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.mtrl-sci2026
Towards Engineering Material Neural Networks
Charles de Kergariou, Hortense le Ferrand, Ali Momeni +4
Structures that capture functionality in the form of animate or intelligent machines have the potential to transform modern engineering applications. Animation and embedded intelli…
physics.app-ph2025
Piezoelectric truss metamaterials: data-driven design and additive manufacturing
Saurav Sharma, Satya K. Ammu, Prakash Thakolkaran +3
In the development of active animate materials, electromechanical coupling is highly attractive to realize mechanoresponsive functionality. Piezoelectricity is the most utilized el…