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Principles of Atmospheric Remote Sensing Retrievals

LRG5400Electives3 ECTSEnglishwinter semesterLehrstuhl für Methodik der Fernerkundung (Prof. Busam komm.)
AI-edited module sheet. Based on the TUMonline module description, edited for readability.Original in TUMonline

What it is about

In this module you will learn numerical methods for solving inverse problems in atmospheric remote sensing. Building on linear algebra and differential equations, regularization techniques such as Tikhonov, Generalized Cross Validation and L-curve are covered and applied to real measurement tasks (e.g., temperature profiles, gas concentrations). By the end you will be able to understand inverse problems, practically apply regularization methods, and estimate regularization parameters.

What you will be able to do

  • Understand poorly defined (inverse) problems
  • Apply methods for solving inverse problems and regularization
  • Estimate optimal values of regularization parameters

What the module consists of

  • Inputvorträge/LehrvortragVermittlung der mathematischen und methodischen Grundlagen
  • Projektarbeit in KleinstgruppenBearbeitung realer Probleme und Anwendung der Methoden
  • Vorträge zu MeilensteinenZwischenpräsentationen und Fortschrittsnachweis

Teaching method

  • Interaktion Lehrende und LernendeFördert Diskussion und Klärung von Inhalten
  • Inputvorträge des DozentenEinführung in Theorie und Methoden
  • Projektarbeit in KleinstgruppenPraktische Anwendung an Realweltproblemen
  • Vorträge zu MeilensteinenPräsentation und Feedback zu Projektfortschritten
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