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Modellierung und Maschinelles Lernen von dynamischen Systemen

ED110068Elective Modules5 ECTSEnglishWintersemester/SommersemesterProfessur für Earth System Modelling (Prof. Boers)
AI-edited module sheet. Based on the TUMonline module description, edited for readability.Original in TUMonline

What it is about

You will learn to use the Julia programming language for the analysis and simulation of nonlinear and chaotic dynamical systems. In the end you can implement simple nonlinear models in Julia, analyze time series of dynamical systems, and apply data-driven modeling approaches — with examples from Earth system and climate modeling.

What you will be able to do

  • Master Julia basics independently
  • Recite fundamentals of the theory of nonlinear dynamical systems
  • Implement and analyze simple nonlinear systems in Julia
  • Analyze data and time series of dynamical systems in Julia

What the module consists of

  • VorlesungVermittlung der theoretischen Grundlagen und Beispiele
  • ÜbungAnwendung des Gelernten zur Lösung numerischer Analyse- und Simulationsaufgaben

Teaching method

  • VorlesungTheoretische Einführung und Demonstration von Beispielen
  • ÜbungenSelbstständiges Anwenden und kreatives Lösen von Übungsaufgaben zur numerischen Analyse und Simulation
  • Digitale LehrformBereitstellung und Durchführung von Inhalten auch in digitaler Form
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Official page in TUMonline · Details are not binding.