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Week - 1 |
Definition of modeling in geophysics, principles of idealization in complex shaped structures, definition of model and data spaces |
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Week - 2 |
Operation of forward solution in geophysical modeling |
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Week - 3 |
Basic principles of forward solution in exploration geophysics methods |
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Week - 4 |
Definition of inverse solution in geophysical modeling, linear and nonlinear inversion concepts |
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Week - 5 |
Parameter estimation in linear inverse solution, discretization of the first kind Fredholm integral |
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Week - 6 |
Derivative-based inversion of nonlinear problems |
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Week - 7 |
Iteration criteria of nonlinear inversion |
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Week - 8 |
Singular Value Decomposition, parameter and data resolution |
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Week - 9 |
Parameter estimation with weighted and damped least squares methods |
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Week - 10 |
Singular Value Decomposition of Damped Least Squares Method and resolution |
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Week - 11 |
Parameter estimation by nonlinear optimization with Steepest Descent method |
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Week - 12 |
Parameter estimation by nonlinear optimization with the complex gradient method |
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Week - 13 |
Parameter estimation with Particle Swarm optimization |
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Week - 14 |
Parameter estimation with Particle Swarm optimization |