Scaling Invariant, Non-Linear PDE

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Homework Help Overview

The discussion revolves around a nonlinear diffusion problem described by a partial differential equation (PDE) with specific boundary conditions and a constraint. Participants are investigating the existence of scaling invariant solutions for the equation and exploring how to express the solution in terms of a new variable.

Discussion Character

  • Exploratory, Assumption checking, Mathematical reasoning

Approaches and Questions Raised

  • Participants are attempting to derive scaling transformations for the variables involved in the PDE. There are discussions about the relationships between the scaling parameters and how they relate to the boundary conditions. Some participants are questioning the correctness of their transformations and the implications of the constraint condition on the scaling.

Discussion Status

There is an ongoing exploration of the scaling properties of the equation, with some participants suggesting different approaches to clarify the scaling relationships. Guidance has been offered regarding the use of the constraint condition to derive relationships between the scaling parameters, but there is no explicit consensus on the correct form of the solution yet.

Contextual Notes

Participants note that the constraint condition, which requires the integral of the solution over the real line to equal one, may impose additional relationships between the scaling parameters. There are also mentions of potential errors in the transformations and the need for clarity in the scaling process.

BrainHurts
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Homework Statement


Consider the nonlinnear diffusion problem

u_t - (u_x)^2 + uu_{xx} = 0, x \in \mathbb{R} , t >0

with the constraint and boundary conditions

\int_{\mathbb{R}} u(x,t)=1, u(\pm \inf, t)=0

Investigate the existence of scaling invariant solutions for the equation and then use the constraint condition to show that

u=t^{- \frac{1}{3}}y(z) and z=xt^{- \frac{1}{3}}

Homework Equations





The Attempt at a Solution



So this is what I did
Let
x = AX and t = BT and u=CU

\frac{\partial}{\partial x} = \frac{1}{A} \frac{\partial}{\partial X}

\frac{\partial^2}{\partial x^2} = \frac{1}{A^2} \frac{\partial^2}{\partial X^2}

\frac{\partial}{\partial t} = \frac{1}{B} \frac{\partial}{\partial T}

so

u_t = \frac{1}{B} \frac{\partial u}{\partial T}

u_x = \frac{1}{A} \frac{\partial u}{\partial X}

u_{xx} = \frac{1}{A^2} \frac{\partial^2 u}{\partial X^2}

and

u_t - (u_x)^2 + uu_{xx} = 0 becomes

u_T - \frac{B}{A^2} (u_X)^2 - \frac{BC}{A^2}uu_{XX} = 0

so if \frac{B}{A^2} = 1 and A = \lambda, then B = \lambda^2

and I want \frac{BC}{A^2} = 1 means C = 1

so a scaling invariant solution is u(\lambda x, \lambda^2 t)

but I'm getting that z = \frac{x}{t^{\frac{1}{2}}}

so I'm not really sure where the

z=xt^{- \frac{1}{3}}
 
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BrainHurts said:
u_T - \frac{B}{A^2} (u_X)^2 - \frac{BC}{A^2}uu_{XX} = 0
Do you mean U_T - \frac{B}{A^2} (U_X)^2 - \frac{BC}{A^2}UU_{XX} = 0? If so, I think you dropped a C or two, and reversed a sign.
 
So I redid everything from the point

\frac{\partial}{\partial x} u = \frac{C}{A} \frac{\partial U}{\partial X}

\frac{\partial^2}{\partial x^2} u = \frac{C^2}{A^2} \frac{\partial^2 U}{\partial X^2}

\frac{\partial}{\partial t} u = \frac{C}{B} \frac{\partial U}{\partial T}

so I get

\frac{\partial U}{\partial T} - \frac{CB}{A^2} (\frac{\partial U}{\partial X})^2 - \frac{C^2 B}{A^2}U \frac{\partial^2 U}{\partial X^2} = 0

so if I let A=\lambda It'll follow that C=1, B = \lambda^2

so if I take \frac{x}{t^{\frac{1}{2}}} = \frac{\lambda X}{(\lambda^2 T)^\frac{1}{2}} = \frac{X}{T^{\frac{1}{2}}}

So essentially I'm not seeing that z=xt^{\frac{-1}{3}}

I see z=xt^{\frac{-1}{2}}
 
Sorry, I'm not familiar with this type of problem and I don't know what principles you're applying to find y and z. The OP says to use the constraint conditions for that part, but you don't appear to have done so.
If you like, I'll post on the Homework Helpers forum to see if someone else can help you.
 
oh yes please do so, that'll be excellent, yes i haven't used the constraint conditions quite yet and to be quite honest I'm not quite sure on how to do so.
 
BrainHurts said:
\frac{\partial^2}{\partial x^2} u = \frac{C^2}{A^2} \frac{\partial^2 U}{\partial X^2}

Shouldn't C just be raised to the first power in the expression above?

Also, I think the constraint will yield a relation between A and C.
 
TSny said:
Shouldn't C just be raised to the first power in the expression above?
Good catch - I missed that.
 
TSny said:
Shouldn't C just be raised to the first power in the expression above?

Also, I think the constraint will yield a relation between A and C.

yup you're right, now let me see what I can do with this
 
You seem to be on the right track, but it would be simpler to be a little clearer about how the scaling works. I would consider the scaling transformation

$$ t \rightarrow \lambda t , ~~ x \rightarrow \lambda^a x, ~~ u \rightarrow \lambda^b u.$$

You can use this to define your ##T,X,U## and it should be a bit clearer since you will get a pair of linear relationships between ##a## and ##b##.
 
