[HTML][HTML] Inverse design of 3D cellular materials with physics-guided machine learning

M Abu-Mualla, J Huang - Materials & Design, 2023 - Elsevier
This paper investigates the feasibility of data-driven methods in automating the engineering
design process, specifically studying inverse design of cellular mechanical metamaterials …

[HTML][HTML] High stiffness topology optimised lattice structures with increased toughness by porosity constraints

S Daynes - Materials & Design, 2023 - Elsevier
The stiffness and toughness of topology optimised structures containing lattices under three-
point bending is studied. A porosity constraint is introduced to control the proportion of lattice …

Mechanical profile of smooth cellular materials

S Rastegarzadeh, S Muthusamy… - Journal of …, 2023 - asmedigitalcollection.asme.org
Cellular materials are critical elements for mechanical metamaterials design and fabrication.
Tailoring the internal cellular material structural pattern can achieve a much broader range …

Two-scale topology optimization with isotropic and orthotropic microstructures

S Rastegarzadeh, J Wang, J Huang - Designs, 2022 - mdpi.com
Advances in additive manufacturing enable the fabrication of complex structures with
intricate geometric details, which bring opportunities for high-resolution structure design and …

A Novel Connectivity Index for Microstructures Imperfection Detection and Rectification in a Multiscale Structure Design

S Rastegarzadeh, J Huang - Journal of …, 2025 - asmedigitalcollection.asme.org
Inspired by natural designs, microstructures exhibit remarkable properties, which drive
interest in creating metamaterials with extraordinary traits. However, imperfections within …

A Multi-Sized Unit Cell Method for the Design of LPBF Lattice Support Structures Concerning Complex Geometries

L White, G Zhang, J Seo… - Journal of …, 2024 - asmedigitalcollection.asme.org
Laser powder bed fusion (LPBF) enables the fabrication of metal parts with complex
geometries containing features unattainable by traditional manufacturing approaches [1]. To …

Design and Optimization of Quasi-Periodic Volumetric Microstructures by Aperiodic Tiling and Implicit Function

J Wang, R Rai - International Design Engineering …, 2023 - asmedigitalcollection.asme.org
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 …

Mechanical profile and 3d printability of cellular structures

S Rastegarzadeh, S Muthusamy… - International …, 2022 - asmedigitalcollection.asme.org
Microstructures are critical elements for mechanical metamaterials design and fabrication.
Tailoring the internal microscale structural pattern can achieve a much broader range of bulk …

Aperiodicity in Cellular Materials: A Multiscale Analysis of Mechanical Behavior

IER Chavez - 2024 - search.proquest.com
The ongoing progress in additive manufacturing technologies goes hand in hand with a
growth in design freedom. The ability to generate more complex and multifunctional parts …

Advanced Machine Learning for Surrogate Modeling in Complex Engineering Systems

CH Lee - 2023 - vtechworks.lib.vt.edu
Surrogate models are indispensable in the analysis of engineering systems. The quality of
surrogate models is determined by the data quality and the model class but achieving a high …