How do we get from quantum mechanics to statistical mechanics?

In summary, the conversation discusses using the many particle Schrodinger equation in Griffith's chapter 5.4 to understand statistical mechanics. The main question is how to get from the explicit solution of the Schrodinger equation to the Maxwell-Boltzmann distribution. One interpretation is that in thermal equilibrium, every distinct state with the same total energy is equally likely. This means that all the wave functions are equal to each other, either in a distinguishable or indistinguishable way, and the density operator is used to describe the relative frequency of the different pure states in the ensemble. However, there are also other interpretations, and the purpose of finding the Maxwell-Boltzmann distribution is to determine the set of allowable eigenvalues for the wave
  • #1
bolbteppa
309
41
Hey guys, I'd like to ignore Hamiltonian mechanics and use a specific example of the many particle Schrodinger equation in Griffith's chapter 5.4 to try to get to statistical mechanics, and see what happens, I need help making sense of it:

Given 3 non-interacting particles in a 1-d potential well of length a we solve the Schrodinger equation [itex]\frac{-\hbar^2}{2m}\nabla^2\psi = E \psi[/itex]
to find the solution
[itex]\psi_{n_1,n_2,n_3}(x_1,x_2,x_3) = (\sqrt{\tfrac{2}{a}})^3\sin(\tfrac{n_1 \pi}{a}x_1)\sin(\tfrac{n_2 \pi}{a}x_2)\sin(\tfrac{n_3 \pi}{a}x_3)[/itex]
such that
[itex]E_{n_1n_2n_3}=\tfrac{\hbar^2 \pi^2}{2ma^2}(n_1^2+n_2^2+n_3^2)[/itex]

If the total energy was [itex]E = 243 \cdot \tfrac{\hbar^2 \pi^2}{2ma^2}[/itex] then there would be 10 ways to satisfy [itex] n_1^2+n_2^2+n_3^2 = 243[/itex]:
[itex](9,9,9), \\ (3,3,15), (3,15,3), (15,3,3), \\ (5,7,13), (5,13,7), (7,5,13), (7,13,5), (13,5,7), (13,7,5)[/itex]

Assuming the particles are distinguishable we'd have 10 distinct wave function solutions, e.g. [itex]\psi_{9,9,9}(x_1,x_2,x_3), ...[/itex]. This is all many-particle quantum mechanics. Now how do I get to statistical mechanics from this?

Reading Griffith's, he says we invoke 'the fundamental assumption of statistical mechanics' which says in 'thermal equilibrium' every distinct state with total energy [itex]E[/itex] is equally likely. What does this mean with regard to the wave function?

Is it saying all the wave functions are 'equal' to one another
[itex]\psi_{9,9,9}(x_1,x_2,x_3) = \psi_{3,3,15}(x_1,x_2,x_3) = \psi_{3,15,3}(x_1,x_2,x_3) = ...[/itex]
in the sense that we can choose anyone of the wave functions and use it to describe the system of particles as a whole?

Is it saying only some of the wave functions are equal to one another
[itex]\psi_{9,9,9}(x_1,x_2,x_3) \\
\psi_{3,3,15}(x_1,x_2,x_3) = \psi_{3,15,3}(x_1,x_2,x_3) = \psi_{15,3,3}(x_1,x_2,x_3) \\
\psi_{5,7,13}(x_1,x_2,x_3) = \psi_{5,13,7}(x_1,x_2,x_3) = \psi_{7,5,13}(x_1,x_2,x_3) = \psi_{7,13,5}(x_1,x_2,x_3) = ...[/itex]
and they're all equally likely, it's just that (any one of the) last wave function(s) is the statistical mechanical wave function of the system since it can be achieved in the most number of ways? This is what the Boltzmann distribution seems to imply, is this what it says?

Is it saying we have to completely dispose of the wave function? I fear this is what most people would think, but it doesn't make any sense to me to throw the wave function away. We should be allowed to use all or some of them. Also, since you can express statistical mechanics in terms of a partition function (which is a Feynman path integral which is a solution of the Schrodinger equation) there should be a direct relationship to these explicit wave functions.

Appreciate any input :)
 
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  • #2
The usual interpretation is that there is an ensemble of many systems, each in a particular energy eigenstate. For extreme simplicity, let's take energies in a narrow band, such that there are only 3 energy eigenstates A,B and C. Then in thermal equilibrium 1/3 of systems will be in state A, 1/3 in state B and 1/3 in state C.

In this case, since all the systems in the ensemble are in different pure states, we have to represent the ensemble by the density operator, which allows us to describe the relative frequency of the various pure states in the ensemble. Thus the usual view is that a thermal system is not in a pure state, but a mixed state.

As an aside, one should remember that statistical ensembles are not necessarily real, and just a way to calculate thermodynamic properties. So it is possible to have a different picture in which the system is in a thermal pure state: http://arxiv.org/abs/1112.0740.
 
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  • #3
Ensemble's are defined in a Hamiltonian mechanics phase space, I'd like to ignore that. Furthermore the density operator is just Schrodinger's equation for a density matrix but the density matrix is diagonal so it reduces to my Schrodinger equation. There's nothing suspect about my set-up, I'm just trying to determine how to get to stat mech from an explicit solution of Schrodinger. I do not understand the logic of statistical mechanics in this concrete situation unfortunately. I think this example would be a good way to see the difference between many body quantum mechanics, equilibrium stat mech & non-equilibrium stat mech if we flesh it out :)

I've since been led to believe that yes we can choose any of the wave functions [itex]\psi_{999} = \psi_{3,3,15}=...[/itex] as a means to describe the whole system, so if that's the case what is the point of finding the Maxwell-Boltzmann distribution? I know the point is to find the distribution of states which maximize [itex]\Pi_s \tfrac{n!g_s^{n_s}}{n_s!}[/itex], which is another way of saying we want to find the set of allowable eigenvalues so that the number of eigenstates [itex]\psi(x_1,...,x_n) = \phi_1(x_1)\cdot...\cdot\phi_s(x_n)[/itex] is maximal (which leads us to say one of [itex]\psi_{5,7,13} = \psi_{7,5,13} = ...[/itex] wave functions will describe the system), but who cares if all wave functions are equally allowable? Surely you at least partition the set of wave functions into 3 sets like I did above, so that finding the state that gives the largest number of eigenstates has some meaning, right?

