From the 1 of 4 linked papers with an AI index.
4 papers
Towards end-to-end optimization in multimaterial 3D printing
Xue-Ling Luo, Steven Yang, Jingye Tan +3
The paper introduces an end-to-end computational framework that combines sparsified physics‑augmented neural networks with finite‑element topology optimization to jointly optimize…
The effect of fiber plasticity on domain formation in soft biological composites -- Part II: An imperfection analysis
Dimitris Iordanidis, Fernanda F. Fontenele, Konstantinos Poulios +2
The main objective of this work is to numerically investigate the effect of geometric imperfections on the macroscopic response and domain formation in soft biological composites t…
The effect of fiber plasticity on domain formation in soft biological composites -- Part I: a bifurcation analysis
Michalis Agoras, Fernanda F. Fontenele, Nikolaos Bouklas
The main objective of this work is to shed light on the effect of fiber plasticity on the macroscopic response and domain formation in soft biological composites. This goal is purs…
Physics Augmented Machine Learning Discovery of Composition-Dependent Constitutive Laws for 3D Printed Digital Materials
Steven Yang, Michal Levin, Govinda Anantha Padmanabha +6
Multi-material 3D printing, particularly through polymer jetting, enables the fabrication of digital materials by mixing distinct photopolymers at the micron scale within a single…