Inverse scattering transform
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In mathematics, the inverse scattering transform is a procedure for integrating certain nonlinear partial differential equations (PDEs) by first converting them into a system of linear ordinary differential equations (ODEs). The basic idea is not unlike the Laplace transform.
The inverse scattering transform may be applied to many of the so-called exactly solvable models. These include the Korteweg-de Vries equation, the nonlinear Schrödinger equation, the coupled nonlinear Schödinger equations, the Sine-Gordon equation, and the Dym equation. Solutions typically consist of solitons, and are characterized by having non-obvious and un-intuitive constants of motion.
[edit] Method of solution
Step 1. Determine the nonlinear partial differential equation. This is usually accomplished by analyzing the physics of the situation being studied.
Step 2. Employ forward scattering. This consists of finding the Lax pair. The Lax pair consists of two linear operators, L and M, such that Lv = λv and vt = Mv. It is extremely important that the eigenvalue λ be independent of time; i.e. λt = 0. Necessary and sufficient conditions for this to occur are determined as follows: take the time derivative of Lv = λv to obtain
- Ltv + Lvt = λtv + λvt.
Plugging in Mv for vt yields
- Ltv + LMv = λtv + λMv.
Rearranging on the far right term gives us
- Ltv + LMv = λtv + MLv.
Thus,
- Ltv + LMv − MLv = λtv.
Since , this implies that λt = 0 if and only if
- Lt + LM − ML = 0.
This is Lax's equation. One important thing to note about Lax's equation is that Lt is the time derivative of L precisely where it explicitly depends on t. The reason for defining the differentiation this way is motivated by one very common definition of L, which is the Schrödinger operator (see Schrödinger equation):
Comparing the expression Ltv + Lvt with shows us that thus ignoring the first term.
After concocting the appropriate Lax pair it should be the case that Lax's equation recovers the original nonlinear PDE.
Step 3. Determine the time evolution of the eigenvalues λ, the norming constants, and the reflection coefficient, all three comprising the so-called scattering data. This is all a linear process, though complicated.
Step 4. Perform the inverse scattering procedure by solving the Marchenko equation, a linear integral equation, to obtain the final solution of the original nonlinear PDE. All the scattering data is required in order to do this. Note that if the reflection coefficient is zero, the process becomes much easier.
[edit] References
- M. Ablowitz, H. Segur, Solitons and the Inverse Scattering Transform, SIAM, Philadelphia, 1981.
- N. Asano, Y. Kato, Algebraic and Spectral Methods for Nonlinear Wave Equations, Longman Scientific & Technical, Essex, England, 1990.
- M. Ablowitz, P. Clarkson, Solitons, Nonlinear Evolution Equations and Inverse Scattering, Cambridge University Press, Cambridge, 1991.
- J. Shaw, Mathematical Principles of Optical Fiber Communications, SIAM, Philadelphia, 2004.