Thread Closed

Why are probabilities distribution of thermodynamic variables tend to Gaussian?

 
Share Thread
Dec13-09, 08:39 PM   #1
 

Why are probabilities distribution of thermodynamic variables tend to Gaussian?


The probability distribution for some thermodynamic variable x is given by

[tex]P = N e^{-A(x)/KT}[/tex]

where A(x) is the availability, which can be replaced by Hemlholtz free energy F, Gibb's free energy G, etc depending on the conditions imposed. N is just some normalization constant. A(x) can be expanded in a taylor series about the equilibrium conditions,

[tex] A(x) = A(x_{0}) + (x - x_{0})(\frac {\partial A} {\partial x})_{x = x_{0}} + \frac{1} {2} (x - x_{0})^{2} (\frac {\partial^2 A} {\partial x^2})_{x = x_{0}} + ... [/tex]

The second term is 0 since dA/dx = 0 at equilibrium. If we truncate all the other terms, clearly we see that P will be a Gaussian distribution with mean of [tex] x_{0} [/tex] and standard deviation of

[tex] \sqrt {\frac {K T} {(\frac {\partial^2 A} {\partial x^2})_{x = x_{0}}}} [/tex]

What is the justification for truncating this series? This is justified if (x - x0) is small. But why will it be small for big N?
PhysOrg.com physics news on PhysOrg.com

>> Kenneth Wilson, Nobel winner for physics, dies
>> Two collider research teams find evidence of new particle Zc(3900)
>> Scientists make first direct images of topological insulator's edge currents
Dec14-09, 04:03 PM   #2
 
Recognitions:
Science Advisor Science Advisor
I am not familiar with the details of the physics. However such truncation would be based on the assumption |x-x0| is small.
Thread Closed

Similar discussions for: Why are probabilities distribution of thermodynamic variables tend to Gaussian?
Thread Forum Replies
Question about Gaussian distribution Set Theory, Logic, Probability, Statistics 9
Gaussian Distribution Advanced Physics Homework 6
Gaussian distribution Set Theory, Logic, Probability, Statistics 1
Conditional Probabilities relating quadratic forms of random variables... Set Theory, Logic, Probability, Statistics 0
gaussian distribution help General Math 1