Electronic Publication/s journal Ronny Ramlau - Lothar Reichel ETNA Special Vol. 56 (2022) 56 ISSN: 1068-9613 ISSN Online: 1068-9613 ISBN-13 Online: 978-3-7001-9165-0 Subject Area: Mathematics, Physics and Space Research refereed - online

Viktor Grimm - Alexander Heinlein - Axel Klawonn - Martin Lanser - Janine Weber
Estimating the time-dependent contact rate of SIR and SEIR models in mathematical epidemiology using physics-informed neural networks page 1
doi: 10.1553/etna_vol56s1
(Abstract) (PDF)

Peter Benner - Pawan Goyal - Jan Heiland - Igor Pontes Duff
Operator inference and physics-informed learning of low-dimensional models for incompressible flows page 28
doi: 10.1553/etna_vol56s28
(Abstract) (PDF)

Martin W. Hess - Annalisa Quaini - Gianluigi Rozza
A comparison of reduced-order modeling approaches using artificial neural networks for PDEs with bifurcating solutions page 52
doi: 10.1553/etna_vol56s52
(Abstract) (PDF)

Sai Manish Reddy Mekarthy - Maryam Hashemitaheri - Harish Cherukuri
A combined finite element and machine learning approach for the prediction of specific cutting forces and maximum tool temperatures in machining page 66
doi: 10.1553/etna_vol56s66
(Abstract) (PDF)

Nils Margenberg - Christian Lessig - Thomas Richter
Structure preservation for the Deep Neural Network Multigrid Solver page 86
doi: 10.1553/etna_vol56s86
(Abstract) (PDF)

Karim Cherifi - Pawan Goyal - Peter Benner
A non-intrusive method to inferring linear port-Hamiltonian realizations using time-domain data page 102
doi: 10.1553/etna_vol56s102
(Abstract) (PDF)

Marius Kurz - Andrea Beck
A machine learning framework for LES closure terms page 117
doi: 10.1553/etna_vol56s117
(Abstract) (PDF)

Markus Pfeil - Thomas Slawig
Approximation of a marine ecosystem model by artificial neural networks page 138
doi: 10.1553/etna_vol56s138
(Abstract) (PDF)

Linyan Gu - Wei Zhang - Jia Liu - Xiao-Chuan Cai
Decomposition and composition of deep convolutional neural networks and training acceleration via sub-network transfer learning page 157
doi: 10.1553/etna_vol56s157
(Abstract) (PDF)

Tak Shing Au Yeung - Eric T. Chung - Simon See
A deep learning based nonlinear upscaling method for transport equations page 187
doi: 10.1553/etna_vol56s187
(Abstract) (PDF)

Jan Sokolowski - Volker Schulz - Hans-Peter Beise - Udo Schroeder
A hybrid objective function for robustness of artificial neural networks-estimation of parameters in a mechanical system page 209
doi: 10.1553/etna_vol56s209
(Abstract) (PDF)

Matthias Eichinger - Alexander Heinlein - Axel Klawonn
Surrogate convolutional neural network models for steady computational fluid dynamics simulations page 235
doi: 10.1553/etna_vol56s235
(Abstract) (PDF)