The average and variance of distributions (thermodynamics)

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SUMMARY

The discussion centers on calculating the average and variance of the Maxwell-Boltzmann distribution in thermodynamics. The correct formulas for average and variance are provided, with the average being zero and the variance calculated as 1/2b. The integral for these calculations is confirmed to be over the entire real line, addressing the initial confusion regarding the appropriate interval for integration.

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  • Understanding of Maxwell-Boltzmann distribution
  • Familiarity with integral calculus
  • Knowledge of statistical mechanics
  • Basic concepts of thermodynamics
NEXT STEPS
  • Study the derivation of the Maxwell-Boltzmann distribution
  • Learn about the properties of probability distributions in statistical mechanics
  • Explore integral calculus techniques for evaluating improper integrals
  • Research applications of variance in physical systems
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Students in theoretical physics, particularly those preparing for exams in thermodynamics, as well as researchers and educators in statistical mechanics and related fields.

pitch-black
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(Note: I'm not sure about international notations or terms, but I hope everything is comprehensible)

Next Monday I will pass my exam in theoretical physics about thermodynamics.
However, there's still one thing that I couldn't find explicitly described in my lecture notes or any additional literature.

It's the average and variance of distributions. All I found was the formulas, but no further explications.

Average:
<x> = integral (x * f(x)) dx

Variance:
< (x - <x>)^2 > = integral (x * (x - <x>)^2) dx

f(x) is in this case the Maxwell-Boltzmann distribution (such as f(x) = a * exp(-b*x^2) ).

What I don't know is what interval do I have to choose?
I thought about the whole set of real numbers, so from negative infinity to positive. However doing so, I don't get a sensible result, it's zero.
I also have thought about [0; infinity] or [0; x], but I actually have no idea.

Is the end result a term (including x) or a constant?


Any hints are highly appreciated.
 
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pitch-black said:
(Note: I'm not sure about international notations or terms, but I hope everything is comprehensible)

Next Monday I will pass my exam in theoretical physics about thermodynamics.
However, there's still one thing that I couldn't find explicitly described in my lecture notes or any additional literature.

It's the average and variance of distributions. All I found was the formulas, but no further explications.

Average:
<x> = integral (x * f(x)) dx

Variance:
< (x - <x>)^2 > = integral (x * (x - <x>)^2) dx

f(x) is in this case the Maxwell-Boltzmann distribution (such as f(x) = a * exp(-b*x^2) ).

What I don't know is what interval do I have to choose?
I thought about the whole set of real numbers, so from negative infinity to positive. However doing so, I don't get a sensible result, it's zero.
I also have thought about [0; infinity] or [0; x], but I actually have no idea.

Is the end result a term (including x) or a constant?


Any hints are highly appreciated.
For the f(x) you described, the mean is 0.

Your variance formula has an error. It should read:

< (x - <x>)^2 > = integral (f(x) * (x - <x>)^2) dx
The variance = 1/2b, a is needed so that the integral of f(x)=1.

The integral is over the entire real line.
 
Thank you!
That helped me a lot!
 

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