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Inverse design of 3D cellular materials with physics-guided machine learning
This paper investigates the feasibility of data-driven methods in automating the engineering
design process, specifically studying inverse design of cellular mechanical metamaterials …
design process, specifically studying inverse design of cellular mechanical metamaterials …
New families of triply periodic minimal surface-like shell lattices
Triply periodic minimal surface (TPMS)-based shell lattices are increasingly recognized for
their exceptional geometric and mechanical attributes. Their open-cell configuration further …
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 …
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 …
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 …
manufactured products was investigated. When carrying out a lightweight design …
Cut‐Cell Microstructures for Two‐scale Structural Optimization
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 …
broad range of effective material parameters, is widely used in many fabrication applications …
Design of Spatially Varying Orientation Lattice Structures Using Triply Periodic Minimal
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 …
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 …
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 …
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
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 …
that are described by triply periodic minimal surface (TPMS). Tunable parameters that define …