Here $u(x,t):\mathbb R\times[0,\infty)\to\mathbb R$ represents the evolution of the height of a $1D$ fluid (in a moving frame, so don't expect $x\mapsto -x$ symmetry)
Here u(x,t):R×[0,∞)→R represents the evolution of the height of a 1D fluid (in a moving frame, so don't expect x↦−x symmetry)
Here $u_t,u_x, u_{xxx},\ldots$ denote the partial derivatives $\partial_tu,\partial_xu,\partial_{x}u,\partial_{xxx} u\ldots$
Here ut,ux,uxxx,… denote the partial derivatives ∂tu,∂xu,∂xu,∂xxxu…
The Linear Case and the Superposition Problem
The Linear Case and the Superposition Problem
Look at e.g. a linear PDE of the form $u_t=Lu$ or $u_{tt} = L u$, where $L$ is linear operator, i.e. a linear function of $u,u_{x},u_{xx},u_{xxx}, \ldots$
Look at e.g. a linear PDE of the form ut=Lu or utt=Lu, where L is linear operator, i.e. a linear function of u,ux,uxx,uxxx,…
In particular, if we can diagonalize $L$, we can find some 'basic' solutions associated with the eigenbasis of $L$
In particular, if we can diagonalize L, we can find some 'basic' solutions associated with the eigenbasis of L
Then we can write the initial conditions as a (generalized) linear combination of eigenfunctions, and we evolve them (note that if we have a second-order in time, we need a velocity initial condition as well)
Then we can write the initial conditions as a (generalized) linear combination of eigenfunctions, and we evolve them (note that if we have a second-order in time, we need a velocity initial condition as well)
The claim is that there scattering transform $\mathcal{ST}$ acting on functions and an inverse scattering transform $\mathcal {IST}$ such that the scattering data (the result of the scattering transform) evolves very nicely in time
The claim is that there scattering transform ST acting on functions and an inverse scattering transform IST such that the scattering data (the result of the scattering transform) evolves very nicely in time
where the evolution $\mathrm{Evol}_{0\leadsto t}$ of the scattering data is very simple
where the evolution Evol0⇝t of the scattering data is very simple
For the heat equation $h_t(x,t)=h_{xx}(x,t)$, where if compute the Fourier transform $\mathcal F$ (with respect to space), since $\mathcal F(h_{xx})(\xi)=-\xi^2 \mathcal F(h)(\xi)$ (integrate by parts twice), we solve the ODE for fixed $\xi$ with respect to $t$ and find a very simple evolution for the Fourier transform:
For the heat equation ht(x,t)=hxx(x,t), where if compute the Fourier transform F (with respect to space), since F(hxx)(ξ)=−ξ2F(h)(ξ) (integrate by parts twice), we solve the ODE for fixed ξ with respect to t and find a very simple evolution for the Fourier transform:
So, to compute the solution of the heat equation at time $t$, we just take the inverse Fourier transform of $F(h(\cdot,t))$, and that's it
So, to compute the solution of the heat equation at time t, we just take the inverse Fourier transform of F(h(⋅,t)), and that's it
Obviously, this is because we have a linear equation: we basically found a 'basis' of solutions $x\mapsto e^{i\xi x}$ that evolve nicely in time and because the equation is linear, if we can represent things as sum of them at time $t=0$ (as the Fourier transform does), then the evolution is simply the sum of the evolution of the 'components' $e^{i\xi x}$
Obviously, this is because we have a linear equation: we basically found a 'basis' of solutions x↦eiξx that evolve nicely in time and because the equation is linear, if we can represent things as sum of them at time t=0 (as the Fourier transform does), then the evolution is simply the sum of the evolution of the 'components' eiξx
In other words, we broke the solution into independent pieces, each of which evolves independently
In other words, we broke the solution into independent pieces, each of which evolves independently
But of course, none of this can work if the equation is nonlinear... and that's what make things interesting (and it's not because it's harder): if we take the sum of two KdV waves, the result of their evolution won't be the sum of their evolution: the point is that they interact
But of course, none of this can work if the equation is nonlinear... and that's what make things interesting (and it's not because it's harder): if we take the sum of two KdV waves, the result of their evolution won't be the sum of their evolution: the point is that they interact
If we take as initial condition $u(x,0)=-\frac c 2 \mathrm{sech}^2(\frac {\sqrt c}{2}(x-x_0))$, for some $c>0$ and some $x_0\in\mathbb R$ with $\mathrm {sech} = 1/\cosh$, then the solution for all $t\geq 0$ is $u(x,t)=-\frac c 2\mathrm{sech}^2(\frac{\sqrt c}{2}(x-ct-x_0))$
