Focus Areas and Working Groups
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Machine Learning and Artificial Intelligence

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

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

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

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

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, Medicinal Chemistry

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 -- Workgroup for Numerical Analysis & Scientific Computing
      Numerical Analysis for Partial Differential Equations, Model Reduction for Parametrized Partial Differential Equations, Machine Learning and Scientific Computing, Development and Analysis of Numerical Multiscale Methods, Software Development

Prof. Dr. Heiko Wagner -- The Wagner Lab
     Human Movement Science, Experimental and Analytical Methods of Biomechanics, Non-linear Dynamics

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


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

Prof. Dr. Tilmann Kuhn -- Carrier Dynamics in Nanostructured Systems
     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. Chritsian Seis -- Fluid Dynamics 
     Fluid Dynamics, Mixing, Vortex Dynamics, Singular Limits, Nonlinear Diffusion

Prof. Dr. Heiko Wagner -- The Wagner Lab
     Human Movement Science, Experimental and Analytical Methods of Biomechanics, Non-linear Dynamics


 

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Scientific Computing

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 -- Modelling and Control of Complex Systems
       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 -- Workgroup for Numerical Analysis & Scientific Computing
     Numerical Analysis for Partial Differential Equations, Model Reduction for Parametrized Partial Differential Equations, Machine Learning and Scientific Computing, Development and Analysis of Numerical Multiscale Methods, Software Development

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 -- Selforganisation 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 -- Modelling and Control of Complex Systems
     Modelling of Complex Systems, Time-delayed Systems, Nonlinear Laser Dynamics, Bifurcation Analysis   

Prof. Dr. Mario Ohlberger -- Workgroup for Numerical Analysis & Scientific Computing
     Numerical Analysis for Partial Differential Equations, Model Reduction for Parametrized Partial Differential Equations, Machine Learning and Scientific Computing, Development and Analysis of Numerical Multiscale Methods, Software Development

Prof. Dr. Angela Stevens -- Applied 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 -- Selforganisation and Complexity

Prof. Dr. Benedikt Wirth -- Working Group Mathematical Optimization
      Inverse Problems, Mathematical Materials Science, Pattern Formation, Shape Spaces, Numerical Analysis in Nonlinear Spaces

Prof. Dr. Heiko Wagner -- The Wagner Lab
     Human Movement Science, Experimental and Analytical Methods of Biomechanics, Non-linear Dynamics


 

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Experimental Nonlinear Science 

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

Dr. Jörg Imbrock
       Nonlinear Photonics

Prof. Dr. Heiko Wagner -- The Wagner Lab
     Human Movement Science, Experimental and Analytical Methods of Biomechanics,  Non-linear Dynamics