Spectrally–Stabilised Physics–Informed Neural Networks for Micromechanical Property Prediction in Short-Fiber Additive Manufacturing: A Surrogate Modeling Framework with Polynomial Multiplicative Attention & Cyclic Spectral Scheduling
Fields of Study & Subjects
Model Reduction and Neural Networks
Machine Learning in Materials Science
Composite Material Mechanics
Publication details
- Journal / source
- SSRN Electronic Journal
- Publication date
- 1 January 2026
- Language
- EN
- Document type
- Preprint