Machine intelligence in metamaterials design: a review
Abstract Machine intelligence continues to rise in popularity as an aid to the design and
discovery of novel metamaterials. The properties of metamaterials are essentially …
discovery of novel metamaterials. The properties of metamaterials are essentially …
IH-GAN: A conditional generative model for implicit surface-based inverse design of cellular structures
Variable-density cellular structures can overcome connectivity and manufacturability issues
of topologically optimized structures, particularly those represented as discrete density …
of topologically optimized structures, particularly those represented as discrete density …
Exploring the structure-property relations of thin-walled, 2D extruded lattices using neural networks
This paper investigates the structure–property relations of thin-walled lattices, characterized
by their cross-sections and heights, under dynamic longitudinal compression. These …
by their cross-sections and heights, under dynamic longitudinal compression. These …
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 …
Hierarchical combinatorial design and optimization of non-periodic metamaterial structures
As advanced manufacturing techniques like additive manufacturing have enabled the
fabrication of complex geometries, it is worthwhile to explore potential techniques that can …
fabrication of complex geometries, it is worthwhile to explore potential techniques that can …
Generative design of conformal cubic periodic cellular structures using a surrogate model-based optimisation scheme
Cellular structures (CSs) exhibit unique combinations of physical properties, including low
weight, high structural strength, and substantial energy absorption, which could be useful in …
weight, high structural strength, and substantial energy absorption, which could be useful in …
Design and Optimization of Quasi-Periodic Volumetric Microstructures by Aperiodic Tiling and Implicit Function
Materials with intricate microstructures exhibit unique properties, including a large surface
area and a highly distributed load path. This makes them very effective in engineering …
area and a highly distributed load path. This makes them very effective in engineering …
Data-Driven and Diversity-Enhanced Design of Heterogeneous Multiscale Structures
YC Chan - 2022 - search.proquest.com
The advent of metamaterials—hierarchical structures that manifest properties beyond those
found in nature through geometry rather than material composition—inspired new …
found in nature through geometry rather than material composition—inspired new …
Machine Intelligence in Metamaterials Design
G Cerniauskas, H Sadia, P Alam - 2023 - research.ed.ac.uk
Machine intelligence continues to rise in popularity as an aid to the design and discovery of
novel metamaterials. The properties of metamaterials are essentially controllable via their …
novel metamaterials. The properties of metamaterials are essentially controllable via their …
METASET: An automated data selection method for scalable data-driven design of metamaterials
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 …