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18.325
Special topics in Applied Math
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Waves and Imaging
Fall 2009
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Syllabus
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This class covers the mathematics of inverse problems for wave
propagation with examples taken from reflection seismology and
synthetic aperture radar. The course is suitable for graduate students
from all departments who have affinities with mathematics.
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Topics: Review of wave equations, Linearization via the Born
approximation, adjoint-state equations, geometrical optics and
Kirchhoff migration, generalized Radon transforms, microlocal analysis
of singularities, sampling and resolution. Special topics depending
on the audience’s interests: elements of quantum inverse scattering
theory, model velocity estimation, bayesian regularization and
sparsity, time reversal in random media.
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Bibliographic references
Class notes for September, and October.
There is not one textbook. The material will be inspired from various
sources.
- For radar imaging, see the review article by
Margaret Cheney as well as her upcoming book on the mathematics of
radar imaging.
- For seismology, see the review notes "Mathematics of reflection
seismology" by Bill Symes (find it on google scholar).
- For the introductory treatment of wave equations, I've used "Partial
differential equations" by L.C. Evans, "Introduction to partial
differential equations" by G. Folland, "Partial differential equations" by
F. John, "Linear and nonlinear waves" by G. Whitham, and also the "Notes
on the algebraic structure of wave equations" by Steven Johnson.
- For geometrical optics, I like "Lectures on geometrical optics" by
J. Rauch. For microlocal analysis, I will probably stick to the
treatment in "Fourier integrals in classical analysis" by C. Sogge.
Prerequisites: Some undergraduate familiarity with partial differential
equations, Fourier transforms, distributions (the Dirac delta), linear
algebra and least squares, as well as some basic physics. You can take
this class in such a way that no knowledge of computer programming is
necessary.
For a quick run through some of the prerequisites, I must say that
wikipedia may actually be right on target. Chapter zero of Folland's
"Intro to PDE" is good for a review of the Fourier transform and
distributions. If grad, div, curl are an issue, you can open "Vector
calculus" by S. Colley (freshman class). If you'd like to brush up on your
PDE from a not-too-mathematical source, a good book is "Partial
differential equations" by W. Strauss.
Who, when, and where
We will meet T-Th from 2:30 pm to 4 pm in room 2-143 (changed from
56-191). Instructor: Laurent Demanet. Contact info. Office hours: please try
to see me right after class, or else email.
The first class will be on Thursday September 10.
Evaluation
A choice will be offered to either (1) read an article and give a
short presentation in class, or (2) contribute some software to extend the
capabilities of an existing toolbox, or (3) solve a few math problems
chosen from a list.
Homework problems: October 4 version, November 3 version . Rule of
the game: you receive A for the class if you solve at least four problems
fully and correctly. Plan accordingly in case you are not 100% sure that
your answers are correct. Partial progress on a problem does not count
very much toward the total of 4. Discussions with others are fine, but
write your own solutions.
Some advanced papers, list in construction. Some may be adequate for
a class project: consult with me first.
- R. Lewis and W. Symes, On the relation between the velocity
coefficient and boundary value for solutions of the one-dimensional wave
equation. Inverse Problems 7 (1991) 597-631.
- Gregory Beylkin, Imaging of discontinuities in the inverse scattering
problem by inversion of a causal generalized Radon transform, J. Math.
Phys. 26, 99 (1985); doi:10.1063/1.526755
- A. P. E. ten Kroode, , D. -J. Smit and A. R. Verdel, A microlocal
analysis of migration, Wave Motion, Volume 28, Issue 2, September 1998,
Pages 149-172
- Alfred M. Bruckstein, Bernard C. Levy and Thomas Kailath, Differential Methods in Inverse Scattering, SIAM Journal on Applied Mathematics, Vol. 45, No. 2 (Apr., 1985), pp. 312-335
- Gelfand, I. M. and Levitan, B. M. (1951). On the determination of a differential equation from its spectral
function, Amer. Math. Transl. 1(2), 239–253. (Israel Gelfand passed away on Oct 5, 2009, at the age of 96.)
- A paper on dispersion relations and causality (mathematical physics).
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