Difference between revisions of "Introduction to KdV"

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where <math>A</math> is a constant of integration.
 
where <math>A</math> is a constant of integration.
  
If think about this equation as Newton's second law in a potential well <math>
+
If we think about this equation as Newton's second law in a potential well <math>
V(f) </math> for which the equation is  
+
V(f) </math> then the equation is  
 
<center><math>
 
<center><math>
 
\frac{\mathrm{d}^{2}f}{\mathrm{d}\zeta^{2}}= -\frac{\mathrm{d}V}{\mathrm{d}f}  
 
\frac{\mathrm{d}^{2}f}{\mathrm{d}\zeta^{2}}= -\frac{\mathrm{d}V}{\mathrm{d}f}  
Line 69: Line 69:
 
f^{^{\prime }}=v.</math> This gives us  
 
f^{^{\prime }}=v.</math> This gives us  
 
<center><math>\begin{matrix}
 
<center><math>\begin{matrix}
\frac{\mathrm{d}v}{\mathrm{d}\zeta} &=&A_{1}+cf-3f^{2} \\
+
\frac{\mathrm{d}f}{\mathrm{d}\zeta} &=&v \\
\frac{\mathrm{d}f}{\mathrm{d}\zeta} &=&v
+
\frac{\mathrm{d}v}{\mathrm{d}\zeta} &=&A_{1}+cf-3f^{2}
 
\end{matrix}</math></center>
 
\end{matrix}</math></center>
 
If we chose <math>A_{1}=0</math> then we obtain two equilibria at <math>(f,v)=\left(
 
If we chose <math>A_{1}=0</math> then we obtain two equilibria at <math>(f,v)=\left(
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attracting).  
 
attracting).  
 
The Jacobian matrix for the saddle point is
 
The Jacobian matrix for the saddle point is
\begin{equation*}
+
<center><math>
 
J_{\left( 0,0\right) }=\left(  
 
J_{\left( 0,0\right) }=\left(  
 
\begin{array}{cc}
 
\begin{array}{cc}
0 & c \\  
+
0 & 1 \\  
1 & 0%
+
c & 0
\end{array}%
+
\end{array}
 
\right)  
 
\right)  
\end{equation*}%
+
</math></center>
which has eigenvalues at $\pm \sqrt{c}$ and the incident directions are  
+
which has eigenvalues at <math>\pm \sqrt{c}</math> and the incident directions are  
\begin{equation*}
+
<center><math>
 
\left(  
 
\left(  
 
\begin{array}{c}
 
\begin{array}{c}
\sqrt{c} \\
+
1\\
1%
+
\sqrt{c}
\end{array}%
+
\end{array}
 
\right) \leftrightarrow \sqrt{c},\left(  
 
\right) \leftrightarrow \sqrt{c},\left(  
 
\begin{array}{c}
 
\begin{array}{c}
-\sqrt{c} \\
+
-1 \\
1%
+
\sqrt{c}
\end{array}%
+
\end{array}
 
\right) \leftrightarrow -\sqrt{c}
 
\right) \leftrightarrow -\sqrt{c}
\end{equation*}%
+
</math></center>
 
There is a
 
There is a
 
homoclinic connection which connects the equilibrium point at the origin. This holoclinic
 
homoclinic connection which connects the equilibrium point at the origin. This holoclinic
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{| class="wikitable"
 
{| class="wikitable"
 
|-
 
|-
! <math>v</math>
+
! Phase portrait
! <math>q</math>
+
! Solitary Wave
! <math>c</math>
+
! Cnoidal Wave
 
|-
 
|-
| [[Image:Kdv phase portrait.jpg|thumb|350px|<math>v(\rho)</math> versus <math>\rho</math>]]
+
| [[Image:Kdv phase portrait.jpg|thumb|350px|Phase portrait]]
| [[Image:Kdv wave solitary2.gif|thumb|350px|<math>q(\rho)</math> versus <math>\rho</math>]]
+
| [[Image:Kdv wave solitary2.gif|thumb|350px|Solitary Wave]]
| [[Image:Kdv wave cn.gif|thumb|350px|<math>\rho(\rho)</math> versus <math>\rho</math>]]
+
| [[Image:Kdv wave cn.gif|thumb|350px|Cnoidal Wave]]
 
|}
 
|}
  
 
We can also integrate the equation  
 
We can also integrate the equation  
 
<center><math>
 
<center><math>
-cf+3f^{2}+\frac{\mathrm{d}^{2}f}{\mathrm{d}x^{2}}=A_{1}  
+
-cf+3f^{2}+\frac{\mathrm{d}^{2}f}{\mathrm{d}\zeta^{2}}=A_{1}  
 
