Inverse design of nonlinear mechanical metamaterials via video denoising diffusion models
JH Bastek, DM Kochmann - Nature Machine Intelligence, 2023 - nature.com
The accelerated inverse design of complex material properties—such as identifying a
material with a given stress–strain response over a nonlinear deformation path—holds great …
material with a given stress–strain response over a nonlinear deformation path—holds great …
Ultrafast shape‐reconfigurable chiral mechanical metamaterial based on prestressed bistable shells
Y Liu, F Pan, F Xiong, Y Wei, Y Ruan… - Advanced Functional …, 2023 - Wiley Online Library
Fast shape‐reconfiguration with large morphing amplitude is crucial for intelligent
materials/structures that require tunable functions and adaptivity to different environments …
materials/structures that require tunable functions and adaptivity to different environments …
JAX-FEM: A differentiable GPU-accelerated 3D finite element solver for automatic inverse design and mechanistic data science
This paper introduces JAX-FEM, an open-source differentiable finite element method (FEM)
library. Constructed on top of Google JAX, a rising machine learning library focusing on high …
library. Constructed on top of Google JAX, a rising machine learning library focusing on high …
Isogeometric shape optimization for widening band gaps of periodic composite plates
This paper presents an isogeometric shape optimization methodology to widen the band
gap of periodic composite plates by smoothly optimizing its thickness profile. To save the …
gap of periodic composite plates by smoothly optimizing its thickness profile. To save the …
Nonlinear shape optimization of flexible mechanical metamaterials
E Medina, CH Rycroft, K Bertoldi - Extreme Mechanics Letters, 2023 - Elsevier
Shape optimization is used to design flexible mechanical metamaterials. We employ the
higher-order moving-mesh method to arbitrarily parameterize the geometries and tune their …
higher-order moving-mesh method to arbitrarily parameterize the geometries and tune their …
[HTML][HTML] Exploring VAE-driven implicit parametric unit cells for multiscale topology optimization
The simulation and optimization of metamaterial, known for their engineered properties in
various applications, encounter intricate challenges due to complex microstructure …
various applications, encounter intricate challenges due to complex microstructure …
An optimization-based approach to tailor the mechanical response of soft metamaterials undergoing rate-dependent instabilities
An optimization-based design framework is proposed to tune the response of soft
metamaterials involving both geometric instabilities and nonlinear viscoelastic material …
metamaterials involving both geometric instabilities and nonlinear viscoelastic material …
Navigating the landscape of nonlinear mechanical metamaterials for advanced programmability
We consider a flexible mechanical metamaterial comprising an elastomeric matrix with an
embedded square array of circular holes. First, we use the deflated continuation technique …
embedded square array of circular holes. First, we use the deflated continuation technique …
[HTML][HTML] Inverse design of mechanical metamaterial achieving a prescribed constitutive curve
Besides exhibiting excellent capabilities such as energy absorption, phase-transforming
metamaterials offer a vast design space for achieving nonlinear constitutive relations. This is …
metamaterials offer a vast design space for achieving nonlinear constitutive relations. This is …
Maximizing band gaps of single-phase phononic plates: Isogeometric optimal approach and 3D printing experimental validation
This work presents an effective isogeometric shape optimization approach for finding and
widening the phononic band gaps of single-phase Mindlin plate structures. As the single …
widening the phononic band gaps of single-phase Mindlin plate structures. As the single …