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Statistical Mechanics - Physics at Oregon State University

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Chapter 9<br />

General methods: critical<br />

exponents.<br />

9.1 Introduction.<br />

In this chapter we will consider a variety of methods th<strong>at</strong> can give us approxim<strong>at</strong>ions<br />

in st<strong>at</strong>istical mechanics. In the previous chapter we looked <strong>at</strong> the mean<br />

field approxim<strong>at</strong>ion and its cousins. We found th<strong>at</strong> mean field gives a reasonable<br />

description if there is a phase transition. It also leads to a decent estim<strong>at</strong>e of<br />

the transition temper<strong>at</strong>ure, except for the one dimensional Ising chain. Cluster<br />

approxim<strong>at</strong>ions improve the estim<strong>at</strong>es of the transition temper<strong>at</strong>ure. All<br />

in all these methods are very useful to describe phase transitions and help us<br />

understand different models. Where they fail, however, is in providing values<br />

for critical exponents. They always give the same values, no m<strong>at</strong>ter wh<strong>at</strong> the<br />

model is, due to the mean field n<strong>at</strong>ure. This is easy to understand. In a mean<br />

field model we approxim<strong>at</strong>e effects further away by an average. When correl<strong>at</strong>ion<br />

lengths become large, a cluster will always sample th<strong>at</strong> average value<br />

and essentially see a mean field. So on this chapter we focus in more detail on<br />

correl<strong>at</strong>ion functions and critical exponents.<br />

There are two possible goals of calcul<strong>at</strong>ions in st<strong>at</strong>istical mechanics. One<br />

useful result is to be able to find certain thermal averages of quantities. But<br />

the real goal is to find the appropri<strong>at</strong>e free energy, since everything follows<br />

from there. Th<strong>at</strong> second goal is more difficult. For example, in the Bethe<br />

approxim<strong>at</strong>ion we needed to include a difficult term f(h ′ ) in the energy. For<br />

the calcul<strong>at</strong>ion of averages like 〈σ0σj〉 th<strong>at</strong> term dropped out. But without th<strong>at</strong><br />

term we cannot evalu<strong>at</strong>e free energies.<br />

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