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Inverse Problems (IPReg)5 ECTS
(englische Bezeichnung: Inverse Problems)
(Prüfungsordnungsmodul: Inverse Problems and their Regularization)

Modulverantwortliche/r: Martin Burger
Lehrende: Martin Burger


Start semester: WS 2021/2022Duration: 1 semesterCycle: unregelmäßig
Präsenzzeit: 38 Std.Eigenstudium: 112 Std.Language: Englisch

Lectures:


Inhalt:

  • Examples of inverse and ill posed problems in engineering and medical imaging
  • Linear regularization methods in Hilbert spaces and singular value decomposition

  • Variational methods for regularization and image reconstruction problems

  • Tomographic reconstruction and Radon transforms

Lernziele und Kompetenzen:

Students

  • develop understanding for special aspects of inverse problems and ill posedness,

  • apply regularization methods to inverse problems and develop a basic understanding of their properties,

  • derive and solve inverse problems arising from technical and biomedical applications.

Literatur:

  • H. Engl, M. Hanke, A. Neubauer: Regularization Methods for Inverse Problems, Kluwer 1996
  • M. Benning, M. Burger: Modern Regularization Methods for Inverse Problems, Acta Numerica 2018

Bemerkung:

Weitere Informationen finden Sie im Modlhandbuch CAM https://www.math.fau.de/wp-content/uploads/2021/09/CAM_Module_WS21-22.pdf


Verwendbarkeit des Moduls / Einpassung in den Musterstudienplan:

  1. Wirtschaftsmathematik (Master of Science)
    (Po-Vers. 2019w | NatFak | Wirtschaftsmathematik (Master of Science) | Gesamtkonto | Mathematische Wahlpflichtmodule | Specialisation: Modeling and applied analysis (MApA) and numerical analysis and simulation (NASi) | Inverse Problems and their Regularization)
  2. Wirtschaftsmathematik (Master of Science)
    (Po-Vers. 2019w | NatFak | Wirtschaftsmathematik (Master of Science) | Gesamtkonto | Mathematische Wahlpflichtmodule | Specialisation: Modeling and applied analysis (MApA) and optimization (Opti) | Inverse Problems and their Regularization)
Dieses Modul ist daneben auch in den Studienfächern "Computational and Applied Mathematics (Master of Science)", "Data Science (Master of Science)", "Mathematik (Master of Science)", "Technomathematik (Master of Science)" verwendbar. Details

Studien-/Prüfungsleistungen:

Inverse Problems and their Regularization (Prüfungsnummer: 59941)
Prüfungsleistung, mündliche Prüfung, Dauer (in Minuten): 15, benotet, 5 ECTS
Anteil an der Berechnung der Modulnote: 100.0 %

Erstablegung: WS 2021/2022, 1. Wdh.: WS 2021/2022
1. Prüfer: Martin Burger,2. Prüfer: Philipp Wacker
Termin: 16.02.2022, 10:30 Uhr, Ort: H11

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