Dimensional analysis of an equation of motion

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Homework Help Overview

The discussion revolves around the dimensional analysis of the Smoluchowski Equation, which describes the evolution of density in a system of attractive spheres. Participants are tasked with identifying terms in the equation and verifying its validity through dimensional analysis.

Discussion Character

  • Exploratory, Assumption checking, Mathematical reasoning

Approaches and Questions Raised

  • Participants attempt to identify each term in the equation and analyze their dimensions. There is a focus on the dimensionality of the probability density function (pdf) and the pair correlation function. Questions arise regarding the correctness of initial assumptions about the dimensions of various terms.

Discussion Status

Participants are actively engaging in correcting and refining their dimensional analysis. Some have provided insights into the dimensions of the pdf and the potential energy, while others are questioning the units of specific functions in the equation. There is an ongoing exploration of the relationships between the terms and their dimensions.

Contextual Notes

Participants note potential issues with the dimensions of the pdf and the pair correlation function, as well as the need to consider the dimensions of spatial derivatives in their analysis. There is recognition that the equation applies to the Brownian time scale, which may impose additional constraints on the dimensional analysis.

JD_PM
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Homework Statement



The evolution of the density in a system of attractive spheres can be described by the following dynamic equation.

$$\frac{\partial}{\partial t} \rho (r,t) = D_o [\nabla^2 \rho (r,t) + \beta \nabla \rho (r,t) \int dr' [\nabla V (|r-r'|)] \rho (r',t) g(r,r',t)]$$

a) Identify each term in this equation.

b) Show this equation holds using dimensional analysis.

Homework Equations



$$\frac{\partial}{\partial t} \rho (r,t) = D_o [\nabla^2 \rho (r,t) + \beta \nabla \rho (r,t) \int dr' [\nabla V (|r-r'|)] \rho (r',t) g(r,r',t)]$$

The Attempt at a Solution



Before answering the explicit questions I made some research.

This is the Smoluchowski Equation, which is the equation of motion for the probability density function (pdf) of the position coordinates of the Brownian particles. Besides, it applies on the Brownian (or diffusive) time scale.

a)
- On the left hand side of the equation there is the derivative of the pdf with respect to time.
- On the right hand side of the equation we can distinguish two main parts:
1) ##D_o \nabla^2 \rho (r,t)## is related to the Brownian motion
2) ##D_o\beta \nabla \rho (r,t) \int dr' [\nabla V (|r-r'|)] \rho (r',t) g(r,r',t)## is related to the effect of the direct interactions. g(r,r',t) is the pair correlation function.

b)
$$[D_o] = \frac{L^2}{T}$$

$$[\beta] = \frac{ML^2}{T^2}$$

$$[\rho] = LT$$

$$[g] = LT$$

So:

$$LT = L^3 + \frac{M^2 L^7}{T}$$

It is clear something is wrong. I think it has to be related to the dimensions of the pdf and the pair correlation function, which would not be LT.
 
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JD_PM said:

Homework Statement



The evolution of the density in a system of attractive spheres can be described by the following dynamic equation.

$$\frac{\partial}{\partial t} \rho (r,t) = D_o [\nabla^2 \rho (r,t) + \beta \nabla \rho (r,t) \int dr' [\nabla V (|r-r'|)] \rho (r',t) g(r,r',t)]$$

a) Identify each term in this equation.

b) Show this equation holds using dimensional analysis.

Homework Equations



$$\frac{\partial}{\partial t} \rho (r,t) = D_o [\nabla^2 \rho (r,t) + \beta \nabla \rho (r,t) \int dr' [\nabla V (|r-r'|)] \rho (r',t) g(r,r',t)]$$

The Attempt at a Solution



Before answering the explicit questions I made some research.

This is the Smoluchowski Equation, which is the equation of motion for the probability density function (pdf) of the position coordinates of the Brownian particles. Besides, it applies on the Brownian (or diffusive) time scale.

a)
- On the left hand side of the equation there is the derivative of the pdf with respect to time.
- On the right hand side of the equation we can distinguish two main parts:
1) ##D_o \nabla^2 \rho (r,t)## is related to the Brownian motion
2) ##D_o\beta \nabla \rho (r,t) \int dr' [\nabla V (|r-r'|)] \rho (r',t) g(r,r',t)## is related to the effect of the direct interactions. g(r,r',t) is the pair correlation function.

b)
$$[D_o] = \frac{L^2}{T}$$

$$[\beta] = \frac{ML^2}{T^2}$$

$$[\rho] = LT$$

$$[g] = LT$$

So:

$$LT = L^3 + \frac{M^2 L^7}{T}$$

It is clear something is wrong. I think it has to be related to the dimensions of the pdf and the pair correlation function, which would not be LT.
It looks like you did not take into account the dimensions of the derivatives.
 
nrqed said:
It looks like you did not take into account the dimensions of the derivatives.

Absolutely, my bad. Doing so we have on the right hand side dimensions of L. On the first term of the right hand side of the equation I got L as well but in the second one I got:

$$\frac{M^2 L^5}{T}$$

So I have to be missing something here...
 
I had to think a little about the dimensions of a pdf. At first I wanted to say it's unitless, but that's not correct. If you integrate a pdf over its entire support, you get a unitless 1. So with a density that depends on ##r## and ##t##, you'd be integrating ##dr## and ##dt##, which means your integral would have units of ##\rho * L * T## and since that's unitless, then ##[\rho] = L^{-1} T^{-1}##.

So your left hand side has units of ##L^{-1} T^{-2}##.

Keep in mind how to handle the units of the spatial derivatives and the integral on the right hand side.
 
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Thank you for pointing that out. Besides, I fixed some mistakes:

$$[\beta] = \frac{T^2}{ML^2}$$

$$[g] = \frac{1}{L^2T}$$

So now I get:

$$\frac{1}{LT^2} = \frac{L^2}{L^3T^2} + \frac{T^2ML^2}{ML^8T^5}$$

I simplified it and got:

$$\frac{1}{LT^2} = \frac{1}{LT^2} + \frac{1}{L^6T^3}$$

As you can see, the second term on the right hand side is still wrong.

Note I regarded ##\nabla## as:

$$\nabla = \frac{\partial}{\partial x}$$
 
That's the right way to handle ##\nabla## dimensionally. So perhaps as you guessed in your initial post, there's something wrong with the units of the other functions in that second term. You need to check where they come from and how they're used to make sure you've got the units right. Is V a potential for instance? Since I see M in your analysis, I guess it's a potential energy per unit mass?
 
RPinPA said:
That's the right way to handle ##\nabla## dimensionally. So perhaps as you guessed in your initial post, there's something wrong with the units of the other functions in that second term. You need to check where they come from and how they're used to make sure you've got the units right. Is V a potential for instance? Since I see M in your analysis, I guess it's a potential energy per unit mass?

Yes V is potential due to interaction, so its dimensions are energy ones. ##\beta## is the thermodynamic constant: https://en.wikipedia.org/wiki/Thermodynamic_beta. So by definition has dimensions of inverse energy.

g is the pair correlation function, so its dimensions should be:

$$[g] = \frac{1}{L^2T}$$
 

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