Solving Ising Spin 1 Model w/ Transfer Matrix Method

In summary: Ising models with integer-valued spins.In summary, the first part of the homework was completed using the transfer matrix method. The transfer matrix will be $$T(i,i') = \begin{pmatrix}e^{\beta J} & 1 & e^{-\beta J}\\1 &1 &1 \\e^{-\beta J} & 1 & e^{\beta J}\end{pmatrix}$$To get the trace of $T^N$, you find the eigenvalues of T:$$\lambda_{1} = 2 sinh(\beta J)$$
  • #1
Thales Castro
11
0
Homework Statement
Consider the 1-domensional Ising model given by the Hamiltonian

$$
H = -J \sum_{i=1}^{N} s_{i} s_{i+1}
$$

where $s_{i} = -1, 0, 1$

Calculate the partition function $Z$ and the phase transition temperature.
Relevant Equations
$$
Z = Tr(T^{n})
$$
I did the first part using the transfer matrix method:

$$
Z = Tr(T^{N})
$$


In this case, the transfer matrix will be

$$
T(i,i') =
\begin{pmatrix}
e^{\beta J} & 1 & e^{-\beta J}\\
1 &1 &1 \\
e^{-\beta J} & 1 & e^{\beta J}
\end{pmatrix}
$$

To get the trace of $T^N$, you find the eigenvalues of T:

$$
\lambda_{1} = 2 sinh(\beta J)
$$
$$
\lambda_{2,3} = \frac{1}{2} (2cosh(\beta J) + 1 +- \sqrt{ ( 2cosh^2(\beta J) + 2sinh^2(\beta J) )^2 - cosh(\beta J) + e^{-2\beta J} +9})
$$

With this, the partition function is:

$$
Z = \lambda_{1}^{N}+\lambda_{2}^N + \lambda_{3}^N
$$

Now, to find the transition temperature, I'd have to find the zeros of the partition function or the singular points of the Helmholtz free energy, but I'm not quite sure on how to proceed from here. Any ideas? Thanks in advance.
 
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  • #2
If you can write a closed form expression for the partition function ##Z(T)## of a spin chain of ##N## spins, then the internal energy at temperature ##T## is, as described on this Wiki page:

##\displaystyle\langle E\rangle = -\frac{\partial\ln Z}{\partial\beta}##,

where ##\displaystyle\beta = \frac{1}{kT}## with ##k## the Boltzmann constant.

Then, when you know the internal energy as a function of temperature, you can divide it by ##N##, the number of spins, and take the limit ##N\rightarrow\infty## to find the internal energy per spin for the infinite chain of spins. If there is a phase transition at some temperature ##T_c##, then this internal energy per spin has a sudden "jump" at that temperature, or equivalently, the heat capacity ##C = d\langle E\rangle /dT## is infinite at ##T_c##.

In the case of finite but large ##N##, the heat capacity has a sharp peak at the approximate transition temperature, but not a real singular point.
 
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  • #3
First of all, your Hamiltonian is wrong. It should be$$\mathcal{H}=J\sum_{i=1}^N \sigma_{i} \sigma_{i+1} - H\sum_{i=1}^N \sigma_i$$
where ##\sigma_i## and ##\sigma_{i+1} = \pm 1##. The transfer matrix is,$$\mathbf {T}=\begin{pmatrix}
T(+,+) & T(+,-) \\
T(-,+) & T(-,-)
\end{pmatrix}=
\begin{pmatrix}
exp(K+L) & exp(-K) \\
(exp(-K) & exp(K-L)
\end{pmatrix}$$
where ##K=\beta J## and ##L=\beta H##. This should get you started. Also, the 1-d Ising model does't exhibit a phase transition because the spin correlations decay too rapidly as temperature goes to zero.
 
  • #4
Fred Wright said:
First of all, your Hamiltonian is wrong. It should be$$\mathcal{H}=J\sum_{i=1}^N \sigma_{i} \sigma_{i+1} - H\sum_{i=1}^N \sigma_i$$
where ##\sigma_i## and ##\sigma_{i+1} = \pm 1##. The transfer matrix is,$$\mathbf {T}=\begin{pmatrix}
T(+,+) & T(+,-) \\
T(-,+) & T(-,-)
\end{pmatrix}=
\begin{pmatrix}
exp(K+L) & exp(-K) \\
(exp(-K) & exp(K-L)
\end{pmatrix}$$
where ##K=\beta J## and ##L=\beta H##. This should get you started. Also, the 1-d Ising model does't exhibit a phase transition because the spin correlations decay too rapidly as temperature goes to zero.

The second term in the Hamiltonian is only needed if there's an external magnetic field. I wasn't sure about whether the lack of phase transition in 1D is only in the spin-1/2 system, or for any total spin. Even in the 1D spin-half system the heat capacity has a peak at some temperature, but it doesn't become a singular 'spike' in the thermodynamic limit, like in real phase transition.
 
  • #5
My apologies. I misinterpreted your question. I thought it was an homework assignment. Ising's idea was to model a 1-d ferromagnetic lattice. The purpose of the second term in the hamiltonian is to lift the degeneracy of the spin state of the valence electron. Without the second term in the hamiltonian the eigenvalue of the transfer matrix becomes zero. That means that there is no exchange of magnetic energy possible between adjacent sites in the lattice.
You propose that each lattice site have total spin = 1, but that implies that you have one spin up electron and one spin down electron per site (Pauli exclusion principle) . This would cancel the spin contribution to magnetic field per site and result in zero ferromagnetism.
 
  • #6
Just to clarify: I'm not the one who started this thread, @Thales Castro is...

I was answering him based on my own knowledge about the subject. There are particles, or bound systems formed by several particles, which have an integer-valued spin unlike the electron which has spin-1/2. If the z-component of each spin can be 1, -1 or 0 in a 1D Ising chain, then the interaction energy of any pair of adjacent spins can be J, -J or 0.
 
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FAQ: Solving Ising Spin 1 Model w/ Transfer Matrix Method

What is the Ising Spin 1 Model?

The Ising Spin 1 Model is a mathematical model used to study the behavior of magnetic materials. It consists of a lattice of spin 1 particles, which can have three possible states: +1, 0, or -1. The interactions between these particles are described by an energy function, and the goal is to find the most stable configuration of spins.

What is the Transfer Matrix Method?

The Transfer Matrix Method is a technique used to solve the Ising Spin 1 Model. It involves breaking down the lattice into smaller sections and using a matrix to represent the interactions between neighboring spins. By calculating the eigenvalues of this matrix, we can determine the overall energy of the system and find the most stable configuration of spins.

What are the advantages of using the Transfer Matrix Method?

The Transfer Matrix Method allows for the efficient calculation of the energy and stability of the Ising Spin 1 Model. It also allows for the study of larger and more complex systems, as the matrix can be easily expanded to include more particles and interactions.

What are some applications of the Ising Spin 1 Model?

The Ising Spin 1 Model has been used in various fields such as physics, chemistry, and materials science to study the behavior of magnetic materials. It has also been applied to social sciences, such as modeling human behavior and decision making in economics and sociology.

Are there any limitations to the Transfer Matrix Method?

The Transfer Matrix Method assumes that the interactions between particles are only between nearest neighbors, which may not always be the case in real systems. It also does not take into account the effects of temperature and external fields. Additionally, the method may become computationally intensive for large systems with many particles.

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