hypernetwork 1microstructure optimization 1multiscale modeling 1mycelium composites 1surrogate modeling 1
From the 1 of 2 linked papers with an AI index.
2 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…
math.NA2025
Mixing Data-Driven and Physics-Based Constitutive Models using Uncertainty-Driven Phase Fields
J. Storm, W. Sun, I. B. C. M. Rocha +1
There is a high interest in accelerating multiscale models using data-driven surrogate modeling techniques. Creating a large training dataset encompassing all relevant load scenari…