</math></center>
 
</math></center>
 
by multiplying by <math>f^{\prime }</math>and integrating. This gives us  
 
by multiplying by <math>f^{\prime }</math>and integrating. This gives us  
Line 130: Line 130:
 
This is a separable equation and the only challenge is to integrate  
 
This is a separable equation and the only challenge is to integrate  
 
<center><math>
 
<center><math>
\int \frac{1}{\sqrt{-V(f)}} \mathrm{d}f.
+
\int \frac{1}{\sqrt{-2V(f)}} \mathrm{d}f.
 
</math></center>
 
</math></center>
  
Line 165: Line 165:
 
This gives us
 
This gives us
 
<center><math>
 
<center><math>
-\frac{2}{\sqrt{s}}=\zeta+a  
+
-\frac{2}{\sqrt{c}}s=\zeta+a  
 
</math></center>
 
</math></center>
 
Therefore  
 
Therefore  
Line 182: Line 182:
 
[http://en.wikipedia.org/wiki/John_Scott_Russell John Scott Russell].
 
[http://en.wikipedia.org/wiki/John_Scott_Russell John Scott Russell].
  
==Formula for the cnodal wave==
+
==Formula for the cnoidal wave==
  
If we consider the case when the solution oscillates between two values <math>F_2<F_3</math>
+
If we consider the case when the solution oscillates between two values <math>F_2 < F_3</math>
 
(which we can assume are also roots of <math>V(f)</math> without loss of generality) then  
 
(which we can assume are also roots of <math>V(f)</math> without loss of generality) then  
 
we can integrate the equation to obtain
 
we can integrate the equation to obtain
Line 202: Line 202:
 
In the limit the two solutions agree. We also obtain a sinusoidal solution in the limit of  
 
In the limit the two solutions agree. We also obtain a sinusoidal solution in the limit of  
 
small amplitude.
 
small amplitude.
 +
 +
== Lecture Videos ==
 +
 +
=== Part 1 ===
 +
 +
{{#ev:youtube|SzZ-KhvvPio}}
 +
 +
=== Part 2 ===
 +
 +
{{#ev:youtube|QltlSQQBtrs}}
 +
 +
=== Part 3 ===
 +
 +
{{#ev:youtube|NJ7h3Z9QtvU}}
 +
 +
=== Part 4 ===
 +
 +
{{#ev:youtube|NictSlSgRbM}}

Latest revision as of 03:57, 10 August 2023

Nonlinear PDE's Course
Current Topic Introduction to KdV
Next Topic Numerical Solution of the KdV
Previous Topic Nonlinear Shallow Water Waves




The KdV (Korteweg-De Vries) equation is one of the most important non-linear pde's. It was originally derived to model shallow water waves with weak nonlinearities, but it has a wide variety of applications. The derivation of the KdV is given in KdV Equation Derivation. The KdV equation is written as

[math]\displaystyle{ \partial _{t}u+6u\partial _{x}u+\partial _{x}^{3}u=0. }[/math]

More information about it can be found at Korteweg de Vries equation

Travelling Wave Solution

The KdV equation posesses travelling wave solutions. One particular travelling wave solution is called a soltion and it was discovered experimentally by John Scott Russell in 1834. However, it was not understood theoretically until the work of Korteweg and de Vries in 1895.