If we take as initial condition u(x,0)=−2csech2(2c(x−x0)), for some c>0 and some x0∈R with sech=1/cosh, then the solution for all t≥0 is u(x,t)=−2csech2(2c(x−ct−x0))
A particular solution with one soliton
A particular solution with one soliton
A particular solution with two solitons
A particular solution with two solitons
How the heat equation was solved by Fourier
How the heat equation was solved by Fourier
The Delay Phenomenon
The Delay Phenomenon
How can we have the idea that KdV is solvable?
How can we have the idea that KdV is solvable?
It is not the most obvious idea in the world, but it is generally acknowledged that once we understand that the KdV equation has a so-called Lax pair formulation, then this makes us optimistic
It is not the most obvious idea in the world, but it is generally acknowledged that once we understand that the KdV equation has a so-called Lax pair formulation, then this makes us optimistic
What is the Lax Pair formulation?
What is the Lax Pair formulation?
Key Points to Explain
Key Points to Explain
What is the scattering transform? What does it transform $u:\mathbb R\to \mathbb R$ into?
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What is the scattering transform? What does it transform u:R→R into?
How do we see the solitons emerge in the scattering transform?
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How do we see the solitons emerge in the scattering transform?
Why is there a finite number of solitons in the scattering transform?
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Why is there a finite number of solitons in the scattering transform?
Why is the scattering transform invertible?
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Why is the scattering transform invertible?
Why is the scattering data evolving so simply through the KdV equation?
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Why is the scattering data evolving so simply through the KdV equation?
How do we identify solitons and bound states associated with the scattering transform?
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How do we identify solitons and bound states associated with the scattering transform?
Given the scattering data, how can we reconstruct $u$?
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Given the scattering data, how can we reconstruct u?
What is the Scattering Transform, physically?
What is the Scattering Transform, physically?
For a given $u:\mathbb R\to\mathbb R$ that decays at infinity, we are going to consider the physical process of [1] thinking of $u$ as a potential of a material [2] sending waves from $-\infty $ to $+\infty$ through a material with potential $u$
For a given u:R→R that decays at infinity, we are going to consider the physical process of [1] thinking of u as a potential of a material [2] sending waves from −∞ to +∞ through a material with potential u
What we do intuitively is: extract the data of how waves of various frequencies get transmitted and reflected going through the material with potential $u$; we call these _transmission and reflection coefficients_
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What we do intuitively is: extract the data of how waves of various frequencies get transmitted and reflected going through the material with potential u; we call these transmission and reflection coefficients
To be more complete, we also send signals that grow exponentially through the material and see if they die out (this happens for only a finite number of growth rate); we call these _bound states_
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To be more complete, we also send signals that grow exponentially through the material and see if they die out (this happens for only a finite number of growth rate); we call these bound states
The _scattering data_ is the data of the transmission and reflection coefficients and of the bound states
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The scattering data is the data of the transmission and reflection coefficients and of the bound states
The operation to describe a potential $u$ by its scattering data is injective: from the scattering data, we can fully reconstruct $u$ (something that may or may not be intuitive, but is really not obvious!)
The operation to describe a potential u by its scattering data is injective: from the scattering data, we can fully reconstruct u (something that may or may not be intuitive, but is really not obvious!)
