let be the mean over
defined by:
As:
we have:
Using
and
one has:
By using this trick we have replaced a mean over
by a mean over
;
price to pay is an analytic prolongation in zero. Calculations are then
greatly simplified ph:sping:Mezard87.
Calculation of the equilibrium state of a frustrated system can be made by
simulated annealing method .\index{simulated annealing} An numerical
implementation can be done using the Metropolis algorithm\index{Metropolis}.
This method can be applied to the travelling salesman problem (see ma:compu:Press92
\index{travelling salesman problem}).