Solving Ill Conditioned Problems By Minimizing Equation Error

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Solving Ill Conditioned Problems By Minimizing Equation Error
Robert a Hummel
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3. 4. Two dimensions The case n = 2, i. E. , the image domain P is a subset of R, can be handled by similar methods, but requires additional design choices. A fairly natural discrete finite difference approach proceeds with introduction of a grid of points iij, k), it>0, and variables w, j, t, cr\}lky o'm-*. And Vij^k, with the system of equations (1) _ "i, j, k ~ ^i-l, j, k ^i, J, k ~ 2 ' (2) ^ "'J, k ~ "i, j-l, k ^ij, k - UiJ, k = " and -'^Ui^k - -d, k 1 2 l' 2 4 2 . 1 2 1.
When these equatio
...ns hold exactly, the data u is blurred from level k to level k + 1 by convolution against the kernel: J_ 16 More generally, the four equations above can be converted to a quadratic measure of equation error in the unknown variables. Gradient equations can be formed, and will once again be linear with local (three-by-three-by-three) dependence. The gra- dient equations can be used in either a steepest descent or in a conjugate gradient procedure to minimize equation error.
3. 5. Minimization Techniques The equation error E for the discretized deblurring problem can be minimized by any of a number of standard techniques.


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