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Challenges and status on design and computation for emerging additive manufacturing technologies
The revolution of additive manufacturing (AM) has led to many opportunities in fabricating
complex and novel products. The increase of printable materials and the emergence of …
complex and novel products. The increase of printable materials and the emergence of …
[HTML][HTML] Online distortion simulation using generative machine learning models: A step toward digital twin of metallic additive manufacturing
In the era of Industry 4.0 and smart manufacturing, Wire Arc Additive Manufacturing (WAAM)
stands at the forefront, driving a paradigm shift towards automated, digitalized production …
stands at the forefront, driving a paradigm shift towards automated, digitalized production …
Quasi-newton methods for real-time simulation of hyperelastic materials
We present a new method for real-time physics-based simulation supporting many different
types of hyperelastic materials. Previous methods such as Position-Based or Projective …
types of hyperelastic materials. Previous methods such as Position-Based or Projective …
Latent‐space dynamics for reduced deformable simulation
We propose the first reduced model simulation framework for deformable solid dynamics
using autoencoder neural networks. We provide a data‐driven approach to generating …
using autoencoder neural networks. We provide a data‐driven approach to generating …
Deep learned finite elements
In this paper, we propose a method that employs deep learning, an artificial intelligence
technique, to generate stiffness matrices of finite elements. The proposed method is used to …
technique, to generate stiffness matrices of finite elements. The proposed method is used to …
Mechanical characterization of structured sheet materials
We propose a comprehensive approach to characterizing the mechanical properties of
structured sheet materials, ie, planar rod networks whose mechanics and aesthetics are …
structured sheet materials, ie, planar rod networks whose mechanics and aesthetics are …
[PDF][PDF] Homogenized yarn-level cloth.
In this section, we derive the analytic expression for the computation of the rotation matrix R
from Section 4.2 of our main paper, and we summarize how to compute the micro …
from Section 4.2 of our main paper, and we summarize how to compute the micro …
Computational design of flexible planar microstructures
Mechanical metamaterials enable customizing the elastic properties of physical objects by
altering their fine-scale structure. A broad gamut of effective material properties can be …
altering their fine-scale structure. A broad gamut of effective material properties can be …
Real2sim: Visco-elastic parameter estimation from dynamic motion
This paper presents a method for optimizing visco-elastic material parameters of a finite
element simulation to best approximate the dynamic motion of real-world soft objects. We …
element simulation to best approximate the dynamic motion of real-world soft objects. We …
METASET: Exploring shape and property spaces for data-driven metamaterials design
Data-driven design of mechanical metamaterials is an increasingly popular method to
combat costly physical simulations and immense, often intractable, geometrical design …
combat costly physical simulations and immense, often intractable, geometrical design …