The association of degrees of freedom with temperature

In summary: Yes, this is the form of the Maxwell-Boltzmann distribution in three dimensions.The Maxwell-Boltzmann distribution in three dimensions is:Where ##P(E≥ E + dE)## is the probability of finding a particle with energy ##E ≥ E + dE##. Since ##E = E_x + E_y + E_z##, does this mean that...Yes, this is the form of the Maxwell-Boltzmann distribution in three dimensions.
  • #1
JohnnyGui
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I delved a bit into the kinetic theory of gases and it got me wondered how it is discovered that the temperature, and thus heat capacity, is dependent on the number of degrees of freedom of a molecule or atom.

I know that from the piston experiment a certain constant value can be found for the amount of Joule per Kelvin for a gas and that from the derivation of the Maxwell Boltzmann distribution for gases that each particle has on average an energy of ##\frac{3}{2} k_B T##. But I don't see how it is concluded that the number ##3## in that equation must be related to the number of degrees of freedom of a gas particle.

For example, was this deduced by somehow derivig a one-dimensional Maxwell-Boltzmann Distribution for energy which would yield an average energy of ##\frac{1}{2}k_B T##? Or was it some kind of empirical conclusion?
 
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  • #2
I believe it incorrect to say the Temperature is dependent upon the Degrees of Freedom. At a give Temperature the equipartition theorem says that the energy associated with this T spreads evenly from a thermal bath (with a few caveats...not of interest here) to all available takers (degrees of freedom). So a system with many available degrees of freedom has more places for storage and hence a higher heat Capacity. We define Boltzman so that each degree of temperature gives kB /2 .
In a free gas in 3D there are 3 independent numbers needed to define velocity, and each velocity "stores" energy...the exact statement of equipartition requires that the energy be quadratic in each quantity...
 
  • #3
hutchphd said:
I believe it incorrect to say the Temperature is dependent upon the Degrees of Freedom. At a give Temperature the equipartition theorem says that the energy associated with this T spreads evenly from a thermal bath (with a few caveats...not of interest here) to all available takers (degrees of freedom). So a system with many available degrees of freedom has more places for storage and hence a higher heat Capacity. We define Boltzman so that each degree of temperature gives kB /2 .
In a free gas in 3D there are 3 independent numbers needed to define velocity, and each velocity "stores" energy...the exact statement of equipartition requires that the energy be quadratic in each quantity...

I think it's indeed better to state that the heat capacity is dependent on the degrees of freedom instead of temperature. But what I'm wondering here is how it is deduced that each dimensional velocity stores energy making the heat capacity dependent that exact way. I mean, were researchers able to predict the number of degrees of freedom based on the structure of molecules/atoms and then somehow hypothesize that heat capacity is proportional to it which is then tested empirically?
 
  • #4
This very definitely a theoretical result from classical statistical mechanics. Temperature is really defined only for an ensemble of stuff (like gas molecules) in equilibrium. It says that each degree of freedom for each particle shares the energy equally and from our definition of temperature and Boltzmann we get the kB[T/2. Take a look at the heat capacities of gases...it is a remarkable result. Yes you can predict it from the shapes of gases. For solids and liguids it can be less simple because places energy can go are more complicated.. I'm certain you can find good derivations. Check it out.
 
  • #5
hutchphd said:
Yes you can predict it from the shapes of gases. For solids and liguids it can be less simple because places energy can go are more complicated.. I'm certain you can find good derivations. Check it out.

I have indeed read the deriviations. But I'm not entirely sure if the association is purely made based on empirical research. It seems somewhat too random to hypothesize that heat capacity is dependent on the number of degrees of freedom and that there must be some mathematical derivations behind it.

Is there a way to prove through the MB Distribution that the value of the heat capacity changes with the number of n dimensions?
 
  • #6
The MB distribution immediately separates into 3 independent 1D problems. Write down the answers.
 
  • #7
hutchphd said:
We define Boltzman so that each degree of temperature gives kB /2 .
Since the introduction of the new SI units, this is a definition of temperature units rather than the Boltzmann constant. The Boltzmann constant in the new SI units is an exact defined quantity.
 
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  • #8
hutchphd said:
The MB distribution immediately separates into 3 independent 1D problems. Write down the answers.

So I tried doing this but a then I wondered about something. The 3 dimensional MB distribution formula for energy is:
245686

Where ##P(E≥ E + dE)## is the probability of finding a particle with energy ##E ≥ E + dE##. Since ##E = E_x + E_y + E_z##, does this mean that for a certain energy ##E##, the above MB distribution formula covers every possible combination of values for ##E_x##, ##E_y## and ##E_z## of which their sum equals that specific ##E##?
 
