2 papers
cs.CE2024
A probabilistic reduced-order modeling framework for patient-specific cardio-mechanical analysis
Robin Willems, Peter Förster, Sebastian Schöps +2
Cardio-mechanical models can be used to support clinical decision-making. Unfortunately, the substantial computational effort involved in many cardiac models hinders their applicat…
cs.CE2024
Towards a Real-Time Simulation of Elastoplastic Deformation Using Multi-Task Neural Networks
Ruben Schmeitz, Joris Remmers, Olga Mula +1
This study introduces a surrogate modeling framework merging proper orthogonal decomposition, long short-term memory networks, and multi-task learning, to accurately predict elasto…