BIOENGINEER

Machine Learning Meets Ballistics: Predicting How PEEK Plates Deflect High-Speed Impacts

Researchers combined ballistic experiments, finite element modeling, and a neural network to predict how PEEK plates fail ...
Nature

Biomechanical Analysis and Modeling articles from across Nature Portfolio

Physics-Informed Neural Networks (PINNs) have recently emerged as powerful tools for solving partial differential equations (PDEs), with the Deep Energy Method (DEM) proving especially effective in ...
BIOENGINEER

New Hybrid Model Predicts How Carbon Fiber Composites Weaken as Temperatures Climb

Researchers in India have combined tensile testing, finite element simulation, and Arrhenius kinetic modeling to predict how ...
Engineering

What’s the difference between FEA, CFD and MBD in engineering simulation?

Finite element analysis, computational fluid dynamics, and multibody dynamics are among the most common simulation techniques. Simulation techniques apply one or more discretization methods to solve ...