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Inverse problems

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The direct problem is to compute the Radon transformation R when f is given. The inverse problem is to determine the density f for a given Radon transform R . f ... – PowerPoint PPT presentation

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Title: Inverse problems


1
Inverse Problems
S. R. Moghadasi Sharif University of Technology
Department of mathematics
2
First examples
3
Computer Tomography
4
Computer Tomography
5
Computer Tomography
6
Computer Tomography
7
Inverse Gravity
8
Inverse Gravity
9
Inverse Gravity
10
Inverse Gravity
11
Inverse Gravity
The direct problem is to compute gravity
potential and force when the density is known.
The inverse problem is to determine the density
by measuring the force on the given surface.
12
Inverse Conductivity
13
Inverse Conductivity
14
Inverse Conductivity
15
Inverse Conductivity
The direct problem is to determine electrical
current for a given potential on the surface.
The inverse problem is to determine a(x) by
measuring current induced by a given potential on
the surface.
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Inverse Conductivity
17
Inverse Conductivity
18
Inverse scattering
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Inverse scattering
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Inverse scattering
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Inverse scattering
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Image Recovery
23
Given g in Y, we are looking for f in X such
that A( f ) g.
  • Existence For each g in Y there is at
    least one f in X such that A( f ) g
  • Uniqueness For each g in Y there is at most
    one f in X such that A( f ) g
  • Stability f depends continuously on g

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25
  • All norms of a finite dimensional vector space
    are equivalent. Therefore they induce the same
    topology on the space. So unit ball is compact in
    these spaces.
  • All linear maps between finite dimensional spaces
    are continuous (with respect to the topology
    induced by norms).

26
  • Topology of infinite dimensional vector spaces
    are more complicated. There are linear maps which
    are not continuous. Unit sphere is not compact.

27
  • Since inverse of the above map is not continuous
    we can not use the above computational method for
    inverse map. There are some regularization
    methods for this aim.

28
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