  • #10
fzero said:
You seem to be on the right track, but it would be simpler to be a little clearer about how the scaling works. I would consider the scaling transformation

$$ t \rightarrow \lambda t , ~~ x \rightarrow \lambda^a x, ~~ u \rightarrow \lambda^b u.$$

You can use this to define your ##T,X,U## and it should be a bit clearer since you will get a pair of linear relationships between ##a## and ##b##.

hmm, I'm getting this

\lambda^{b-1}u_t - \lambda^{2b-2a} (u_x)^2 -\lambda^{b-2a}u_{xx} = 0

so we'll get a scaling invariant solution if

b-1 = 2b-2a = b-2a correct?


I'm getting that a = - \frac{1}{2}, b = -2

so if i define z = \frac{\lambda^{\frac{-1}{2}} x}{(\lambda^{-2}t)^{(\frac{-1}{4})}}
and we get that z = xt^\frac{-1}{4}

I feel like I should use the constraint based on what TSny said

I mean if we have that \int_{\mathbb{R}} u(x,t) dx = 1 I feel like it has something to do with

\int_{\mathbb{R}} CU(AX,BT) A dX = 1

any other thoughts?
 
  • #11
BrainHurts said:
b-1 = 2b-2a = b-2a correct?
I'm getting that a = - \frac{1}{2}, b = -2
I get a = \frac{1}{2}, b = 0
 
  • #12
BrainHurts said:
hmm, I'm getting this

\lambda^{b-1}u_t - \lambda^{2b-2a} (u_x)^2 -\lambda^{b-2a}u_{xx} = 0

You missed a factor of ##u## in the last term.


I mean if we have that \int_{\mathbb{R}} u(x,t) dx = 1 I feel like it has something to do with

\int_{\mathbb{R}} CU(AX,BT) A dX = 1

any other thoughts?

Yes, this gives a 2nd linear constraint on the scaling exponents.
 
  • #13
BrainHurts said:
I mean if we have that \int_{\mathbb{R}} u(x,t) dx = 1 I feel like it has something to do with

\int_{\mathbb{R}} CU(AX,BT) A dX = 1

any other thoughts?

I could be wrong, but here is how I interpret u = CU:

##u(x,t) = CU(X,T)## where ##x = AX## and ##t = CT##.

Then \int_{\mathbb{R}} u(x,t) dx =C\int_{\mathbb{R}} U(X,T) dx

Now make the appropriate substitution for ##dx## and see what you get.
 
  • #14
ALRIGHT,

I wrestled with this problem but I did it both ways!

so sticking with it haruspex and TSny I got that

\frac{C}{B}U_T - \frac{C^2}{A^2}U_X - \frac{C^2}{A^2}UU_XX = 0

so if we divide everything by \frac{C}{B} we'll get the equation

\frac{CB}{A} = 1

using the constraint

\int_{\mathbb{R}} u(x,t)dx = \int_{\mathbb{R}} CU(AX,BT) AdX = 1 \Rightarrow CA = 1 \Rightarrow C = \frac{1}{A}

plugging this back into

\frac{CB}{A} = 1 \Rightarrow \frac{B}{A^3} = 1 \Rightarrow B=A^3

letting A = \lambda means B = \lambda^3

so if we let z = \frac{x}{t^{\frac{1}{3}}} = \frac{X}{T^{\frac{1}{3}}}

similarly doing it your way fzero

i came up with

\lambda^{b-1} = \lambda^{2b-a}

so b - 2a + 1 = 0

using the constraint I get that

\int_{\mathbb{R}} u(x,t)dx = \int_{\mathbb{R}} \lambda^b u(\lambda^a x, \lambda t) \lambda^a dX = 1 \Rightarrow \lambda^{b+a}= \lambda^0 \Rightarrow b = -a

so

-a -2a +1 = 0 \Rightarrow 3a = 1 \Rightarrow a = \frac{1}{3} and it follows that b = - \frac{1}{3}

so using the same idea as above, I get the same result!
 
Last edited:
  • #15
BrainHurts said:
so if we divide everything by \frac{C}{B} we'll get the equation

\frac{CB}{A} = 1
...

plugging this back into

\frac{CB}{A} = 1 ...

I think you just forgot to type the square on A: \frac{CB}{A^2} = 1

Otherwise, it all looks good to me.
 
  • #16
TSny said:
I think you just forgot to type the square on A: \frac{CB}{A^2} = 1

Otherwise, it all looks good to me.

yup it should be A2

nm i figured that part out and that was garbage.
 
Last edited:
  • #17
BrainHurts said:
yup it should be A2

so we have that

\frac{1}{A}U(AX,BT)=u(x,t)

and this is o as x \rightarrow \pm ∞

not sure how this is going to help me get

u = t^{-1}{3} y(z).

You found that the equation is homogenous with respect to the transformation

$$ t \rightarrow \lambda t , ~~ x \rightarrow \lambda^{1/3} x, ~~ u \rightarrow \lambda^{-1/3} u.$$

The combination ##z = x/t^{1/3}## is invariant, while ##u## scales like ##t^{-1/3}##. To understand what this means for the form of ##u##, imagine that we knew ##u(t,x)## and that it had a well-defined Taylor series at some point. This Taylor series would have to be of the form

$$ u(t,x) = \sum_{\alpha,\beta} c_{\alpha\beta} t^\alpha x^\beta.$$

However, ##u## has a definite scaling property, so each term in this series must also have the same scaling property. Can you work out what sort of constraint is placed on ##\alpha## and ##\beta##? This will lead you to an expression for the Taylor series of ##y(z)## and establish the above relation between ##u## and ##y##.
 

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