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

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Authors: Abdul Rahman Aravind, Ramoju Veera Bhadra Subrahman Raghavamsi
Cited by: 0
References: 45

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