hypernetwork 1microstructure optimization 1multiscale modeling 1mycelium composites 1surrogate modeling 1
From the 1 of 3 linked papers with an AI index.
3 papers
cs.LG2026
Microstructure-Conditioned Surrogate Models for Graded Multiscale Optimization of Mycelium Composites
J. Storm, I. B. C. M. Rocha, S. Schyck +2
The paper introduces a hypernetwork‑conditioned surrogate model that predicts the mechanical behavior of mycelium‑woodchip composites across varying microstructures, enabling effic…
cond-mat.dis-nn2025
Uncertainty Quantification in Multiscale Modeling of Polymer Composite Materials Using Physically Recurrent Neural Networks
N. Kovács, I. B. C. M. Rocha, F. P. van der Meer +2
This study investigates whether Physically Recurrent Neural Networks (PRNNs), a recent surrogate model for heterogeneous materials, trained on a micromodel with fixed material para…
math.NA2025
Surrogate-based multiscale analysis of experiments on thermoplastic composites under off-axis loading
M. A. Maia, I. B. C. M. Rocha, D. KovaÄeviÄ +1
In this paper, we present a surrogate-based multiscale approach to model constant strain-rate and creep experiments on unidirectional thermoplastic composites under off-axis loadin…