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Associated Projects

PN 1

Ongoing associated projects

PN 1A-2	Implementation of numerical schemes for river engineering problems in the development environment DUNE
PN 1A-6	Experimental data-driven multi-phase flow simulations

Completed associated projects

PN 1A-1	Open-source simulation data for validation and machine learning
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 2

Ongoing associated projets

PN 2 A-5

Statistical methods for data integration into multi-scale models and uncertainty tracking in systems medicine of the liver

Completed associated projects

PN 2 A-1	Validation of recent theories of skeletal muscle contraction: experiments and modelling
PN 2 A-2	The cyber-physical twin of the human organ
PN 2 A-4	Modeling and analysis of synthetic, methylation based, epigenetic gene circuits

PN 3

Ongoing associated projects

PN 3 A-1	Machine learning methods for the simulation of physical systems
PN 3 A-2	Data-supported simulation and surrogate modeling of mechanical systems
PN 3 A-4	Materials 4.0
PN 3 A-6	Molecular transport in nanoporous materials
PN 3 A-7	Advanced learning strategies for machine learned interatomic potentials
PN 3 A-8	Certified coupled model order reduction (CCMOR)
PN 3 A-9	Bottom-up modelling of COF/electrode systems for CO₂ reduction in confinement
PN 3 A-10	Data-driven investigation of three-dimensional instabilities in magneto-active thin films heterogeneously patterned by design

Completed associated projects

PN 3 A-3	Simulation and experimental validation of residual stresses in laser-generated composite materials
PN 3 A-5	AI software tools for materials development

PN 5

Completed associated projects

PN 5 A-1	Uncertainty quantification for random conservation laws with discontinuous flux functions
PN 5 A-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

Ongoing associated projects

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

Completed associated projects

PN 6A-1

Investigation of chemical reactivity by machine learning techniques

PN 7

Ongoing associated projects

PN 7 A-3

The joint interplay of technology and psychology in creating individualized realities and potential consequences

Completed associated projects

PN 7 A-1	Micro visualizations for pervasive and mobile data exploration
PN 7 A-2	Diagnosis of emotional user states for affect-adaptive systems in safety-critical environments

PN 8

Associated ongoing projects

PN 8 A-1

Robust quantum algorithms using Lipschitz bounds

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