Partition function as a description of the system

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Discussion Overview

The discussion revolves around the calculation of the partition function and its implications for the statistical properties of a quantum system described by a Hamiltonian involving spin operators. Participants explore the mathematical formulation of the density matrix and the trace operation, as well as the diagonalization of the Hamiltonian.

Discussion Character

  • Technical explanation
  • Debate/contested
  • Mathematical reasoning

Main Points Raised

  • One participant presents a Hamiltonian $$\hat{H} = a\hat{S_x} + b\hat{S_z}$$ and questions the dependence of the partition function on the parameter 'a', suggesting it does not influence the statistical functions derived from the partition function.
  • Another participant challenges the initial claim by stating that the exponential of a matrix should be expressed as a Taylor series, implying that the original formulation may not be valid without this consideration.
  • A different participant points out that the trace calculation appears incorrect, emphasizing that the trace should be taken over the eigenfunctions of the system rather than the spin matrix alone.
  • One participant suggests a method for computing $$e^{-\beta H}$$ by diagonalizing the Hamiltonian, explaining how to relate the trace of the exponential of the Hamiltonian to the eigenvalues.
  • Another participant acknowledges a mistake in their earlier calculations and expresses a realization about the diagonalization method being a more straightforward approach.

Areas of Agreement / Disagreement

Participants express differing views on the correctness of the initial calculations regarding the partition function and the trace operation. There is no consensus on the validity of the original formulation or the methods proposed for its correction.

Contextual Notes

Participants highlight potential limitations in the assumptions made regarding the Hamiltonian and the trace operation, as well as the need for clarity in the mathematical expressions used.

phys_student1
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Hi,

Let, $$\hat{H} = a\hat{S_x} + b\hat{S_z}$$where Sx,Sz are the spin operators, a,b constants. Assume the system is coupled to a reservoir.
For clarity, Let $$\hbar=\beta=1$$ The density matrix is
$$ρ=\frac{e^{-β\hat{H}}}{Z}=
\frac{1}{Z} \left(\begin{array}{cc}0&e^{-a/2}\\e^{-a/2}&0\end{array}\right) +
\frac{1}{Z} \left(\begin{array}{cc}e^{-b/2}&0\\0&e^{b/2}\end{array}\right) =
\frac{1}{Z} \left(\begin{array}{cc}e^{-b/2}&e^{-a/2}\\e^{-a/2}&e^{b/2}\end{array}\right)$$
And $$Z=tr(e^{-β\hat{H}})=2\cosh{\frac{b}{2}}$$
The partition function is a description of the statistical properties of the system. But here it is ignorant to the fact that H also contains Sx part. The constant 'a' does not come into play at all. How, then, can we depend on Z to derive our statistical functions for the system?
 
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I don't understand how ##\exp(-\beta \hat{H} )## is equal the thing you have written out on the right hand side. When there is an exponential of a matrix, you need to write it out as the Taylor series of an exponential, where each term will contain the matrix, to some power.

This will give an infinite series, which is not something that is usually 'nice'. But you can use the properties of the Pauli matrices to get a 'nice' answer. This is not obvious if you have not been shown how to do this problem before.
 
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Also, the calculation of the trace doesn't look right. The trace is supposed to be taken over the space of eigenfunctions of your solutions. That has nothing to do with the trace of spin matrix. For instance, a harmonic oscillator doesn't have spin matrix at all but it has an infinite number of eigenstates. the trace is taken over that infinite space.
 
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Your computation of e^{-\beta H} isn't correct, I don't think.

An easy way to compute e^{-\beta H} is to first figure out how to diagonalize H. That is, you find some matrix U such that U H U^{-1} = D where D is a diagonal matrix, with entries \lambda_i. (Those \lambda_i are just the eigenvalues of H) Then:

e^{-\beta H} = U^{-1} (e^{-\beta D}) U

Now, one of the magical properties of the trace is that for any matrices A, B, C,

tr(A B C) = tr(B C A)

So
tr(e^{-\beta H}) = tr(U^{-1} (e^{-\beta D}) U) = tr(e^{-\beta D} U U^{-1}) = tr(e^{-\beta D})

Computing e^{-\beta D} is easy: it's just a diagonal matrix with entries e^{- \beta \lambda_i}. The trace of a matrix is just the sum of the diagonal entries, so

So tr(e^{-\beta H}) = tr(e^{-\beta D}) = \sum_i e^{-\beta \lambda_i}

For the particular H that you're talking about, I believe it's true that the two eigenvalues are:

\lambda_1 = \sqrt{a^2 + b^2} and \lambda_2 = - \sqrt{a^2 + b^2}

So tr(e^{-\beta H}) = e^{-\beta \sqrt{a^2 + b^2}} + e^{+\beta \sqrt{a^2 + b^2}} = 2 cosh(-\beta \sqrt{a^2 + b^2})
 
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Yes I think I missed up things while trying to use Latex.
 
stevendaryl said:
An easy way to compute e^{-\beta H} is to first figure out how to diagonalize H.
oh wow, that's a much easier way than I was suggesting. and much more general, than just relying on the nice properties of the spin matrices. I'll keep that in mind. the sad part is that I probably learned that not so long ago, but had forgotten about it already!
 

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