The Neural Particle Method - An Updated Lagrangian Physics Informed Neural Network for Computational Fluid Dynamics. - Henning Wessels; Christian Weißenfels; Peter Wriggers (CoRR, 2020)

Physics informed neural networks for continuum micromechanics. - Alexander Henkes; Henning Wessels; Rolf Mahnken (CoRR, 2021)

Three-dimensional microstructure generation using generative adversarial neural networks in the context of continuum micromechanics. - Alexander Henkes; Henning Wessels (CoRR, 2022)

Spiking neural networks for nonlinear regression. - Alexander Henkes; Jason K. Eshraghian; Henning Wessels (CoRR, 2022)

Physics-Informed Neural Networks for Material Model Calibration from Full-Field Displacement Data. - David Anton; Henning Wessels (CoRR, 2022)

Inferring Displacement Fields from Sparse Measurements Using the Statistical Finite Element Method. - Vahab B. Narouie; Henning Wessels; Ulrich Römer (CoRR, 2022)

Model order reduction for transient coupled diffusion-deformation of hydrogels. - Gopal Agarwal; Jorge-Humberto Urrea-Quintero; Henning Wessels; Thomas Wick (CoRR, 2024)

Reduced and All-at-Once Approaches for Model Calibration and Discovery in Computational Solid Mechanics. - Ulrich Römer; Stefan Hartmann; Jendrik-Alexander Tröger; David Anton; Henning Wessels; Moritz Flaschel; Laura De Lorenzis (CoRR, 2024)

Mechanical State Estimation with a Polynomial-Chaos-Based Statistical Finite Element Method. - Vahab B. Narouie; Henning Wessels; Fehmi Cirak; Ulrich Römer (CoRR, 2024)

Generative adversarial networks enable outlier detection and property monitoring for additive manufacturing of complex structures. - Alexander Henkes; Leon Herrmann; Henning Wessels; Stefan Kollmannsberger (Eng. Appl. Artif. Intell., 2024)

Drivetrain simulation using variational autoencoders. - Pallavi Sharma; Jorge-Humberto Urrea-Quintero; Bogdan Bogdan; Adrian-Dumitru Ciotec; Laura Vasilie; Henning Wessels; Matteo Skull (CoRR, 2025)

Physics-Informed Surrogates for Temperature Prediction of Multi-Tracks in Laser Powder Bed Fusion. - Hesameddin Safari; Henning Wessels (CoRR, 2025)

Deterministic and statistical calibration of constitutive models from full-field data with parametric physics-informed neural networks. - David Anton; Jendrik-Alexander Tröger; Henning Wessels; Ulrich Römer; Alexander Henkes; Stefan Hartmann (Adv. Model. Simul. Eng. Sci., 2025)