Forschungsschwerpunkte und Arbeitsgruppen
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Machine Learning and Artificial Intelligence

Prof. Benjamin Risse -- Computer Vision and Machine Learning Systems Group
      Deep Learning, Machine Learning, Computer Vision, Biomedical Image Analysis, Sustainable Technologies

Prof. Dr. Tim Hahn -- Medical Machine Learning Lab
     Deep Learning, Machine Learning, Computer Vision, Biomedical Image Analysis, Sustainable Technologies

Prof. Dr. Malte Schilling -- Autonomous Intelligent Systems Group
       Machine Learning, Deep Reinforcement Learning, Robotics, Neural Networks, Large Language Models, Time Series Prediction

Prof. Dr. Xiaoyi Jiang -- Pattern Recognition and Image Analysis
     Machine Learning, XAI, Biomedical Image Analysis 

Prof. Dr. Andras Heuer -- Theory of Complex Systems
       Transport in Complex Systems, ML in Data Analysis, Membrane  Biophysics, Multiscale Simulations, Energy Landscapes

Prof. Dr. Oliver Koch -- AI and Data-Driven Drug Development
       Computational Molecular Design, md Simulations, Cheminformatics, Structure-based Design, Fragment-based Design, Artifical Intelligence

Prof. Dr. Christian Engwer -- Workgroup fo Applications of PDEs      
      Scientific Computing, Scientific Software Development, Scientific Machine Learning, Numerical Methods for Complex Geometrics, High-Performance Computing, Data-Integrated Simulation Methods

Prof. Dr. Mario Ohlberger -- AG Numerische Analysis und Wissenschaftliches Rechnen
       Numerik Partieller Differentialgleichungen, Modellreduktion für parametrisierte partielle Differentialgleichungen, Entwicklung und Analyse von numerischen Mehrskalenmethoden, Softwareentwicklung

Prof. Dr. Heiko Wagner -- The Wagner Lab
       Bewegungswissenschaft, experimentelle und analytische Methoden der Biomechanik, nichtlineare Dynamik

Dr. Martin Korth
       IT infrastructure, Research Data Management, Research Software Engineering, Data Science/Machine Learning

Prof. Dr. Uwe Thiele -- Selforganisation and Complexity


 

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Complex Dynamical Systems

                         Prof. Dr. Uwe Thiele -- Selforganisation and Complexity
                              Selforganisation, pattern formation, soft matter

apl. Prof. Dr. Svetlana Gurevich -- Modelling and Control of Complex Systems
     Modelling of Complex Systems, Time-delayed Systems, Nonlinear Laser Dynamics, Bifurcation Analysis

Prof. Dr. Martin Huesmann -- 
       interacting particle system, point processes, stochastic processes, large volume limit, stationary systems, optimal transport, gradient flows, curvature, matchings

Prof. Dr. Oliver Koch -- AI and Data-Driven Drug Development
     Computational Molecular Design, md Simulations, Cheminformatics, Structure-based design, Fragment-based Design, Artifical Intelligence, Medicinal Chemistry    

Prof. Dr. Tim Hahn -- Medical Machine Learning Lab
       Deep Learning, Machine Learning, Computer Vision, Biomedical Image Analysis, Sustainable Technologies

Prof. Dr. Tilmann Kuhn -- Ladungsträgerdynamik in nanostrukturierten Systemen
       Charge Carrier Dynamics in Semiconductors, Theory of Solid State Quantum Emitters, Modeling of Ultrafast Nonlinear-optical Phenomena in Semiconductors, Theory of Quantum Optomechanical Control of Nanosystems

Prof. Dr. Christian Seis -- Fluid Dynamics 
       Fluid Dynamics, Mixing, Vortex Dynamics, Singular Limits, Nonlinear Diffusion

Prof. Dr. Heiko Wagner -- The Wagner Lab
     Bewegungswissenschaft, experimentelle und analytische Methoden der Biomechanik, nichtlineare Dynamik


 

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Scientific Computing

Prof. Dr. Christian Engwer -- Workgroup for Applications of PDEs
     Scientific Computing, Scientific Software Development, Scientific Machine Learning, Numerical Methods for Complex Geometrics, High-Performance Computing, Data-Integrated Simulation Methods

apl. Prof. Dr. Svetlana Gurevich -- Modellierung und Kontrolle komplexer Systeme
       Modelling of Complex Systems, Time-delayed Systems, Nonlinear Laser Dynamics, Bifurcation Analysis

Prof. Dr. Andras Heuer -- Theory of Complex Systems
     Transport in Complex Systems, ML in Data Analysis, Membrane  Biophysics, Multiscale Simulations, Energy Landscapes

Prof. Dr. Mario Ohlberger -- AG Numerische Analysis und Wissenschaftliches Rechnen
     Numerik Partieller Differentialgleichungen, Modellreduktion für parametrisierte partielle Differentialgleichungen, Entwicklung und Analyse von      numerischen Mehrskalenmethoden, Softwareentwicklung

Prof. Dr. Oliver Koch -- AI and Data-Driven Drug Development
       Computational Molecular Design, md Simulations, Cheminformatics, Structure-based design, Fragment-based Design, Artifical Intelligence, Medicinal Chemistry

Dr. Martin Korth --
       IT infrastructure, Research Data Management, Research Software Engineering, Data Science/Machine Learning

Prof. Dr. Uwe Thiele -- Selforganization and Complexity


 

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 Mathematical Modelling

Prof. Dr. Christian Engwer -- Workgroup for Application of PDEs
     Scientific Computing, Scientific Software Development, Scientific Machine Learning, Numerical Methods for Complex Geometrics, High-Performance Computing, Data-Integrated Simulation Methods

apl. Prof. Dr. Svetlana Gurevich -- Modellierung und Kontrolle komplexer Systeme
     Modelling of Complex Systems, Time-delayed Systems, Nonlinear Laser Dynamics, Bifurcation Analysis    

Prof. Dr. Mario Ohlberger -- AG Numerische Analysis und Wissenschaftliches Rechnen
     Numerik Partieller Differentialgleichungen, Modellreduktion für parametrisierte partielle Differentialgleichungen, Entwicklung und Analyse von numerischen Mehrskalenmethoden, Softwareentwicklung

Prof. Dr. Angela Stevens -- Angewandte Analysis
       Rigorous Analysis of (non-linear) Partial Differential Equations, Mathematical Modelling in the Life-Sciences, Pattern Formation, Stochastic Interacting Many Particle Systems

Prof. Dr. Uwe Thiele -- Selforganization and Complexity
 

Prof. Dr. Benedikt Wirth -- AG Mathematische Optimierung
      Inverse Problems, Mathematical Materials Science, Pattern Formation, Shape Spaces, Numerical Analysis in Nonlinear Spaces

Prof. Dr. Heiko Wagner -- The Wagner Lab
     Bewegungswissenschaft, experimentelle und analytische Methoden der Biomechanik, nichtlineare Dynamik


 

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Experimental Nonlinear Science 

Prof. Dr. Björn Braunschweig -- AK Braunschweig
       Nonlinear Optical Spectroscopy, Dynamic Soft Matter Materials, Switchable Interfaces

Dr. Jörg Imbrock
       Nonlinear Photonics

Prof. Dr. Heiko Wagner -- The Wagner Lab
     Bewegungswissenschaft, experimentelle und analytische Methoden der Biomechanik, nichtlineare Dynamik