We begin with the assumption that the wave travels with contant form, i.e. is of the form

[math]\displaystyle{ u\left( x,t\right) =f\left( x-ct\right) }[/math]

Note that in this equation the parameter [math]\displaystyle{ c }[/math] is an unknown as is the function [math]\displaystyle{ f. }[/math] Only very special values of [math]\displaystyle{ c }[/math] and [math]\displaystyle{ f }[/math] will give travelling waves. We introduce the coordinate [math]\displaystyle{ \zeta = x - ct }[/math]. If we substitute this expression into the KdV equation we obtain

[math]\displaystyle{ -c\frac{\mathrm{d}f}{\mathrm{d}\zeta}+6f\frac{\mathrm{d}f}{\mathrm{d}\zeta}+\frac{\mathrm{d}^{3}f}{\mathrm{d}\zeta^{3}}=0 }[/math]

We can integrate this with respect to [math]\displaystyle{ \zeta }[/math] to obtain

[math]\displaystyle{ -cf+3f^{2}+\frac{\mathrm{d}^{2}f}{\mathrm{d}\zeta^{2}}=A_{1} }[/math]

where [math]\displaystyle{ A }[/math] is a constant of integration.

If we think about this equation as Newton's second law in a potential well [math]\displaystyle{ V(f) }[/math] then the equation is

[math]\displaystyle{ \frac{\mathrm{d}^{2}f}{\mathrm{d}\zeta^{2}}= -\frac{\mathrm{d}V}{\mathrm{d}f} }[/math]

then the potential well is given by

[math]\displaystyle{ V\left( f\right) =-A_{0}-A_{1}f-c\frac{f^{2}}{2}+f^{3} }[/math]

Therefore our equation for [math]\displaystyle{ f }[/math] may be thought of as the motion of a particle in a cubic well.

The constant [math]\displaystyle{ A_0 }[/math] has no effect on our solution so we can set it to be zero. We can choose the constant [math]\displaystyle{ A_{1}=0 }[/math] and then we have a maximum at [math]\displaystyle{ f=0 }[/math]. There is a solution which rolls from this at [math]\displaystyle{ t=-\infty }[/math] and then runs up the other side and finally returns to the maximum at [math]\displaystyle{ t=\infty . }[/math] This corresponds to a solitary wave solution.

We can also think about the equation as a first order system using [math]\displaystyle{ f^{^{\prime }}=v. }[/math] This gives us

[math]\displaystyle{ \begin{matrix} \frac{\mathrm{d}f}{\mathrm{d}\zeta} &=&v \\ \frac{\mathrm{d}v}{\mathrm{d}\zeta} &=&A_{1}+cf-3f^{2} \end{matrix} }[/math]

If we chose [math]\displaystyle{ A_{1}=0 }[/math] then we obtain two equilibria at [math]\displaystyle{ (f,v)=\left( 0,0\right) }[/math] and [math]\displaystyle{ (3/c,0). }[/math] If we analysis these equilibria we find the first is a saddle and the second is a nonlinear center (it is neither repelling nor attracting). The Jacobian matrix for the saddle point is

[math]\displaystyle{ J_{\left( 0,0\right) }=\left( \begin{array}{cc} 0 & 1 \\ c & 0 \end{array} \right) }[/math]

which has eigenvalues at [math]\displaystyle{ \pm \sqrt{c} }[/math] and the incident directions are

[math]\displaystyle{ \left( \begin{array}{c} 1\\ \sqrt{c} \end{array} \right) \leftrightarrow \sqrt{c},\left( \begin{array}{c} -1 \\ \sqrt{c} \end{array} \right) \leftrightarrow -\sqrt{c} }[/math]

There is a homoclinic connection which connects the equilibrium point at the origin. This holoclinic connection represents the solitary wave. Within this homoclinic connection lie periodic orbits which represent the cnoidal waves.

Phase portrait Solitary Wave Cnoidal Wave
Phase portrait
Solitary Wave
Cnoidal Wave

We can also integrate the equation

[math]\displaystyle{ -cf+3f^{2}+\frac{\mathrm{d}^{2}f}{\mathrm{d}\zeta^{2}}=A_{1} }[/math]

by multiplying by [math]\displaystyle{ f^{\prime } }[/math]and integrating. This gives us

[math]\displaystyle{ \frac{\left( f^{^{\prime }}\right) ^{2}}{2}=A_{0}+A_{1}f + c\frac{ f^{2}}{2}-f^{3} = -V(f) }[/math]

It is no coincidence that the right hand side is the potential energy, because this is nothing more that the equation for conservation of energy (or the first integral of the Lagrangian system) which does not depend on [math]\displaystyle{ \zeta }[/math].

