The scaling hypothesis next up previous
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The scaling hypothesis

Recall that the RG transformation preserves the partition function:

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For the one-dimensional Ising model, we found that the block spin transformation lead to a transformed Hamiltonian of the form

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Thus, tex2html_wrap_inline734 contains a term that is of the same functional form as tex2html_wrap_inline736 plus an analytic function of K. Defining the reduced free energy per spin from the spin trace as f(K), the equality of the partition functions allows us to write generally:

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which implies that

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If b is the size of the spin block, then

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from which

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Now, tex2html_wrap_inline744 is an analytic function and therefore plays no role in determining critical exponents, since it does not lead to divergences. Only the so called singular part of the free energy is important for this. Thus, the singular part of the free energy tex2html_wrap_inline746 can be seen to satisfy a scaling relation:

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This is the basic scaling relation for the free energy. From this simple equation, the scaling relations for the critical exponents can be derived.

To see how this works, consider the one-dimensional Ising model again with tex2html_wrap_inline748 . The free energy depends on the scaling variables through the dependence on the couplings K. For h=0, we saw that there was a single relevant scaling variable corresponding to the nearest neighbor coupling K=J/kT. This variable is temperature dependent and is called a thermal scaling variable tex2html_wrap_inline756 . For tex2html_wrap_inline748 there must also be a magnetic scaling variable, tex2html_wrap_inline760 . These will transform under the linearized RG as

eqnarray274

where tex2html_wrap_inline762 and tex2html_wrap_inline764 are the relevant RG eigenvalues. Therefore, the scaling relation for the free energy becomes

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Now, after n iterations of the RG equations, the free energy becomes

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Recall that relevant scaling variables are driven away from the critical fixed point. Thus, let us choose an n small enough that the linear approximation is still valid. In order to determine n, we only need to consider one of the scaling variables, so let it be tex2html_wrap_inline756 . Thus, let tex2html_wrap_inline774 be an arbitrary value of tex2html_wrap_inline756 obtained after n iterations of the RG equation, such that tex2html_wrap_inline774 is still close enough to the fixed point that the linearized RG theory is valid. Then,

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or

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and

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Now, let

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We know that tex2html_wrap_inline782 must depend on the physical variables t and h. In the linearized theory, the scaling variables tex2html_wrap_inline756 and tex2html_wrap_inline760 will be related linearly to the physical variables:

eqnarray311

Here, tex2html_wrap_inline792 and tex2html_wrap_inline794 are nonuniversal proportionality constants, and we see that tex2html_wrap_inline796 when tex2html_wrap_inline798 and the same for tex2html_wrap_inline760 .

Then, we have

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The left side of this equation does not depend on the nonuniversal constant tex2html_wrap_inline774 , hence the right side cannot. This means that the function on the right side depends on a single argument. Thus, we rewrite the free energy equation as

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The function tex2html_wrap_inline804 is called a scaling function. Note that the dependence on the system-particular variables tex2html_wrap_inline792 and tex2html_wrap_inline794 is trivial, as this only comes in as a scale factor in t and h. Such a scaling relation is a universal scaling relation, in that it will be the same for all systems in the same universality class. From the above scaling relation come all thermodynamic quantities. Note that the scaling relation depends on only two exponents tex2html_wrap_inline762 and tex2html_wrap_inline764 . This suggests that there can only be two independent critical exponents among the six, tex2html_wrap_inline818 , and tex2html_wrap_inline820 . There must, therefore, be four relations relating some of the critical exponents to others. These are the scaling relations. To derive these, we use the scaling relation for the free energy to derive the thermodynamic functions:

1.
Heat Capacity:

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but

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Thus,

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2.
Magnetization:

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but

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Thus,

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3.
Magnetic susceptibility:

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but

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Thus,

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4.
Magnetization vs. magnetic field:

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but m should remain finite as tex2html_wrap_inline798 , which means that tex2html_wrap_inline826 must behave as tex2html_wrap_inline828 as tex2html_wrap_inline830 , since then

eqnarray377

But

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Thus,

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From these, it is straightforward to show that the four exponents tex2html_wrap_inline832 , tex2html_wrap_inline834 , tex2html_wrap_inline836 , and tex2html_wrap_inline838 are related by

eqnarray390

These are examples of scaling relations among the critical exponents.

The other two scaling relations involve tex2html_wrap_inline638 and tex2html_wrap_inline820 and are derived from the scaling relation satisfied by the correlation function:

eqnarray393

This leads to the relations

eqnarray399

and the scaling relations:

eqnarray402


next up previous
Next: About this document Up: No Title Previous: Understanding universality from the

Mark Tuckerman
Tue May 4 23:40:04 EDT 1999