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Associated Projects

PN 1

PN 1A-1	Open-Source Simulation Data for Validation and Machine Learning
PN 1A-2	Implementation of numerical schemes for river engineering problems in the development environment DUNE
PN 1A-4	Modelling fluid interaction at the interface between porous GDL and gas distributor in a PEM fuel cell
PN 1A-5	Printing Personalised Medicine on Demand (PrintMed)
PN 1A-6	Experimental data driven multi-phase flow simulations

PN 2

PN 2A-1	Validation of recent theories of skeletal muscle contraction: experiments and modelling
PN 2A-2	The Cyber-Physical Twin of the Human Organ
PN 2A-4	Modeling and analysis of synthetic, methylation based, epigenetic gene circuits
PN 2A-5	Statistical methods for data integration into multi-scale models and uncertainty tracking in Systems Medicine of the Liver

PN 3

PN 3A-1	Machine Learning Methods for the Simulation of Physical Systems
PN 3A-2	Data-supported Simulation and Surrogate Modeling of Mechanical Systems
PN 3A-3	Simulation and experimental validation of residual stresses in laser-generated composite materials
PN 3A-4	Materials 4.0
PN 3A-5	AI Software Tools for Materials Development
PN 3A-6	Molecular Transport in Nanoporous Materials
PN 3A-7	Advanced Learning Strategies for Machine Learned Interatomic Potentials
PN 3A-8	Certified Coupled Model Order Reduction (CCMOR)
PN 3A-9	Bottom-up modelling of COF/electrode systems for CO₂ reduction in confinement

PN 5

PN 5A-1	Analysis of Stochastic Partial Differential Equations and their Efficient Simulation
PN 5A-2	Parameter inference of non-linear subsurface flow in geological carbon dioxide storage: development of adaptive Bayesian sparse2 arbitrary multi-resolution polynomial chaos expansion

PN 6

PN 6A-1	Investigation of Chemical Reactivity by Machine Learning Techniques
PN 6A-2	Improving the predictability of interfacial phenomena
PN 6A-3	Advanced learning strategies for potential energy surfaces applied to organic electrolytes
PN 6A-4	Unified diagnostic evaluation of physics-based, data-driven and hybrid hydrological models based on information theory

PN 7

PN 7A-1	Micro Visualizations for Pervasive and Mobile Data Exploration
PN 7A-2	Diagnosis of emotional user states for affect-adaptive systems in safety-critical environments
PN 7A-3	The joint interplay of technology and psychology in creating individualized realities and potential consequences

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