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 …

New families of triply periodic minimal surface-like shell lattices

Y Xu, H Pan, R Wang, Q Du, L Lu - Additive Manufacturing, 2023 - Elsevier
Triply periodic minimal surface (TPMS)-based shell lattices are increasingly recognized for
their exceptional geometric and mechanical attributes. Their open-cell configuration further …

Optimization design of multi-scale TPMS lattices based on geometric continuity fusion and strain energy driven

Y Lin, X Wang, Z Liang, D Li, T Liu, W Liao… - Composite Structures, 2025 - Elsevier
Abstract 3D lattice structure is a kind of advanced metamaterial structure with excellent
performance, such as lightweight, high specific strength and stiffness, shock dam**, heat …

Manufacturing Constraints in Topology Optimization for the Direct Manufacturing of Extrusion-Based Additively Manufactured Parts

T Rosnitschek, T Baumann, C Orgeldinger… - Designs, 2023 - mdpi.com
Additive manufacturing is a potentially disruptive technology with a high impact on supply
chains and part design. While generally allowing much higher degrees of freedom in design …

[HTML][HTML] Space Node Topology Optimization Design Considering Anisotropy of Additive Manufacturing

X Wang, F Zhang, Z Weng, X Jiang, R Wang, H Ren… - Applied Sciences, 2022 - mdpi.com
Featured Application In this paper, the anisotropy of the mechanical properties of additively
manufactured products was investigated. When carrying out a lightweight design …

Cut‐Cell Microstructures for Two‐scale Structural Optimization

DC Tozoni, Z Huang, D Panozzo… - Computer Graphics …, 2024 - Wiley Online Library
Two‐scale topology optimization, combined with the design of microstructure families with a
broad range of effective material parameters, is widely used in many fabrication applications …

Design of Spatially Varying Orientation Lattice Structures Using Triply Periodic Minimal

C Wei, DE Smith - 2023 International Solid Freeform Fabrication …, 2023 - par.nsf.gov
Interest continues to grow for lattice structures produced by additive manufacturing methods
that are described by triply periodic minimal surface (TPMS). Tunable parameters that define …

Inverse Design of Mechanical Metamaterials

M Abu-Mualla - 2023 - search.proquest.com
This study explores the use of data-driven approaches for automating the engineering
design process with a focus on the inverse design of mechanical metamaterials, which are …

Multi-Scale Topology Optimization of Lattice Structures Using Machine Learning

J Ibstedt - 2023 - diva-portal.org
This thesis explores using multi-scale topology optimization (TO) by utilizing inverse
homogenization to automate the adjustment of each unit-cell's geometry and placement in a …

Design of Spatially Varying Orientation Lattice Structures Using Triply Periodic Minimal Surfaces

C Wei, DE Smith - 2023 - repositories.lib.utexas.edu
Interest continues to grow for lattice structures produced by additive manufacturing methods
that are described by triply periodic minimal surface (TPMS). Tunable parameters that define …