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Phillip J. Crothers

affiliation not provided to SSRN

  • affiliation not provided to SSRN

SCHOLARLY PAPERS

2

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25

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0

Scholarly Papers (2)

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1.

Recovering Transferable Material Behaviour in Composite Fabrics via Force-Aware Differentiable Simulation

Number of pages: 22 Posted: 11 Apr 2026
Nicholas Ganci, Jonathan Dunlop, Phillip J. Crothers, Karlgren Lai, Nayeem Chowdhury, Stuart Bateman, Alireza Bab-Hadiashar and Ruwan Tennakoon
affiliation not provided to SSRN, affiliation not provided to SSRN, affiliation not provided to SSRN, affiliation not provided to SSRN, affiliation not provided to SSRN, Royal Melbourne Institute of Technology (RMIT University), Royal Melbourne Institute of Technology (RMIT University) and Royal Melbourne Institute of Technology (RMIT University)
Downloads 16 (1,491,251)

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Composite Fabric, Differentiable Simulation, Forming, Real-to-Sim

2.

Small-World Graph Augmentation for Learned Mesh-Based Simulation of Anisotropic Fabrics

Number of pages: 33 Posted: 20 May 2026
Jonathan Dunlop, Nicholas Ganci, Phillip J. Crothers, Karlgren Lai, Nayeem Chowdhury, Stuart Bateman, Alireza Bab-Hadiashar and Ruwan Tennakoon
affiliation not provided to SSRN, affiliation not provided to SSRN, affiliation not provided to SSRN, affiliation not provided to SSRN, affiliation not provided to SSRN, Royal Melbourne Institute of Technology (RMIT University), Royal Melbourne Institute of Technology (RMIT University) and Royal Melbourne Institute of Technology (RMIT University)
Downloads 9 (1,555,090)

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Graph neural networks, Fabric simulation, Small-world networks, Learned surrogates, Composite manufacturing