The KdV Equation and Solitons
The KdV Equation and Solitons
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,)Ru(x,t):\mathbb R\times[0,\infty)\to\mathbb R represents the evolution of the height of a 1D1D fluid (in a moving frame, so don't expect xxx\mapsto -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,u_t,u_x, u_{xxx},\ldots denote the partial derivatives tu,xu,xu,xxxu\partial_tu,\partial_xu,\partial_{x}u,\partial_{xxx} u\ldots
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=Luu_t=Lu or utt=Luu_{tt} = L u, where LL is linear operator, i.e. a linear function of u,ux,uxx,uxxx,u,u_{x},u_{xx},u_{xxx}, \ldots
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 LL, we can find some 'basic' solutions associated with the eigenbasis of LL
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 KdV equation reads
The KdV equation reads
$u_t - 6 u u_x + u_{xxx} = 0$
ut6uux+uxxx=0u_t - 6 u u_x + u_{xxx} = 0
So, by the above we mean:
So, by the above we mean:
With initial condition $u_0$
With initial condition u0u_0
$\partial_t u(x, t)=6u(x, t) \partial_x u(x) + \partial_{xxx} u(x, t)$
tu(x,t)=6u(x,t)xu(x)+xxxu(x,t)\partial_t u(x, t)=6u(x, t) \partial_x u(x) + \partial_{xxx} u(x, t)
$u(x,0)=u(x)\,\,\forall x\in \mathbb R$
u(x,0)=u(x)  xRu(x,0)=u(x)\,\,\forall x\in \mathbb R
If we have solutions then any linear combination of these solutions is also one (that's sometimes called the superposition principle)
If we have solutions then any linear combination of these solutions is also one (that's sometimes called the superposition principle)
This will be useful later, but for now it helps us appreciate the behavior of (some particular solutions) to KdV equation, which is _nonlinear_
This will be useful later, but for now it helps us appreciate the behavior of (some particular solutions) to KdV equation, which is nonlinear
Scattering and Inverse Scattering Transforms
Scattering and Inverse Scattering Transforms
$u(\cdot,t)=\mathcal{IST}[\mathrm{Evol}_{0\leadsto t}[\mathcal{ST}[u(\cdot,0)]]]$
u(,t)=IST[Evol0t[ST[u(,0)]]]u(\cdot,t)=\mathcal{IST}[\mathrm{Evol}_{0\leadsto t}[\mathcal{ST}[u(\cdot,0)]]]
Goals of the scattering transform
Goals of the scattering transform
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\mathcal{ST} acting on functions and an inverse scattering transform IST\mathcal {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 Evol0t\mathrm{Evol}_{0\leadsto 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)h_t(x,t)=h_{xx}(x,t), where if compute the Fourier transform F\mathcal F (with respect to space), since F(hxx)(ξ)=ξ2F(h)(ξ)\mathcal F(h_{xx})(\xi)=-\xi^2 \mathcal F(h)(\xi) (integrate by parts twice), we solve the ODE for fixed ξ\xi with respect to tt 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 tt, we just take the inverse Fourier transform of F(h(,t))F(h(\cdot,t)), and that's it
$\mathcal F(h(\cdot,t))=e^{-\xi^2 t}\mathcal F(h(\cdot,0))$
F(h(,t))=eξ2tF(h(,0))\mathcal F(h(\cdot,t))=e^{-\xi^2 t}\mathcal F(h(\cdot,0))
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 xeiξxx\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=0t=0 (as the Fourier transform does), then the evolution is simply the sum of the evolution of the 'components' eiξxe^{i\xi x}
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)=c2sech2(c2(xx0))u(x,0)=-\frac c 2 \mathrm{sech}^2(\frac {\sqrt c}{2}(x-x_0)), for some c>0c>0 and some x0Rx_0\in\mathbb R with sech=1/cosh\mathrm {sech} = 1/\cosh, then the solution for all t0t\geq 0 is u(x,t)=c2sech2(c2(xctx0))u(x,t)=-\frac c 2\mathrm{sech}^2(\frac{\sqrt c}{2}(x-ct-x_0))
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?
What is the scattering transform? What does it transform u:RRu:\mathbb R\to \mathbb R into?
How do we see the solitons emerge in the scattering transform?
How do we see the solitons emerge in the scattering transform?
Why is there a finite number of solitons in the scattering transform?
Why is there a finite number of solitons in the scattering transform?
Why is the scattering transform invertible?
Why is the scattering transform invertible?
Why is the scattering data evolving so simply through the KdV equation?
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?
How do we identify solitons and bound states associated with the scattering transform?
Given the scattering data, how can we reconstruct $u$?
Given the scattering data, how can we reconstruct uu?