There is the Lax Pair formulation:
There is the Lax Pair formulation:
$ \partial_t L_u=[A,L_u] $
∂tLu=[A,Lu]
$A_v=-4\partial_{xxx}+6v\partial _x+3v_x$
Av=−4∂xxx+6v∂x+3vx
$L_v=-\partial_{xx}+v$
Lv=−∂xx+v
The operation $[X,Y]=XY-YX$ is the infinitesimal version of the conjugation:
The operation [X,Y]=XY−YX is the infinitesimal version of the conjugation:
So the equation $\partial t X = [Y,X]$ says that $X$ undergoes a progressive change of basis
So the equation ∂tX=[Y,X] says that X undergoes a progressive change of basis
The eigenvectors move like $\partial_t \psi=A\psi$
The eigenvectors move like ∂tψ=Aψ
If we define the two operations $A_u$ and $L_u$ that are functions of a function $v:\mathbb R \to \mathbb R$ and that act on functions $\mathbb R \to \mathbb R$
If we define the two operations Au and Lu that are functions of a function v:R→R and that act on functions R→R
Then if we make things evolve in time and take $v(x)$ to be equal to $u(x,t)$ we have that the Lax equation $\partial_t A_u=[L_u,A_u]=L_u A_u -A_u L_u$ corresponds to the KdV equation (easy computation)
Then if we make things evolve in time and take v(x) to be equal to u(x,t) we have that the Lax equation ∂tAu=[Lu,Au]=LuAu−AuLu corresponds to the KdV equation (easy computation)
In other words, if we want that the Lax equation $\partial_t A_u=[L_u,A_u]$ holds true, then $u$ must _evolve_ in time like the $u$ solving the KdV equation
In other words, if we want that the Lax equation ∂tAu=[Lu,Au] holds true, then u must evolve in time like the u solving the KdV equation
What does the Lax equation mean?
What does the Lax equation mean?
So, the spectrum doesn't change, and the eigenfunctions change progressively
So, the spectrum doesn't change, and the eigenfunctions change progressively
What should we do, then?
What should we do, then?
We should study the spectrum and eigenfunctions of the so-called _Schrödinger operator_
We should study the spectrum and eigenfunctions of the so-called Schrödinger operator
Since if $u$ follows the KdV equation, the spectrum of $L_u$ (whatever this means) is not expected to change, and the eigenfunctions should change nicely
Since if u follows the KdV equation, the spectrum of Lu (whatever this means) is not expected to change, and the eigenfunctions should change nicely
What can we say about the spectrum a priori?
What can we say about the spectrum a priori?
If we look at what happens with $u\equiv0$ then there are no $L^2$ eigenfunctions (of finite norm):
If we look at what happens with u≡0 then there are no L2 eigenfunctions (of finite norm):
The operator is 'formally self-adjoint', i.e. $\lang L_u \psi,\phi\rang=\bar{\lang\psi,L_u \phi\rang}$, for $\lang \phi,\psi\rang=\int_{-\infty}^{+\infty} \bar \phi (x)\psi(x) dx$
The operator is 'formally self-adjoint', i.e. ⟨Luψ,ϕ⟩=⟨ψ,Luϕ⟩ˉ, for ⟨ϕ,ψ⟩=∫−∞+∞ϕˉ(x)ψ(x)dx
So, the eigenfunctions are likely to be real
So, the eigenfunctions are likely to be real
If we look for negative eigenvalues and try to solve $-\partial_{xx}\psi(x)=-k^2\psi(x)$ (the eigenvalue $\lambda=k^2$), we find $\psi(x)=e^{ikx}$ and $\psi(x)=e^{-kx}$, which are nice, but definitely not in $L^2$ (not finite norm)
If we look for negative eigenvalues and try to solve −∂xxψ(x)=−k2ψ(x) (the eigenvalue λ=k2), we find ψ(x)=eikx and ψ(x)=e−kx, which are nice, but definitely not in L2 (not finite norm)
If we look for positive eigenvalues, we should have something like $\psi(x)=e^{kx}$, and this has no chance of being of finite norm
If we look for positive eigenvalues, we should have something like ψ(x)=ekx, and this has no chance of being of finite norm
Solving an ODE to find eigenfunctions
Solving an ODE to find eigenfunctions
No matter what $u$ is, it is clear the for fixed $\lambda\in\mathbb C$, we can try to solve $L_u \psi=\lambda \psi$, because this amounts to solving a second-order ODE
No matter what u is, it is clear the for fixed λ∈C, we can try to solve Luψ=λψ, because this amounts to solving a second-order ODE
$\psi''(x)=(u(x) - \lambda)\psi(x)$
