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Statistical Mechanics - Physics at Oregon State University

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200 CHAPTER 9. GENERAL METHODS: CRITICAL EXPONENTS.<br />

approxim<strong>at</strong>ion, the answers in the Bethe approxim<strong>at</strong>ion and in mean-field theory<br />

will be different. If, on the other hand, the correl<strong>at</strong>ion length ξ is much larger<br />

than the size of the cluster, the size of the cluster is not important and the<br />

problem is essentially solved in a mean-field approach. Since ξ diverges near<br />

Tc, the Bethe approxim<strong>at</strong>ion is equivalent to a mean field theory in this limit.<br />

Therefore, the Bethe approxim<strong>at</strong>ion will give the same critical exponents as<br />

mean-field theory. In order to make a real improvement, we need to take into<br />

account correl<strong>at</strong>ions of infinite range.<br />

We can improve the analysis, however. We will use the susceptibility as<br />

an example, but the analysis woks for all critical exponents. Near the critical<br />

temper<strong>at</strong>ure we have χ ≈ A±|T −Tc| γ , plus higher order terms. This means th<strong>at</strong><br />

near the critical temper<strong>at</strong>ure we have log(χ) =≈ log(A±) + γ log |T − Tc|. The<br />

second term will domin<strong>at</strong>e if we are close enough to the critical temper<strong>at</strong>ure.<br />

Hence we have<br />

log(χ)<br />

log |T − Tc|<br />

→ γ (9.57)<br />

near the critical temper<strong>at</strong>ure. Hence if we plot the r<strong>at</strong>io on the left as a function<br />

of temper<strong>at</strong>ure, we should be able to extract the value of γ.<br />

Very simply st<strong>at</strong>ed, so wh<strong>at</strong> can be wrong. First of all, we assume th<strong>at</strong> we<br />

know the value of the critical temper<strong>at</strong>ure. Th<strong>at</strong> might be true or not. Wh<strong>at</strong><br />

happens if we are wrong? If we do not use the exact value of the critical temper<strong>at</strong>ure<br />

a plot of the r<strong>at</strong>io of the logarithms will show two peaks. The r<strong>at</strong>io<br />

will go to zero when the denomin<strong>at</strong>or goes to infinity, or when the temper<strong>at</strong>ure<br />

reaches the erroneous value of the critical temper<strong>at</strong>ure. The r<strong>at</strong>io will go to<br />

infinity when the enumer<strong>at</strong>or diverges, <strong>at</strong> the true value of the critical temper<strong>at</strong>ure.<br />

For example, see figure 9.1 where we have used χ = 1<br />

|t−1| (1 + 0.1|t − 1|)<br />

and moved Tc by a small amount to Tc = 1.01. We can use this behavior to find<br />

the critical temper<strong>at</strong>ure. If we have sufficient d<strong>at</strong>a near the phase transition we<br />

try different values of Tc and see when the peak and zero merge.<br />

But wh<strong>at</strong> is near the critical temper<strong>at</strong>ure? One could guess th<strong>at</strong> the correction<br />

in χ is a factor of the form 1 + B±|T − Tc|. This gives an extra term in<br />

the denomin<strong>at</strong>or equal to the logarithm of this expression, and near the critical<br />

temper<strong>at</strong>ure we now find<br />

log(χ)<br />

log |T − Tc|<br />

|T − Tc|<br />

→ γ + B±<br />

log |T − Tc|<br />

(9.58)<br />

The second term goes to zero, indeed. But how fast? We do not know. See figure<br />

9.2 for a typical case. We used the same form as before, but now with the correct<br />

value of the critical temper<strong>at</strong>ure. In addition, the previous argument assumes<br />

th<strong>at</strong> the behavior near the critical temper<strong>at</strong>ure is given by powers only. There<br />

are theoretical results where near the critical temper<strong>at</strong>ure we have logarithmic<br />

factors, χ ∝ |T − Tc| γ log |T − Tc|. Because the logarithm goes to infinity slower<br />

than any inverse power, such a factor does not change the value of the critical<br />

exponent, but it certainly changes the behavior near the phase transition. We

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