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Stuttgart Center for Simulation Science (SC SimTech)
Cluster of Excellence EXC 2075
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Cluster of Excellence EXC 2075
Organization EXC 2075
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Focus Challenges
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Focus Challenges
FC 1: Advancing and Fusing Multi-X-Models
FC 2: Merging Physics- & Data-Based Modeling
FC 3: Bridging Data-Poor & Data-Rich Regimes
FC 4: Mastering Stochastic Models & Total Uncertainty
FC 5: Heterogeneous & Dynamically Changing Environments
FC 6: Making Simulation & Visualization Pervasive
Junior Research Groups
Statistical Model-Data Integration
Molecular Dynamics
Multiscale Materials Modeling
Many-Body Simulations and Machine Learning
Information Systems
Dynamical Systems
Dynamical Systems
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Molecular Dynamics
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Multiscale Materials Modeling
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Project Networks & Projects
PN 1: Data-Integrated Models and Methods for Multiphase Fluid Dynamics
PN 2: In Silico Models of Coupled Biological Systems
PN 3: Data-Integrated Design of Functional Matter Across Scales
PN 4: Data-Integtrated Control System Design with Guarantee
PN 5: On-the-fly Model Modification, Error Control, and Simulation Adaptivity
PN 6: Machine Learning for Simulation
PN 7: Adaptive Simulation and Interaction
PN 8: Accelerating Simulation by Quantum Computing
Associated Projects
PostDoc Projects
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PN 1: Data-Integrated Models and Methods for Multiphase Fluid Dynamics
Publications
PN 2: In Silico Models of Coupled Biological Systems
Publications
PN 3: Data-Integrated Design of Functional Matter Across Scales
Publications
PN 4: Data-Integtrated Control System Design with Guarantee
Publications
PN 5: On-the-fly Model Modification, Error Control, and Simulation Adaptivity
Publications
PN 6: Machine Learning for Simulation
Publications
PN 7: Adaptive Simulation and Interaction
Publications
PN 8: Accelerating Simulation by Quantum Computing
Publications
PostDoc Projects
A Data-Integrated Simulation Approach for the Cooling Effect of Leaves During Urban Heat Wave
Autonomous driving and passenger injury risk: experiment and simulation (Adires)
Bayesian Intent Prediction for Human-Machine Collaboration
Designing aqueous deep eutectic mixtures by data-integrated simulation
Pro-active suppression of dysfunctional movements during arm motion control
Reflecting on societal and organizational impacts of AI
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Digital Human Model
Next-Generation Virtual Materials Design
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Immersion Lab (formerly Pervasive Lab)
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Cluster of Excellence EXC 2075
Research
Project Networks & Projects
Associated Projects
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
PN 1A-7
Approximation methods for statistical conservation laws of hyperbolically dominated flow
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
PN 2 A-6
P7-Modeling of function-perfusion-deformation interaction on liver lobules and cellular scale based on a bi-scale continuum FEM model
PN 2 A-7
SIMulation supported LIVer Assessment for donor organs (SimLivA) - Continuum-biomechanical modeling for staging of ischemia reperfusion injury during liver transplantation
Completed associated projects
PN 2 A-1
Validation of recent theories of skeletal muscle contraction: experiments and modelling
PN 2 A-2
Effective propulsion in viscoelastic solid by reducing the resis tive force
PN 2 A-4
Modeling and analysis of synthetic, methylation based, epigenetic gene circuits
PN 3
Ongoing associated projects
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 CO
2
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-1
Machine learning methods for the simulation of physical systems
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-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 6 A-1
Investigation of chemical reactivity by machine learning techniques
PN 6 A-2
Improving the predictability of interfacial phenomena
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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