Statistical Physics Homework: Compare Arbitrary & Boltzmann Distributions

In summary, the conversation discusses the comparison between an arbitrary probability distribution and the Boltzmann distribution in a thermal system. It is shown that when the two distributions yield the same mean energy, the difference in entropy between the two systems can be simplified to a single term involving the probability distributions. This can be used to show that the last two parts of the expression for S-SB are equal to 0.
  • #1
ian2012
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Homework Statement



Consider a thermal system at temperature T where the probability of finding the system
in a microstate r with energy Er is given by an arbitrary probability distribution pr that is
normalised so that Sum(pr) = 1.

Let kB denote Boltzmann’s constant and consider the Boltzmann distribution

[tex]p^{B}_{r}= \frac{e^{-\beta E_{r}}}{Z}[/tex]

where Z is the partition function and beta = 1/kB.T

Now we want to compare an arbitrary probability distribution

[tex]p_{r}[/tex] with the Boltzmann distribution [tex]p^{B}_{r}[/tex]. Let

[tex]S = - k_{B} \sum p_{r} ln p_{r}[/tex] denote the entropy of the system characterised by an arbitrary probability distribution and

[tex]S^{B} = - k_{B} \sum p^{B}_{r} ln p^{B}_{r}[/tex]

denote the entropy of the system characterized by the Boltzmann distribution. By adding and subtracting

[tex]k_{B} \sum p_{r} ln p^{B}_{r}[/tex]

we can write:

[tex]S - S^{B} = k_{B}\sum (-p_{r} ln p_{r} + p_{r} ln p^{B}_{r} - p_{r} ln p^{B}_{r} + p^{B}_{r} ln p^{B}_{r} )[/tex]

Assuming that the two probability distributions pr and pBr yield the same mean energy <E>, show that

[tex]S - S^{B} = k_{B} \sum p_{r} ln \frac{p^{B}_{r}}{p_{r}} [/tex]

Homework Equations



[tex]<E> = \sum p_{r} E_{r} [/tex]

The Attempt at a Solution



[tex] <E> = \sum p_{r} E_{r} = \frac{1}{Z} \sum E_{r} e^{-\beta E_{r}}[/tex]

I was thinking you can cancel the summation and conclude the arbitrary distribution = the Boltzmann distribution? I would then use this result and show the last two parts of the S - SB expression = 0.
 
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  • #2
I'm not sure if this is the right way to approach the question or how I could incorporate the fact that they have the same mean energy. Any help or advice would be great :)
 

Related to Statistical Physics Homework: Compare Arbitrary & Boltzmann Distributions

1. What is the difference between Arbitrary and Boltzmann distributions?

The main difference between Arbitrary and Boltzmann distributions lies in their respective probability density functions. The Arbitrary distribution does not have a specific functional form, whereas the Boltzmann distribution follows a specific exponential form. The Boltzmann distribution is used to describe the probability of a system being in a particular energy state in thermal equilibrium, while the Arbitrary distribution is used for more general applications.

2. How are Arbitrary and Boltzmann distributions mathematically related?

The Boltzmann distribution can be derived from the Arbitrary distribution by considering the specific case of a system in thermal equilibrium. In this case, the Arbitrary distribution is normalized to the Boltzmann factor, giving rise to the familiar exponential form of the Boltzmann distribution. This relationship allows us to apply concepts from the Boltzmann distribution to systems described by the Arbitrary distribution.

3. What is the significance of the Boltzmann factor in the Boltzmann distribution?

The Boltzmann factor, denoted as e-E/kT, is a crucial term in the Boltzmann distribution. It represents the probability of a system being in a particular energy state at a given temperature. As the temperature increases, the Boltzmann factor decreases, meaning that higher energy states become less probable. This factor is essential in understanding the behavior of systems in thermal equilibrium.

4. In what situations is the Arbitrary distribution more useful than the Boltzmann distribution?

The Arbitrary distribution is more useful than the Boltzmann distribution in situations where the system in question is not in thermal equilibrium or does not follow a specific exponential form. For example, the Arbitrary distribution is often used in financial markets to model the random fluctuations of stock prices, where the Boltzmann distribution is not applicable.

5. How can the Boltzmann distribution be applied to real-world systems?

The Boltzmann distribution has many applications in statistical physics, including thermodynamics, quantum mechanics, and molecular dynamics. It can also be applied to real-world systems such as gases, liquids, and solids to describe the distribution of particles in different energy states. Additionally, the Boltzmann distribution is used in fields such as chemistry, biology, and economics to model various systems and processes.

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