Surrogate models of stress for triply periodic minimal surface lattices

This work formulates compact and efficient surrogates of the stress field for sheet-network, triply periodic minimal surface (TPMS) lattices, which have been gaining popularity due to advancements in additive manufacturing methods. The proposed surrogates can be employed to determine, for example, the largest von Mises or principal stresses in a TPMS lattice as a function of the wall thickness, base material properties, and applied tractions. Therefore, they can be used for the multi-scale analysis and design of porous macro structures made of TPMS lattices with regard to stress-driven criteria. The surrogates circumvent the need to mesh the lattice surface and instead allow the mechanical analysis of the macro structure to be performed using solid finite elements. The construction of the stress surrogates exploits the geometric structure of the TPMS, namely the fact that the unit cell consists of geometric transformations of a single fundamental unit. It is proven that it is only necessary to obtain surrogates for one fundamental unit to compute the stress field for the entire unit cell. Surrogates are developed for multiple types of TPMS lattices. A comparison of the stresses obtained using the surrogates with those obtained using a body-fitted mesh of a compression test specimen made of a TPMS and to published values of strength is presented for validation. To demonstrate the usefulness of the proposed surrogates, they are applied to the stress prediction of a cantilever beam made of a uniform-thickness TPMS and a simply supported beam made of a variable-thickness TPMS. An open-source code that implements the surrogates is made publicly available. • Efficient surrogates of stress field for components made of sheet-network TPMS lattices. • Symmetries of TPMS unit cells exploited to build surrogates based on single fundamental unit. • Shell models of lattice surface lead to additional savings. • Surrogates reasonably predict stress and strength of compression specimen. • Surrogates effectively predict stress of uniform- and variable-thickness TPMS components.

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Publication Details

Journal
Computer Methods in Applied Mechanics and Engineering
Published
2025-06-13
DOI
https://doi.org/10.1016/j.cma.2025.118119
Citations
3
Primary Topic
Advanced Mathematical Modeling in Engineering
Type
article
Field-Weighted Citation Impact
4.51

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article

Surrogate models of stress for triply periodic minimal surface lattices

Guha Manogharan, Julián A. Norato, Lan-Hsuan Huang, Sy Nguyen-Van
3 citations
Computer Methods in Applied Mechanics and Engineering
Advanced Mathematical Modeling in Engineering
4.51
article

Surrogate models of stress for triply periodic minimal surface lattices

Guha Manogharan, Julián A. Norato, Lan-Hsuan Huang, Sy Nguyen-Van
article en
3 citations

Abstract

This work formulates compact and efficient surrogates of the stress field for sheet-network, triply periodic minimal surface (TPMS) lattices, which have been gaining popularity due to advancements in additive manufacturing methods. The proposed surrogates can be employed to determine, for example, the largest von Mises or principal stresses in a TPMS lattice as a function of the wall thickness, base material properties, and applied tractions. Therefore, they can be used for the multi-scale analysis and design of porous macro structures made of TPMS lattices with regard to stress-driven criteria. The surrogates circumvent the need to mesh the lattice surface and instead allow the mechanical analysis of the macro structure to be performed using solid finite elements. The construction of the stress surrogates exploits the geometric structure of the TPMS, namely the fact that the unit cell consists of geometric transformations of a single fundamental unit. It is proven that it is only necessary to obtain surrogates for one fundamental unit to compute the stress field for the entire unit cell. Surrogates are developed for multiple types of TPMS lattices. A comparison of the stresses obtained using the surrogates with those obtained using a body-fitted mesh of a compression test specimen made of a TPMS and to published values of strength is presented for validation. To demonstrate the usefulness of the proposed surrogates, they are applied to the stress prediction of a cantilever beam made of a uniform-thickness TPMS and a simply supported beam made of a variable-thickness TPMS. An open-source code that implements the surrogates is made publicly available. • Efficient surrogates of stress field for components made of sheet-network TPMS lattices. • Symmetries of TPMS unit cells exploited to build surrogates based on single fundamental unit. • Shell models of lattice surface lead to additional savings. • Surrogates reasonably predict stress and strength of compression specimen. • Surrogates effectively predict stress of uniform- and variable-thickness TPMS components.

Computer Methods in Applied Mechanics and EngineeringVol. 444
Pennsylvania State University (US), University of Connecticut (US)
National Science Foundation
Climate action
Openalex Percentile: Top 5%
Advanced Mathematical Modeling in Engineering
4.51
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