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:RRu:\mathbb R\to\mathbb R that decays at infinity, we are going to consider the physical process of [1] thinking of uu as a potential of a material [2] sending waves from -\infty to ++\infty through a material with potential uu
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_
What we do intuitively is: extract the data of how waves of various frequencies get transmitted and reflected going through the material with potential uu; 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_
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
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 uu by its scattering data is injective: from the scattering data, we can fully reconstruct uu (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] \partial_t L_u=[A,L_u]
$A_v=-4\partial_{xxx}+6v\partial _x+3v_x$
Av=4xxx+6vx+3vxA_v=-4\partial_{xxx}+6v\partial _x+3v_x
$L_v=-\partial_{xx}+v$
Lv=xx+vL_v=-\partial_{xx}+v
The operation $[X,Y]=XY-YX$ is the infinitesimal version of the conjugation:
The operation [X,Y]=XYYX[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]\partial t X = [Y,X] says that XX undergoes a progressive change of basis
The eigenvectors move like $\partial_t \psi=A\psi$
The eigenvectors move like tψ=Aψ\partial_t \psi=A\psi
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 AuA_u and LuL_u that are functions of a function v:RRv:\mathbb R \to \mathbb R and that act on functions RR\mathbb R \to \mathbb 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)v(x) to be equal to u(x,t)u(x,t) we have that the Lax equation tAu=[Lu,Au]=LuAuAuLu\partial_t A_u=[L_u,A_u]=L_u A_u -A_u L_u 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]\partial_t A_u=[L_u,A_u] holds true, then uu must evolve in time like the uu 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
$(\mathrm{Id}+\epsilon X)Y(\mathrm{Id}+\epsilon X)^{-1}=Y+\epsilon[X,Y]+O(\epsilon^2)$
(Id+ϵX)Y(Id+ϵX)1=Y+ϵ[X,Y]+O(ϵ2)(\mathrm{Id}+\epsilon X)Y(\mathrm{Id}+\epsilon X)^{-1}=Y+\epsilon[X,Y]+O(\epsilon^2)
$L_u=-\partial_{xx} +u$
Lu=xx+uL_u=-\partial_{xx} +u
So that this is clear:
So that this is clear:
$A_v\psi(x)=-4\partial_{xxx} \psi(x)+6v(x)\psi'(x)+3 v_x(x)\psi(x)$
Avψ(x)=4xxxψ(x)+6v(x)ψ(x)+3vx(x)ψ(x)A_v\psi(x)=-4\partial_{xxx} \psi(x)+6v(x)\psi'(x)+3 v_x(x)\psi(x)
$L_v\psi(x)=-4\psi''(x)+v(x)\psi(x)$
Lvψ(x)=4ψ(x)+v(x)ψ(x)L_v\psi(x)=-4\psi''(x)+v(x)\psi(x)
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 uu follows the KdV equation, the spectrum of LuL_u (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 u0u\equiv0 then there are no L2L^2 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,Luϕˉ\lang L_u \psi,\phi\rang=\bar{\lang\psi,L_u \phi\rang}, for ϕ,ψ=+ϕˉ(x)ψ(x)dx\lang \phi,\psi\rang=\int_{-\infty}^{+\infty} \bar \phi (x)\psi(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)-\partial_{xx}\psi(x)=-k^2\psi(x) (the eigenvalue λ=k2\lambda=k^2), we find ψ(x)=eikx\psi(x)=e^{ikx} and ψ(x)=ekx\psi(x)=e^{-kx}, which are nice, but definitely not in L2L^2 (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\psi(x)=e^{kx}, 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 uu is, it is clear the for fixed λC\lambda\in\mathbb C, we can try to solve Luψ=λψL_u \psi=\lambda \psi, because this amounts to solving a second-order ODE
$\psi''(x)=(u(x) - \lambda)\psi(x)$
ψ(x)=(u(x)λ)ψ(x)\psi''(x)=(u(x) - \lambda)\psi(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|u(x)|\to 0 as x|x|\to\infty, then at infinity we have the solutions eikxe^{ikx} and eikxe^{-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 ekxe^{kx} at xx\to-\infty (decaying at -\infty) and of the form ekxe^{-kx} at x+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
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 LuL_u, and they correspond to positive eigenvalues, there is a finite number of them, in fact they correspond to each of the solitons in uu
(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 LuL_u stays constant as uu evolves through KdV)
The eigenvectors move like $\partial_t \psi=Y\psi$, in fact
The eigenvectors move like tψ=Yψ\partial_t \psi=Y\psi, in fact
(By the Lax equation, $\partial_t \psi=A_u\psi$)
(By the Lax equation, tψ=Auψ\partial_t \psi=A_u\psi)
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 LuL_u, and we realize this amounts to in fact understanding the wave equation in medium uu for some auxiliary time τR\tau\in\mathbb R (which has nothing to do with the time of KdV
$\partial_{\tau\tau} \psi(x,\tau)+L_u\psi(x,\tau)=0$
ττψ(x,τ)+Luψ(x,τ)=0\partial_{\tau\tau} \psi(x,\tau)+L_u\psi(x,\tau)=0
Why? Because what if we tried to solve this wave equation in medium $u$, we would be exactly trying to diagonalize $L_u$
Why? Because what if we tried to solve this wave equation in medium uu, we would be exactly trying to diagonalize LuL_u
If we write things explicitly, so that we are not confused:
If we write things explicitly, so that we are not confused:
$\partial_{\tau\tau} \psi(x,\tau, t) = -u(x,t) \psi(x,\tau, t) + \partial_{xx} \psi(x,\tau, t)$
ττψ(x,τ,t)=u(x,t)ψ(x,τ,t)+xxψ(x,τ,t)\partial_{\tau\tau} \psi(x,\tau, t) = -u(x,t) \psi(x,\tau, t) + \partial_{xx} \psi(x,\tau, t)
Now: the Scattering Transform!