Once we have one of the six [itex]\psi_{5,7,13} = \psi_{7,5,13} = ...[/itex], what do we do with it? I have a feeling if you used it to do anything you'd get wrong answers. But if we can choose any of these wave functions they must all be related to the partition function, i.e. the path integral, i.e. the formal operator solution of the Schrodinger equation.
 
  • #4
bolbteppa said:
Ensemble's are defined in a Hamiltonian mechanics phase space, I'd like to ignore that. Furthermore the density operator is just Schrodinger's equation for a density matrix but the density matrix is diagonal so it reduces to my Schrodinger equation. There's nothing suspect about my set-up, I'm just trying to determine how to get to stat mech from an explicit solution of Schrodinger. I do not understand the logic of statistical mechanics in this concrete situation unfortunately. I think this example would be a good way to see the difference between many body quantum mechanics, equilibrium stat mech & non-equilibrium stat mech if we flesh it out :)

I've since been led to believe that yes we can choose any of the wave functions [itex]\psi_{999} = \psi_{3,3,15}=...[/itex] as a means to describe the whole system, so if that's the case what is the point of finding the Maxwell-Boltzmann distribution? I know the point is to find the distribution of states which maximize [itex]\Pi_s \tfrac{n!g_s^{n_s}}{n_s!}[/itex], which is another way of saying we want to find the set of allowable eigenvalues so that the number of eigenstates [itex]\psi(x_1,...,x_n) = \phi_1(x_1)\cdot...\cdot\phi_s(x_n)[/itex] is maximal (which leads us to say one of [itex]\psi_{5,7,13} = \psi_{7,5,13} = ...[/itex] wave functions will describe the system), but who cares if all wave functions are equally allowable? Surely you at least partition the set of wave functions into 3 sets like I did above, so that finding the state that gives the largest number of eigenstates has some meaning, right?

Once we have one of the six [itex]\psi_{5,7,13} = \psi_{7,5,13} = ...[/itex], what do we do with it? I have a feeling if you used it to do anything you'd get wrong answers. But if we can choose any of these wave functions they must all be related to the partition function, i.e. the path integral, i.e. the formal operator solution of the Schrodinger equation.

No, if you want a single system in a pure state to produce the thermal statistics, then it cannot be in an energy eigenstate. The equal probability of all states within a small energy band is the microcanonical ensemble.

If you'd like to have a single system in a pure state produce thermal statistics you can look at:

http://arxiv.org/abs/cond-mat/0511091
Canonical Typicality
Sheldon Goldstein, Joel L. Lebowitz, Roderich Tumulka, Nino Zanghi

http://arxiv.org/abs/quant-ph/0511225
The foundations of statistical mechanics from entanglement: Individual states vs. averages
Sandu Popescu, Anthony J. Short, Andreas Winter

http://arxiv.org/abs/1112.0740
Thermal Pure Quantum States at Finite Temperature
Sho Sugiura, Akira Shimizu


http://arxiv.org/abs/1007.3957
Strong and weak thermalization of infinite non-integrable quantum systems
Mari Carmen Bañuls, J. Ignacio Cirac, Matthew B. Hastings

http://arxiv.org/abs/1003.5424
The approach to thermal equilibrium and "thermodynamic normality" --- An observation based on the works by Goldstein, Lebowitz, Mastrodonato, Tumulka, and Zanghi in 2009, and by von Neumann in 1929
Hal Tasaki
 

Related to How do we get from quantum mechanics to statistical mechanics?

1. What is the relationship between quantum mechanics and statistical mechanics?

Quantum mechanics is a theory that explains the behavior of particles at a microscopic level, while statistical mechanics is a theory that explains the behavior of a large number of particles. The relationship between the two is that statistical mechanics is based on the principles of quantum mechanics, but it applies these principles to a large number of particles to make predictions about their collective behavior.

2. How does statistical mechanics help us understand thermodynamics?

Statistical mechanics provides a microscopic understanding of the macroscopic behavior of thermodynamic systems. It explains how the properties of a large number of particles, such as their energy and positions, determine the macroscopic properties of a system, such as temperature and pressure.

3. What are the key concepts in statistical mechanics?

The key concepts in statistical mechanics include the ensemble, which is a collection of identical systems, and the partition function, which is a mathematical tool used to calculate the thermodynamic properties of a system. Other important concepts include entropy, free energy, and equilibrium.

4. How does quantum mechanics impact the behavior of gases?

Quantum mechanics has a significant impact on the behavior of gases due to the concept of quantization, which states that the energy of a particle can only take on certain discrete values. This leads to the prediction of energy levels and the concept of degeneracy, where multiple particles can occupy the same energy level.

5. What are the applications of statistical mechanics?

Statistical mechanics has a wide range of applications in various fields such as chemistry, physics, and materials science. It is used to understand the behavior of gases, liquids, and solids, as well as the properties of complex systems such as biological molecules and polymers. It also has applications in thermodynamics, quantum field theory, and cosmology.

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