Overview and details of the sessions of this conference. Please select a date or location to show only sessions at that day or location. Please select a single session for detailed view (with abstracts and downloads if available).
A neural network-based ensemble filter for non-linear data assimilation
T.-V. Hoang1, H. G. Matthies2, S. Krumscheid1, T. Raul1
1Chair of Mathematics for Uncertainty Quantification, Department of Mathematics, RWTH-Aachen University; 2Institute for Scientific Computing, Technische Universität Braunschweig
8:50am - 9:10am
Constitutive artificial neural networks: a general anisotropic constitutive modeling framework utilizing machine learning
M. Hillgärtner1, K. Linka2, K. P. Abdolazizi1,2, R. C. Aydin3, M. Itskov1, C. J. Cyron2,3
1RWTH Aachen University, Germany; 2Hamburg University of Technology; 3Helmholtz-Zentrum Geesthacht
9:10am - 9:30am
Physics informed neural networks for homogenization of complex microstructures
A. Henkes1, H. Wessels2, R. Mahnken1
1Chair of Engineering Mechanics, University of Paderborn; 2Institute of Continuum Mechanics, Leibniz University Hannover
9:30am - 9:50am
Chance-constrained optimal control of a gas-to-power system
K. Lux1, S. Göttlich2, O. Kolb2
1Technical University of Munich, Germany; 2University of Mannheim, Germany
9:50am - 10:10am
Influence of geometrical variation on mechanical properties of fibrous paper materials: a multivariate regression analysis
