Notes on Mean Field Theory
Notes on Mean Field Theory
Notes on Mean Field Theory
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Recalling that the first term is the relative probability of σ = +1 and the<br />
sec<strong>on</strong>d is the relative probability of σ = −1, we easily find the average spin<br />
to be<br />
( )<br />
mB + Jνs<br />
s = tanh<br />
. (4)<br />
τ<br />
This equality is a self-c<strong>on</strong>sistency c<strong>on</strong>diti<strong>on</strong> for the average spin s.<br />
Figure 1:<br />
Soluti<strong>on</strong>s of the mean field equati<strong>on</strong> for (i) τ > Jν, and (ii)τ < Jν.<br />
C<strong>on</strong>sider this c<strong>on</strong>diti<strong>on</strong> in the absence of an external field. The equati<strong>on</strong><br />
s = tanh Jνs/τ can be solved graphically by plotting the left hand side and<br />
the right hand side <strong>on</strong> the same graph as functi<strong>on</strong>s of s. Where the plots<br />
intersect, there is a soluti<strong>on</strong>. There are two possibilities: (i) if Jν/τ < 1,<br />
there is there is a single soluti<strong>on</strong> s = 0, and (ii) if Jν/τ > 1, there are three<br />
soluti<strong>on</strong>s, s = 0, ±s 1 (τ). See Figure (). Since the two states with n<strong>on</strong>-zero s<br />
have the same free energy, they are the stable states because the state with<br />
s = 0 has a higher free energy. The mean field free energy can be calculated<br />
from the standard equati<strong>on</strong> F = −τ log Z, giving<br />
F mf = −Nτ log(2 cosh Jν/τ) (5)<br />
if there a total of N spins. Thus the theory predicts that at high temperature<br />
τ > Jν, the average spin, and hence the total magnetizati<strong>on</strong> M = Nms, is<br />
2