Evidence map›Paper›PMID 41611782›Full record

ArticleScientific reports2026

Orientation driven design and mechanical optimization of gyroid TPMS lattice structures.

Mohamed S El-Asfoury, Nehal E El-Bedwehy, Mostafa Shazly, Ahmed Elkaseer

Abstract read
In one paragraph

Article in Scientific reports, 2026. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 3 papers.

0numbers the graph read from it
0cells of the map it votes in
3citing papers in PubMed
–field-weighted citation impact
1 · What the graph read from it

What it found

Each row is one number read from the abstract, on the scale the paper reported it, with its interval. Left of the dashed line favours the treatment, right favours the comparator. Under each row is the sentence it came from. New to these charts? A ten-minute tutorial.

The abstract states no effect estimate the extractor could read, or names no intervention and outcome on the map, so this paper lights no cell and moves no belief. It is still indexed, cited and linked below.

2 · The registry

The trial behind it

Trials whose registry record cites this paper, or whose number appears in the abstract. A trial that started after this paper was published is citing it as background, not reporting it.

Neither the registry nor the abstract names a trial number. If this is a trial report, that itself is worth knowing.

3 · Its place in the literature

Who cites it

3 citing papers in PubMed.

  1. Article
  2. Review
  3. Article
4 · The record

Corrections and comments

PubMed lists nothing against this paper. Absence here is not a guarantee, only a check that was made.

5 · Who and what money

Authors and funding

4 authors.

Mohamed S El-AsfouryProduction Engineering and Mechanical Design Department, Faculty of Engineering, Port Said University, Port Fouad, 42526, Port Said, Egypt.
Nehal E El-BedwehyProduction Engineering and Mechanical Design Department, Faculty of Engineering, Port Said University, Port Fouad, 42526, Port Said, Egypt.
Mostafa ShazlyMechanical Engineering Department, Faculty of Engineering, The British University in Egypt, El-Sherouk City, 11837, Cairo, Egypt.
Ahmed ElkaseerProduction Engineering and Mechanical Design Department, Faculty of Engineering, Port Said University, Port Fouad, 42526, Port Said, Egypt. ahmed.elkaseer@bue.edu.eg.

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

Triply Periodic Minimal Surface (TPMS) lattice structures, particularly Gyroid morphologies, are gaining attention for their high specific strength, energy absorption, and geometric adaptability. However, the large body of prior studies has focused on comparing different TPMS topologies or materials, with limited attention to how the build orientation of a single Gyroid structure influences its mechanical behavior. Addressing this gap, this study presents a novel design strategy by systematically varying the build orientation of Gyroid structures fabricated via Fused Filament Fabrication (FFF) using PLA-metal composite. Six models, termed G0 - G5, were created by altering orientation angles relative to the z-axis. Experimental and finite element analyses showed strong agreement and revealed that axially aligned models (G1, G3, G5) achieved significantly higher stiffness, strength, and energy absorption. Homogenization confirmed orientation-dependent anisotropy, and true stress analysis based on CAD-derived cross-sections improved stress accuracy. Increasing wall thickness induced a shift from bending- to stretch- and shear-dominated deformation. Power-law fitting of mechanical properties versus relative density achieved R² > 0.95, validating Gibson-Ashby scaling. These insights support tailored Gyroid designs for crashworthiness, aerospace, automotive and biomedical applications.

Indexed as

Finite element analysis (FEA)Fused filament fabrication (FFF)Gyroid lattice structuresMechanical propertiesStructural orientationTriply periodic minimal surfaces (TPMS)

Identifiers

PMID41611782
PMCPMC12864783

What OpenQuestion holds

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Registered trials

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Read under generation 80e0d062 · epoch 390. Bibliography from PubMed, PubMed Central and OpenAlex; grants from NIH RePORTER; trial links from ClinicalTrials.gov; estimates, votes and beliefs from the OpenQuestion graph.