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Research Group of Prof. Dr. Jochen Garcke

Research Projects

Current

High dimensionality and data analysis

Project B2, HCM Research Areas.

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Center for Earth System Observation and Computational Analysis

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The interdisciplinary Center for Earth Observation and Computational Analysis (CESOC) brings together scientists from the Universities of Bonn and Köln as well as the Forschungszentrum Jülich. The focus is on physical, mathematical and biogeochemical modeling of the coupled earth system in view of the development of a digital Earth model. This digital twin will be connecting novel observation technologies with latest numerical simulation methods and software. We will rely on the traditionally close ties between gesosciences, information technology as well as mathematical methods to innovate through high performance computing, big data integration, optimisation, and analysis.

DKZ.2R Rhein-Ruhr Zentrums für wissenschaftliche Datenkompetenz

Datenkompetenzzentren für die Wissenschaft.

Mathematik für maschinelle Lernmethoden für Graph-basierte Daten mit integriertem Domänenwissen

BMBF.

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Completed

High-dimensional problems and multi-scale methods

Project Area J, Cluster of Excellence.

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P3ML - Projektgekoppelter, Potentialorientierter und Praxisintegrierter Erwerb von ML Engineering Wissen

BMBF.

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Reinforcement Learning in a Continuous State Space

DFG priority program 1324.

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SIMDATA-NL: Nichtlineare Charakterisierung und Analyse von FEM-Simulationsergebnissen für Autobauteile und Crash-Tests

BMBF support program.

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Research Directions

Numerische datenbasierte Vorhersage

Fraunhofer.

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