Now: the Scattering Transform!
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 -\infty, see how much they get reflected back to -\infty and transmitted to ++\infty
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 transmissiontransmission coefficients, and we will relate them to the 'spectral data' of LuL_u (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 -\infty and that don't explode after traversing the medium: they decay exponentially going to ++\infty
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
(Summary of the above)
(Summary of the above)
Scattering Data Evolution in KdV time $t$
Scattering Data Evolution in KdV time tt
$d_t R^{(k)}-4ik^3R^{(k)}=4ik^3R^{(k)}$
dtR(k)4ik3R(k)=4ik3R(k)d_t R^{(k)}-4ik^3R^{(k)}=4ik^3R^{(k)}
$d_tT^{(k)}+4ik^3T^{(k)}=4ik^3T^{(k)}
dtT(k)+4ik3T(k)=4ik3T(k)d_tT^{(k)}+4ik^3T^{(k)}=4ik^3T^{(k)}
d_tT^{(k)}+4ik^3T^{(k)}=4ik^3T^{(k)}
$R^{(k)}(t)=R^{(k)}(0)\exp(8ik^3t)$
R(k)(t)=R(k)(0)exp(8ik3t)R^{(k)}(t)=R^{(k)}(0)\exp(8ik^3t)
$T^{(k)}(t)=T^{(k)}(0)$
T(k)(t)=T(k)(0)T^{(k)}(t)=T^{(k)}(0)
$\partial_t\log\psi^{(n)}=-u_x-2(u-2\kappa_n^2)\partial_x\log\psi^{(n)}$
tlogψ(n)=ux2(u2κn2)xlogψ(n)\partial_t\log\psi^{(n)}=-u_x-2(u-2\kappa_n^2)\partial_x\log\psi^{(n)}
$R^{(n)}=\psi^{(n)}_t+u_x\psi^{(n)}-2(u-2\kappa_n^2)\psi_x^{(n)}=0$
R(n)=ψt(n)+uxψ(n)2(u2κn2)ψx(n)=0R^{(n)}=\psi^{(n)}_t+u_x\psi^{(n)}-2(u-2\kappa_n^2)\psi_x^{(n)}=0
$d_t c_n(t)-4\kappa_n^3c_n(t)=0$
dtcn(t)4κn3cn(t)=0d_t c_n(t)-4\kappa_n^3c_n(t)=0
$c_n(t)=c_n(0)\exp(4\kappa_n^3t)$
cn(t)=cn(0)exp(4κn3t)c_n(t)=c_n(0)\exp(4\kappa_n^3t)
Bound State Data
Bound State Data
Reflection and Transmission Coefficient Data
Reflection and Transmission Coefficient Data
$u=-2d_xK(x,x)$
u=2dxK(x,x)u=-2d_xK(x,x)
$u:\mathbb R\to\mathbb R$
u:RRu:\mathbb R\to\mathbb R
$\phi_{\tau \tau}+L_u\phi=0$
ϕττ+Luϕ=0\phi_{\tau \tau}+L_u\phi=0
$L_u=(-\partial_{xx}+u)$
Lu=(xx+u)L_u=(-\partial_{xx}+u)
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 uu and observing what happens to study uu
$\{(\psi,\lambda):L_u\psi=\lambda \psi\}$
{(ψ,λ):Luψ=λψ}\{(\psi,\lambda):L_u\psi=\lambda \psi\}
$K(x,\tau)$: $K(x,\tau)=0$ if $x>\tau$
K(x,τ)K(x,\tau): K(x,τ)=0K(x,\tau)=0 if x>τx>\tau
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 -\infty at time -\infty through a medium with potential uu, so that the wave front travels at unit speed rightwards, K(x,τ)K(x,\tau) is the amount of 'stuff' scattered behind the wave front at position xx at time τ\tau
$\{\psi:L_u\psi=-\kappa_n^2, \|\psi\|_2=1, \psi(x)\sim c_ne^{-\kappa_n x} \,\, \mathrm{at}\,\, +\infty\}_{n=0,\ldots,N}$
{ψ:Luψ=κn2,ψ2=1,ψ(x)cneκnx  at  +}n=0,,N\{\psi:L_u\psi=-\kappa_n^2, \|\psi\|_2=1, \psi(x)\sim c_ne^{-\kappa_n x} \,\, \mathrm{at}\,\, +\infty\}_{n=0,\ldots,N}
$\{\psi: L_u \psi = k^2 \psi:\psi(x)\sim T(k)e^{-ikx} \,\,\mathrm{at}\,\, -\infty,\psi(x)\sim R(k) e^{ikx}+e^{-ikx} \,\,\mathrm{at}\,\, \infty\}_{k\in\mathbb R}$
{ψ:Luψ=k2ψ:ψ(x)T(k)eikx  at  ,ψ(x)R(k)eikx+eikx  at  }kR\{\psi: L_u \psi = k^2 \psi:\psi(x)\sim T(k)e^{-ikx} \,\,\mathrm{at}\,\, -\infty,\psi(x)\sim R(k) e^{ikx}+e^{-ikx} \,\,\mathrm{at}\,\, \infty\}_{k\in\mathbb R}
