Markus Hillgärtner

Constitutive artificial neural networks: A fast and general approach to predictive data-driven constitutive modeling by deep learning

Kevin Linka, Markus Hillgärtner, Kian P. Abdolazizi et al. · Journal of Computational Physics · 2020 · 274 citations · Full text

Artificial Intelligence, Convolutional Neural Network, Engineering +28

Fabrication of homogeneously cross-linked, functional alginate microcapsules validated by NMR-, CLSM- and AFM-imaging

Heiko Zimmermann, Markus Hillgärtner, B. Manz et al. · Biomaterials · 2003 · 91 citations

Materials Science, Biofunctional Material, Functional Alginate Microcapsules +6

A Novel Class of Amitogenic Alginate Microcapsules for Long‐Term Immunoisolated Transplantation

U. Zimmermann, F. Thürmer, Anette Jork et al. · Annals of the New York Academy of Sciences · 2001 · 87 citations

Automatic generation of interpretable hyperelastic material models by symbolic regression

Rasul Abdusalamov, Markus Hillgärtner, Mikhail Itskov · International Journal for Numerical Methods in Engineering · 2023 · 42 citations · Full text

Engineering, Machine Learning, Symbolic Data Analysis +29

Computational design of biopolymer aerogels and predictive modelling of their nanostructure and mechanical behaviour

Rajesh Chandrasekaran, Markus Hillgärtner, Kathirvel Ganesan et al. · Scientific Reports · 2021 · 36 citations · Full text