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Introduction to Mathematical Physics/N body problems and statistical equilibrium/Ising Model
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In this section, an example of the calculation of a partition function is
presented. The Ising model ma:equad:Schuster88, ph:physt:Diu89
\index{Ising} is a model describing ferromagnetism\index{ferromagnetic}.
A ferromagnetic material is constituted by small microscopic domains having a
small magnetic moment. The orientation of those moments being random, the
total magnetic moment is zero. However, below a certain critical temperature
, magnetic moments orient themselves along a certain direction, and a non
zero total magnetic moment is observedOnes says that a phase transition occurs.\index{phase transition}
Historically, two sorts of phase transitions are distinguished ph:physt:Diu89
phase transition of first order (like liquid--vapor transition) whose characteristics are:
<li>Coexistence of the various phases.
<li>Transition corresponds to a variation of entropy.
<li>existence of metastable states.
second order phase transition (for instance the ferromagnetic--paramagnetic transition) whose characteristics are:
<li>symmetry breaking
<li>the entropy S is a continuous function of temperature and of the order parameter.
. Ising model has been proposed to describe this phenomenom.
It consists in describing each microscopic domain by a moment (that can
be considered as a spin)\index{spin}, the interaction between spins being
described by the following hamiltonian (in the one dimensional case):
partition function of the system is:
which can be written as:
It is assumed that can take only two values. Even if the one dimensional
Ising model does not exhibit a phase transition, we present here the
calculation of the partition function in two ways.
represents the sum over all possible values of , it is
thus, in the same way an integral over a volume is the successive integral
over each variable, the successive sum over the 's. Partition function
can be written as:
with
We have:
Indeed:
Thus, integrating successively over each variable, one obtains:
eqZisi
This result can be obtained a powerful calculation method: the renormalization group methodph:physt:Diu89, ma:equad:Schuster88\index{renormalisation group} proposed by K. WilsonKenneth Geddes ilson received the physics Nobel prize in 1982 for the method of analysis introduced here..
Consider again the partition function:
where
Grouping terms by two yields to:
where
This grouping is illustrated in figure figrenorm.
center | frame |Sum over all possible spin values . The product is the sum over all possible values of spins and of a function deduced from by a simple change of the value of the parameter associated to function .} figrenorm
Calculation of sum over all possible values of yields to:
Function can thus be written as a
second function with
Iterating the process, one obtains a sequence converging towards
the partition function defined by equation eqZisi.