How Is the Variance of a Quantity Derived in Statistical Mechanics?

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SUMMARY

The variance of a quantity in statistical mechanics is derived using the equation \(\langle (\Delta f)^{2} \rangle = \overline{f^{2}} - (\overline{f})^{2}\), where \(f\) represents a generic quantity related to a macroscopic body. The deviation \(\Delta f\) is defined as \(f - \overline{f}\), leading to the expansion \((\Delta f)^{2} = f^{2} - 2f \overline{f} + \overline{f}^{2}\). The averaging process involves applying the linearity of expectation, specifically \(\langle \alpha f+\beta g\rangle = \alpha\langle f\rangle+\beta\langle g\rangle\), where \(\alpha\) and \(\beta\) are constants. Understanding this derivation is crucial for grasping statistical mechanics concepts.

PREREQUISITES
  • Understanding of basic statistical mechanics principles
  • Familiarity with the concept of variance and standard deviation
  • Knowledge of expectation values in probability theory
  • Proficiency in algebraic manipulation of equations
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  • Study the derivation of variance in statistical mechanics using Landau and Lifgarbagez's methods
  • Explore the properties of expectation values and their applications in statistical physics
  • Learn about the implications of variance in thermodynamic systems
  • Investigate the role of averaging in statistical mechanics and its mathematical foundations
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Students and researchers in physics, particularly those focusing on statistical mechanics, as well as anyone interested in the mathematical foundations of variance and its applications in macroscopic systems.

darkchild
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Homework Statement



From Landau and Lifgarbagez:

[tex]\langle (\Delta f)^{2} \rangle = \overline{f^{2}} - (\overline{f})^{2}[/tex]

This isn't derived, just stated, and I'd like to understand how it comes about. f is a generic quantity "relating to a macroscopic body or to a part of it."

Homework Equations



[tex]\Delta f = f - \overline{f}[/tex]

The Attempt at a Solution



[tex](\Delta f)^{2} = (f-\overline{f})^{2} = f^{2} - 2f \overline{f} + \overline{f}^{2}[/tex]

Basically, I don't know how to do the averaging (not without explicit values of f, anyhow).
 
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Basically, I don't know how to do the averaging (not without explicit values of f, anyhow).
You put angle brackets around it or put a bar over it. ;)

Remember that [tex]\overline{f}[/tex] is a constant, and use the fact that

[tex]\langle \alpha f+\beta g\rangle = \alpha\langle f\rangle+\beta\langle g\rangle[/tex]

where [itex]\alpha[/itex] and [itex]\beta[/itex] are constants.
 

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