  • #9
JohnnyGui said:
So I tried doing this but a then I wondered about something. The 3 dimensional MB distribution formula for energy is:
View attachment 245686
Where ##P(E≥ E + dE)## is the probability of finding a particle with energy ##E ≥ E + dE##. Since ##E = E_x + E_y + E_z##, does this mean that for a certain energy ##E##, the above MB distribution formula covers every possible combination of values for ##E_x##, ##E_y## and ##E_z## of which their sum equals that specific ##E##?
If I understand your notation then yes. (Well, within the infinitesimal spherical shell dE to be precise)
 
  • #10
hutchphd said:
If I understand your notation then yes. (Well, within the infinitesimal spherical shell dE to be precise)

Ok, so this would mean that ##P(E ≥ E + dE) ≠ P(E_x ≥ E_x + dE) \cdot P(E_y ≥ E_y + dE) \cdot P(E_z ≥ E + dE)##, right? (Notice the unequal sign)
 
  • #11
JohnnyGui said:
Ok, so this would mean that ##P(E ≥ E + dE) ≠ P(E_x ≥ E_x + dE) \cdot P(E_y ≥ E_y + dE) \cdot P(E_z ≥ E + dE)##, right? (Notice the unequal sign)
The probability function is for total energy here. Where are you trying to go ?
 
  • #12
hutchphd said:
The probability function is for total energy here. Where are you trying to go ?

I'm trying to split the total energy into its 3 dimensions. I would reckon that multiplying the probabilities of each of the three dimensional energies and integrating that over an 8th of a sphere should give the MB distribution for the total energy.
 
  • #13
If you wish to talk about "Ex " you do not want to be in spherical coordinates. Go a few steps back in any derivation and consider px 2 in cartesian coordinates.

The same math occurs in the 3D random walk for large N:
The probability for total displacement x, y. or z is (the same) gaussian centered at zero for each . The probablity of any value of r (distance from the origin) is Chi square distribution which should look familiar here.
But <r2>=<x2>+<y2>+<z2>
 
  • #14
hutchphd said:
If you wish to talk about "Ex " you do not want to be in spherical coordinates. Go a few steps back in any derivation and consider px 2 in cartesian coordinates.

The same math occurs in the 3D random walk for large N:
The probability for total displacement x, y. or z is (the same) gaussian centered at zero for each . The probablity of any value of r (distance from the origin) is Chi square distribution which should look familiar here.
But <r2>=<x2>+<y2>+<z2>

Isn't it possible to derive the average energy for 1 dimension using a dimensional energy variable such as ##E_x##?
For example integrating the probability to find a specific particle within a certain energy ##E_x ≥ E_x + dE## over infinity:
$$\int_0^\infty \frac{1}{Z} \cdot e^{-\frac{E_x}{k_BT}} \cdot dE = 1 → Z = k_BT$$
Multiplying the equation within the integral with the energy ##E_x## and integrating it over infinity would give the average energy in 1 dimension, but this yields ##k_BT## instead of ##\frac{1}{2}k_BT##

Why is it wrong then to say that each dimensional component of energy has on average ##k_BT## instead of ##\frac{1}{2}k_BT##? Why does it have to be a quadratic component of energy to make it correct?
 
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  • #15
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I'm sorry but I don't know what you are doing here. You wouldl need to be more explicit.
This is covered in every undergraduate statistical mechanics book. Reif did a nice rigorous job as I recall. I will not reproduce it here and suggest a look.
 
  • #16
hutchphd said:
[
I'm sorry but I don't know what you are doing here. You wouldl need to be more explicit.
This is covered in every undergraduate statistical mechanics book. Reif did a nice rigorous job as I recall. I will not reproduce it here and suggest a look.

I'm just trying to understand why it is needed to write the one dimensional energy in terms of its quadratic components (##0.5mv_x^2##) to get the correct average energy in 1 dimension and why one may not just use the energy component instead (##E_x##). I can't find any source that explicitly explains this)
 
  • #18
JohnnyGui said:
I'm just trying to understand why it is needed to write the one dimensional energy in terms of its quadratic components (##0.5mv_x^2##) to get the correct average energy in 1 dimension and why one may not just use the energy component instead (##E_x##). I can't find any source that explicitly explains this)
Please look at the references. The succinct answer (for a classical system) is that the integral is over a volume of phase space in order to count the density of available states. When the energy is quadratic in a generalized coordinate, this integral factors. So look it up!
 
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1. What is the concept of degrees of freedom in relation to temperature?

Degrees of freedom refer to the number of independent variables that can vary in a system without changing its state. In the context of temperature, degrees of freedom represent the number of ways in which the molecules of a substance can move and store energy.

2. How does temperature affect the degrees of freedom in a substance?

As temperature increases, the degrees of freedom in a substance also increase. This is because higher temperatures provide more energy for the molecules to move and vibrate, resulting in more possible configurations and therefore more degrees of freedom.

3. What is the relationship between degrees of freedom and the specific heat capacity of a substance?

The specific heat capacity of a substance is directly related to its degrees of freedom. The more degrees of freedom a substance has, the higher its specific heat capacity will be. This is because substances with more degrees of freedom require more energy to raise their temperature.

4. How does the concept of degrees of freedom explain the different states of matter?

The concept of degrees of freedom can help explain the different states of matter. In solids, molecules have limited degrees of freedom and are tightly packed together, resulting in a fixed shape and volume. In liquids, molecules have more degrees of freedom and can move and flow, while in gases, molecules have the most degrees of freedom and can move freely in all directions.

5. Can degrees of freedom be used to predict phase changes in a substance?

Yes, degrees of freedom can be used to predict phase changes in a substance. As the temperature increases, the degrees of freedom also increase, and the substance may reach a point where it has enough energy to overcome the forces holding its molecules together, resulting in a phase change from solid to liquid or liquid to gas.

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