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Use a computer to plot s¯ as a function of kT/ε, as predicted by mean field theory, for a two-dimensional Ising model (with a square lattice).

Short Answer

Expert verified

Therefore,

s¯=tanh4s¯t

Step by step solution

01

Given information

Plot s¯as a function of kT/ε, as predicted by mean field theory, for a two-dimensional Ising model (with a square lattice).

02

Explanation

The average spin alignment is given by:

s¯=tanh(βϵns¯)

The number of nearest is given by:

n=2Inonedimension4Intwodimensions(squarelattice)6Inthreedimensions(simplecubiclattice)8Inthreedimensions(bodycenteredcubiclattice)12Inthreedimensions(facecenteredcubiclattice)

Consider a two-dimensional lsing model with n = 4, which you can plug into the equation above to get:

s¯=tanh(4βϵs¯)

Substitute β=1/kTcand t=kTc/ϵ

s¯=tanh4s¯t

First, we must solve this equation numerically because it is difficult to solve. To do so, we simply build a list of t values ranging from O01 to 5.0, and then we create a loop to solve this equation numerically for each value of t. I used Python to achieve this, and the code is shown below.

The graph is:

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