This is a separable equation and the only challenge is to integrate

[math]\displaystyle{ \int \frac{1}{\sqrt{-2V(f)}} \mathrm{d}f. }[/math]

Formula for the solitary wave

We know that the solitary wave solution is found when [math]\displaystyle{ A_{0}=A_{1}=0. }[/math] This gives us

[math]\displaystyle{ \left( f^{^{\prime }}\right) ^{2}=f^{2}\left( c-2f\right) }[/math]

This can be solved by separation of variables to give

[math]\displaystyle{ \int \frac{\mathrm{d}f}{f\sqrt{c-2f}}=\int \mathrm{d}\zeta }[/math]

We then substitute

[math]\displaystyle{ f=\frac{1}{2}c\,\mathrm{sech}^{2}\left( s\right) }[/math]

and note that

[math]\displaystyle{ c-2f=c\left( 1-\mathrm{sech}^{2}\left( s\right) \right) =c\tanh ^{2}\left( f\right) }[/math]

and that

[math]\displaystyle{ \frac{\mathrm{d}f}{\mathrm{d}s}=-c\frac{\sinh \left( f\right) }{\cosh ^{3}\left( f\right) } }[/math]

This means that

[math]\displaystyle{ \begin{matrix} \int \frac{\mathrm{d}f}{f\sqrt{c-2f}} &=&-\frac{2}{\sqrt{c}}\int \frac{\sinh \left( f\right) }{\mathrm{sech}^{2}\left( s\right) \tanh \left( f\right) \cosh ^{3}\left( f\right) }\mathrm{d}s \\ &=&-\frac{2}{\sqrt{c}}s \end{matrix} }[/math]

This gives us

[math]\displaystyle{ -\frac{2}{\sqrt{c}}s=\zeta+a }[/math]

Therefore

[math]\displaystyle{ f=\frac{1}{2}c\,\mathrm{sech}^{2}\left( \frac{\sqrt{c}}{2}\left( \zeta+a\right) \right) }[/math]

Of course we assumed that [math]\displaystyle{ x=x-ct }[/math] so the formula for the solitary wave is given by

[math]\displaystyle{ f\left( x-ct\right) =\frac{1}{2}c\,\mathrm{sech}^{2}\left[ \frac{\sqrt{c}}{2}\left( x-ct+a\right) \right] }[/math]

Note that a solution exists for each [math]\displaystyle{ c }[/math], and that the amplitude is proportional to [math]\displaystyle{ c. }[/math] All of this was discovered experimentally by John Scott Russell.

Formula for the cnoidal wave

If we consider the case when the solution oscillates between two values [math]\displaystyle{ F_2 \lt F_3 }[/math] (which we can assume are also roots of [math]\displaystyle{ V(f) }[/math] without loss of generality) then we can integrate the equation to obtain

[math]\displaystyle{ f\left( \zeta\right) =F_2+(F_3 - F_2) \mathrm{cn}^{2}\left( \gamma \zeta ;k\right) }[/math]

where [math]\displaystyle{ cn }[/math] is a Jacobi Elliptic function and [math]\displaystyle{ \gamma }[/math] and [math]\displaystyle{ k }[/math] are constants which depend on [math]\displaystyle{ c }[/math]. Derivation of this equation is found KdV Cnoidal Wave Solutions. We can write this equation as

[math]\displaystyle{ f\left( x-ct\right) =a+b \mathrm{cn}^{2}\left( \gamma (x-ct);k\right) }[/math]

where [math]\displaystyle{ a=k^2\gamma^2 }[/math] and [math]\displaystyle{ c = 6b + 4(2k^2 -1)\gamma^2 }[/math]. These waves are known as cnoidal waves.

In the limit the two solutions agree. We also obtain a sinusoidal solution in the limit of small amplitude.

Lecture Videos

Part 1

Part 2

Part 3

Part 4