ψ′′(x)=(u(x)−λ)ψ(x)
And this always has a two-dimensional space of solutions
And this always has a two-dimensional space of solutions
If $|u(x)|\to 0$ as $|x|\to\infty$, then at infinity we have the solutions $e^{ikx}$ and $e^{-ikx}$
If ∣u(x)∣→0 as ∣x∣→∞, then at infinity we have the solutions eikx and e−ikx
Also, if we try to find a real, bounded solution, we can try to find something of the form $e^{kx}$ at $x\to-\infty$ (decaying at $-\infty$) and of the form $e^{-kx}$ at $x\to +\infty$ (decaying at $+\infty)$, and hope that they can be 'pasted': generically this will not happen (there would be a discontinuity of the solution or its derivative), but for some exceptional cases, this will work
Also, if we try to find a real, bounded solution, we can try to find something of the form ekx at x→−∞ (decaying at −∞) and of the form e−kx at x→+∞ (decaying at +∞), and hope that they can be 'pasted': generically this will not happen (there would be a discontinuity of the solution or its derivative), but for some exceptional cases, this will work
In fact, these exceptional cases correspond to so-called _bound states_ of the operator $L_u$, and they correspond to positive eigenvalues, there is a finite number of them, in fact they correspond to each of the solitons in $u$
In fact, these exceptional cases correspond to so-called bound states of the operator Lu, and they correspond to positive eigenvalues, there is a finite number of them, in fact they correspond to each of the solitons in u
(If we believe this, then this explains why the number of solitons is preserved: the spectrum of $L_u$ stays constant as $u$ evolves through KdV)
(If we believe this, then this explains why the number of solitons is preserved: the spectrum of Lu stays constant as u evolves through KdV)
The eigenvectors move like $\partial_t \psi=Y\psi$, in fact
The eigenvectors move like ∂tψ=Yψ, in fact
(By the Lax equation, $\partial_t \psi=A_u\psi$)
(By the Lax equation, ∂tψ=Auψ)
So, what do we do?
So, what do we do?
We study the structure of the eigenfunctions of $L_u$, and we realize this amounts to in fact understanding the wave equation in medium $u$ for some auxiliary time $\tau\in\mathbb R$ (which has nothing to do with the time of KdV
We study the structure of the eigenfunctions of Lu, and we realize this amounts to in fact understanding the wave equation in medium u for some auxiliary time τ∈R (which has nothing to do with the time of KdV
The physical idea is to send waves of various frequencies from $-\infty$, see how much they get reflected back to $-\infty$ and transmitted to $+\infty$
The physical idea is to send waves of various frequencies from −∞, see how much they get reflected back to −∞ and transmitted to +∞
This will define some _reflection_ and $transmission$ coefficients, and we will relate them to the 'spectral data' of $L_u$ (basically from them, we can construct eigenfunctions, so they are the spectral data, really)
This will define some reflection and transmission coefficients, and we will relate them to the 'spectral data' of Lu (basically from them, we can construct eigenfunctions, so they are the spectral data, really)
We will also have a few _bound_ states, i.e. things that we make grow exponentially from $-\infty$ and that don't explode after traversing the medium: they decay exponentially going to $+\infty$
We will also have a few bound states, i.e. things that we make grow exponentially from −∞ and that don't explode after traversing the medium: they decay exponentially going to +∞
Now, the good news is that the spectral data (the reflection & transmission coefficients, and the spectral data) evolve nicely
Now, the good news is that the spectral data (the reflection & transmission coefficients, and the spectral data) evolve nicely
And from there, to truly solve the KdV equation we will have the task to _recover the medium_ from the scattering data and bound states: this is the _inverse scattering transform_