How the Inverse Scattering Transform works
How the Inverse Scattering Transform works
Start from a function $u$
Start from a function uu
View it as a Schrödinger operator potential
View it as a Schrödinger operator potential
Ask about spectral data
Ask about spectral data
Bound states solutions
Bound states solutions
Wave-like solutions
Wave-like solutions
Study the wave equation in medium $u$:
Study the wave equation in medium uu:
Define the wave propagator (Green function) $K$
Define the wave propagator (Green function) KK
Note that $u$ can be recovered from $K$
Note that uu can be recovered from KK
where $\phi(x,\tau)=\delta(x-\tau)+K(x,\tau)$
where ϕ(x,τ)=δ(xτ)+K(x,τ)\phi(x,\tau)=\delta(x-\tau)+K(x,\tau)
Note that the spectral data yields $K$
Note that the spectral data yields KK
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 KK 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 KK 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 uu to the harmonic waves eikxe^{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
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 λC\lambda\in\mathbb C given by ψxx+(uλ)ψ=0-\psi_{xx}+(u-\lambda)\psi = 0: for any λ\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 L2L^2 norm) the 'bad' eikxe^{ikx} at k=iκk=i\kappa with κ>0\kappa>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 cnc_n (which are related to R/TR/T)
$K(x,\tau)=-F(x+\tau)-\int_x^\infty K(x,s)F(s+\tau)\mathrm ds$
K(x,τ)=F(x+τ)xK(x,s)F(s+τ)dsK(x,\tau)=-F(x+\tau)-\int_x^\infty K(x,s)F(s+\tau)\mathrm ds
$F(X)=\frac{1}{2\pi}\int_{-\infty}^{+\infty}T(k)e^{ikX}\mathrm d k+\sum_{n=1}^{N}c_n^2\exp(-\kappa_nX)$
F(X)=12π+T(k)eikXdk+n=1Ncn2exp(κnX)F(X)=\frac{1}{2\pi}\int_{-\infty}^{+\infty}T(k)e^{ikX}\mathrm d k+\sum_{n=1}^{N}c_n^2\exp(-\kappa_nX)
Why a finite number of bound states?
Why a finite number of bound states?
Because $-\partial_{xx}$ doesn't have any and if $u$ is nice (smooth, finite integral), $L_u$ is only a compact perturbation of $-\partial_{xx}$
Because xx-\partial_{xx} doesn't have any and if uu is nice (smooth, finite integral), LuL_u is only a compact perturbation of xx-\partial_{xx}
(One can also write down the bound states via some maximization problem, like when we try to prove the spectral theorem)
(One can also write down the bound states via some maximization problem, like when we try to prove the spectral theorem)
More specifically, we have a trace identity relating $M=\int_{-\infty}^{+\infty} u(x) dx$$ $ to the scattering data via the 'trace identity':
More specifically, we have a trace identity relating M=+u(x)dxM=\int_{-\infty}^{+\infty} u(x) dx to the scattering data via the 'trace identity':
$M=4\sum_{n=1}^{N}\kappa_n-\frac 1 \pi \int_0^{\infty}\log(1-|R(k)|^2)dk$
M=4n=1Nκn1π0log(1R(k)2)dkM=4\sum_{n=1}^{N}\kappa_n-\frac 1 \pi \int_0^{\infty}\log(1-|R(k)|^2)dk
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