LoginRemote Sensing
Remote Sensing - Advanced Methods
(ECTS: 3; SWS: 2)Lecturers
Dr.-Ing. Michael Eineder, Dr.-Ing. Stefan Auer| prerequisites | Mathematics, Signal Processing, Image Analysis, Introduction to Photogrammetry, Remote Sensing and GIS | |
| contents | Advanced Radar Remote Sensing: 1. Introduction and mathematical basics 2. SAR image generation 3. Along-Track and Across-Track Interferometry 4. Differential SAR Interferometry 5. Permanent Scatterer Interferometry 6. Moving Object Indication 7. Estimation of atmospheric influences using Interferometry 8. Selected Applications |
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| objective | Students shall get familiar with advanced processing schemes and applications of Multispectral and Synthetic Aperture Radar Remote Sensing. | |
| type of exam | Oral | |
| literature | Lecture Notes |
Seminar Remote Sensing
(ECTS: 1.5; SWS: 1)| prerequisites | mathematics, Signal Processing, Introduction to Photogrammetry, Remote Sensing and GIS, Image Processing | |
| contents | The seminar provides deep insight into specific and selected topics of remote sensing. Topics are given at the Kick-Off meeting, for example methods and applications of remote sensing and image analysis. | |
| literature |
Nonlinear Optimization Methods
(ECTS: 1.5; SWS: 1)Lecturers
Dr. Adrian Doicu| prerequisites | -- | |
| contents | Inverse Problems and Nonlinear Optimization Theory: 1. Ill-posed linear problems (concept of ill-posedness, regularization issues, discretization by projection, regularization by projection) 2. Tikhonov regularization for linear problems (formulation, error analysis, parameter choice methods) 3. Tikhonov regularization for nonlinear problems (formulation, error analysis, implementation issues) 4. Optimization theory: Minimization methods for smooth functions (step-length based methods, trust-region methods) 5. Optimization theory: Minimization methods for sum of squares (Gauss-Newton method, quasi-Newton method, trust-region methods) 6. Iterative regularization methods (Landweber iteration, Newton-type methods, regularizing Levenberg-Marquardt method, regularizing trus-region methods) |
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| literature | Lecture Notes |
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