And from there, to truly solve the KdV equation we will have the task to recover the medium from the scattering data and bound states: this is the inverse scattering transform
Note that the problem is of independent interest: it's interesting to know that we can know a medium from the way it reflects and transmits frequencies
Note that the problem is of independent interest: it's interesting to know that we can know a medium from the way it reflects and transmits frequencies
Finally, at some point, we need to explain how the solitons can be understood from the bound state data
Finally, at some point, we need to explain how the solitons can be understood from the bound state data
Think we are sending waves through a medium with potential $u$ and observing what happens to study $u$
Think we are sending waves through a medium with potential u and observing what happens to study u
$\{(\psi,\lambda):L_u\psi=\lambda \psi\}$
{(ψ,λ):Luψ=λψ}
$K(x,\tau)$: $K(x,\tau)=0$ if $x>\tau$
K(x,τ): K(x,τ)=0 if x>τ
If we send a Dirac wave from $-\infty$ at time $-\infty$ through a medium with potential $u$, so that the wave front travels at unit speed rightwards, $K(x,\tau)$ is the amount of 'stuff' scattered behind the wave front at position $x$ at time $\tau$
If we send a Dirac wave from −∞ at time −∞ through a medium with potential u, so that the wave front travels at unit speed rightwards, K(x,τ) is the amount of 'stuff' scattered behind the wave front at position x at time τ
Intuitively, we can recover $K$ from the study of the harmonic waves of various frequencies, as a Dirac wave is made of a sum of harmonic waves over all frequencies
Intuitively, we can recover K from the study of the harmonic waves of various frequencies, as a Dirac wave is made of a sum of harmonic waves over all frequencies
Now, can we recover $K$ from the scattering data? After all, we only need some integrals over frequencies of the harmonic waves, not all the detail about them
Now, can we recover K from the scattering data? After all, we only need some integrals over frequencies of the harmonic waves, not all the detail about them
We can integrate to get a 'boundary' contribution from the reflection coefficient (essentially their Fourier transform), and a 'bulk' contribution that compares the bulk of the harmonic waves with potential $u$ to the harmonic waves $e^{ikx}$ with no potential; that integral can be deformed in the upper half plane, and we get poles of the transmission coefficients, which are the bound states
We can integrate to get a 'boundary' contribution from the reflection coefficient (essentially their Fourier transform), and a 'bulk' contribution that compares the bulk of the harmonic waves with potential u to the harmonic waves eikx with no potential; that integral can be deformed in the upper half plane, and we get poles of the transmission coefficients, which are the bound states
The reason we get the bound states is apparent if we look at the differential equation with parameter $\lambda\in\mathbb C$ given by $-\psi_{xx}+(u-\lambda)\psi = 0$: for any $\lambda$, there is a two-dimensional space of solutions, and if we go in the imaginary direction and we want to have exponential decay, we need the transmission coefficient to be really big to kill (after normalization by the $L^2 $ norm) the 'bad' $e^{ikx}$ at $k=i\kappa$ with $\kappa>0$, which wouldn't decay at all
The reason we get the bound states is apparent if we look at the differential equation with parameter λ∈C given by −ψxx+(u−λ)ψ=0: for any λ, there is a two-dimensional space of solutions, and if we go in the imaginary direction and we want to have exponential decay, we need the transmission coefficient to be really big to kill (after normalization by the L2 norm) the 'bad' eikx at k=iκ with κ>0, which wouldn't decay at all
The residues of the poles of the transmission coefficients are in fact given in terms of the $c_n$ (which are related to $R/T$)
The residues of the poles of the transmission coefficients are in fact given in terms of the cn (which are related to R/T)