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Fukun Xia

Swinburne University of Technology

Cnr Wakefield and William Streets, Hawthorn Victor

3122 Victoria, 3122

Australia

SCHOLARLY PAPERS

3

DOWNLOADS

118

TOTAL CITATIONS

0

Scholarly Papers (3)

1.

Predicting Deformation and Stress-Strain Behaviour of Lattice Truss Structures Under Compression Using Dual Graph Neural Network

Composite Structures, volume 372, 2025[10.1016/j.compstruct.2025.119557]
Number of pages: 36 Posted: 05 Feb 2025 Last Revised: 20 Nov 2025
Swinburne University of Technology, Monash University, Swinburne University of Technology, affiliation not provided to SSRN, Swinburne University of Technology and Swinburne University of Technology
Downloads 91 (742,061)

Abstract:

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Lattice truss structure, Graph neural network, Deep Learning, Compression, Deformation

2.

Predicting Kresling Origami Mechanics under Compression Using Simplicial Neural Network

Number of pages: 33 Posted: 27 May 2026
Swinburne University of Technology, Swinburne University of Technology, Monash University, Swinburne University of Technology and Southern University of Science and Technology
Downloads 19 (1,561,096)

Abstract:

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Kresling origami, Simplicial neural network (SNN), structural mechanics, Computational modelling, Geometric scaling law

3.

Crashworthiness of novel hierarchical multi-cell sandwich circular tubes under axial crushing

Number of pages: 46 Posted: 11 Jun 2026
Swinburne University of Technology, Lanzhou University of Technology, Lanzhou University of Technology, Swinburne University of Technology and Swinburne University of Technology
Downloads 8

Abstract:

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Multi-cell structure, Sandwich tube, Energy absorption, Bio-inspired, Crashworthiness