Freeform Lattice Structure Optimization via Generative Design: Enhanced Isotropy and Stress Delocalization

Lattice structures can enhance mechanical properties while minimizing mass, but often face challenges from inefficient material distribution and stress concentrations. Here, a generative design method is used to create freeform lattices that resemble biological structures. This approach is found to provide less constrained material redistribution, allowing the reduction of stress concentrations embedded in conventional designs. Three lattice types are optimized and compared: the bending‐dominated body‐centered cubic (BCC) lattice, the stretching‐dominated simple cubic lattice, and a directional, water‐lily‐inspired lattice. Compression testing reveals improvements in stiffness, strength, and energy absorption in all three lattice types at sufficiently high relative density. Interestingly, all optimized structures display a marked reduction in anisotropy, with an optimized BCC lattice exhibiting isotropic elasticity. This study shows how generative design can emulate the organic forms of nature to create lattices with superior properties, offering new pathways for lightweight, high‐performance structures.

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Publication Details

Journal
Advanced Engineering Materials
Published
2025-11-07
DOI
https://doi.org/10.1002/adem.202501559
Primary Topic
Cellular and Composite Structures
Type
article
Field-Weighted Citation Impact
0.00
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article

Freeform Lattice Structure Optimization via Generative Design: Enhanced Isotropy and Stress Delocalization

Grace X. Gu, David Sun, Kyle Woody, Brennan Birn
Advanced Engineering Materials
Cellular and Composite Structures
article

Freeform Lattice Structure Optimization via Generative Design: Enhanced Isotropy and Stress Delocalization

Grace X. Gu, David Sun, Kyle Woody, Brennan Birn
article en

Abstract

Lattice structures can enhance mechanical properties while minimizing mass, but often face challenges from inefficient material distribution and stress concentrations. Here, a generative design method is used to create freeform lattices that resemble biological structures. This approach is found to provide less constrained material redistribution, allowing the reduction of stress concentrations embedded in conventional designs. Three lattice types are optimized and compared: the bending‐dominated body‐centered cubic (BCC) lattice, the stretching‐dominated simple cubic lattice, and a directional, water‐lily‐inspired lattice. Compression testing reveals improvements in stiffness, strength, and energy absorption in all three lattice types at sufficiently high relative density. Interestingly, all optimized structures display a marked reduction in anisotropy, with an optimized BCC lattice exhibiting isotropic elasticity. This study shows how generative design can emulate the organic forms of nature to create lattices with superior properties, offering new pathways for lightweight, high‐performance structures.

Advanced Engineering MaterialsVol. 27(23)
University of California, Berkeley (US)
Openalex Percentile: Top 66%
Cellular and Composite Structures
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