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Geos 567 | Inverse Methods in Geophysics
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| Office: | Gould-Simpson Room 525 |
| E-mail: | rmr@u.arizona.edu |
| Phone: | 621-4950 |
| Office Hours: | Monday & Wednesday 11:00-12:00 Noon |
| Text: | Inverse Problems in Geophysics: A Set of Lecture Notes, by Randall M. Richardson and George Zandt (download below) |
This is a one-semester course on the fundamentals on inverse theory. Inverse theory can be loosely defined as the art of inferring as much as possible about a problem using everything that is known about the data and the relationship between the model and the data as expressed by some mathematical forward problem. Emphasis will be on the discrete linear problem, but both nonlinear and continuous inverse problems will be covered.
This course involves substantial homework, a term project, and the expectation of active class participation. The grading is based on the following: 60% Homework, 30% Term Project, and 10% Class Participation.
| Homework Set | Title | Due Date |
| Homework Set #1 | Library / MATLAB | 30 August |
| MATLAB PowerPoint Tutorial by Magali Billen, UC Davis | ||
| Bathymetry Data File | ||
| Homework Set #2 | Parameter-Space Searches | 11 September |
| Noise File for Homework Set #2 | ||
| Homework Set #3 | Least Squares | 20 September |
| Homework Set #4 | Constraints | 27 September |
| Homework Set #5 | Covariance and Chi-Square Test | 4 October |
| Data File for Homework Set #5 | ||
| Homework Set #6 | Mapping Data Noise to Solution Error | 11 October |
| Homework Set #7 | Singular Value Decomposition | 18 October |
| Homework Set #8 | Inverse Literature Presentation | 25 October |
| Homework Set #9 | Non-Linear Problem | 1 November |
| Homework #9 MatLab Files: Linear.m, myfunct_Linear.m, Myfunct_NLSL.m, NLSL.m, non_lin_ls.m, partial_Linear.m, partial_NLSL.m | ||
| Homework Set #10 | Generalized Inverse | 8 November |
| Homework Set #11 | A Nasty Non-Linear Problem | 20 November |
| Homework #11 MatLab Files: ginv.m, nlerr.m, non_lin_ginv.m | ||
| Homework Set #12 | Noisy Data | 29 November |
| Homework Set #13 | Weighted Generalized Inverse Analysis | Not due |
| Chapter | Title | Pages and Size |
| Preface | Table of Contents | pages i-vi, 127k |
| Chapter 1 | Introduction | pages 1-11, 160k |
| Chapter 2 | Review of Linear Algebra and Statistics | pages 12-31, 263K |
| Chapter 3 | Inverse Methods Based on Length | pages 32-71, 319k |
| Chapter 4 | Linearization of Nonlinear Problems | pages 72-90, 228k |
| Chapter 5 | The Eigenvalue Problem | pages 91-124, 266k |
| Chapter 6 | Singular-Value Decomposition (SVD) | pages 125-151, 230k |
| Chapter 7 | The Generalized Inverse and Measures of Quality | pages 125-192, 440k |
| Chapter 8 | Variations of the Generalized Inverse | pages 193-237, 518k |
| Chapter 9 | Continuous Inverse Theory and Other Approaches | pages 238-264, 290k |
| All Chapters | Complete set of notes as a single file | pages i-vi & 1-264, 2.8MB |
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