Kalina, Karl A.

1. Viscoelasticty with physics-augmented neural networks: Model formulation and training methods without prescribed internal variables
   2024/01/25 by Max Rosenkranz, Rosenkranz, Max, Karl A. Kalina +7 · 9 citations
   Physics and Astronomy · Engineering · #Model Reduction and Neural Networks #Elasticity and Material Modeling #Non-Destructive Testing Techniques
2. Neural networks meet anisotropic hyperelasticity: A framework based on generalized structure tensors and isotropic tensor functions
   2024/10/04 by Karl A. Kalina, Jörg Brummund, Kalina, Karl A. +5 · 10 citations
   Engineering · #Computational Engineering #Elasticity and Material Modeling #FOS: Computer and information sciences #Finance #and Science (cs.CE)
3. Neural network-based multiscale modeling of finite strain magneto-elasticity with relaxed convexity criteria
   2023/08/30 by Karl A. Kalina, Kalina, Karl A., Philipp Gebhart +9 · 6 citations
   Computer Science · Engineering · #Advanced Mathematical Modeling in Engineering #Advanced Numerical Methods in Computational Mathematics #Composite Material Mechanics #Computational Engineering #FOS: Computer and information sciences #Finance #and Science (cs.CE)
4. Inverse design of anisotropic microstructures using physics-augmented neural networks
   2024/12/17 by Asghar Jadoon, Jadoon, Asghar A., Karl A. Kalina +7 · 8 citations
   Engineering · #Topology Optimization in Engineering #Manufacturing Process and Optimization #Laser and Thermal Forming Techniques
5. When invariants matter: The role of I1 and I2 in neural network models of incompressible hyperelasticity
   2025/03/26 by Franz Dammaß, Dammaß, Franz, Karl A. Kalina +3 · 6 citations
   Engineering · #Elasticity and Material Modeling #FOS: Physical sciences #Materials Science (cond-mat.mtrl-sci) #Soft Condensed Matter (cond-mat.soft)
6. Fast reconstruction of microstructures with ellipsoidal inclusions using analytical descriptors
   2023/06/14 by Seibert, Paul, Husert, Markus, Wollner, Maximilian P. +2 · 2 citations
   #FOS: Physical sciences #Materials Science (cond-mat.mtrl-sci)
7. A dual-stage constitutive modeling framework based on finite strain data-driven identification and physics-augmented neural networks
   2025/04/21 by Lennart Linden, Linden, Lennart, Karl A. Kalina +6 · 2 citations
   Engineering · Medicine · #Advanced machining processes and optimization #Computational Engineering #Elasticity and Material Modeling #FOS: Computer and information sciences #Finance #Orthopaedic implants and arthroplasty #and Science (cs.CE)