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Exploiting nonlinearities through geometric engineering to enhance the auxetic behaviour in re-entrant honeycomb metamaterials.
Sci Rep. 2023 Nov 27;13(1):20915. doi: 10.1038/s41598-023-47525-7.
Sci Rep. 2023.
PMID: 38016976
Free PMC article.
A generalised deep learning-based surrogate model for homogenisation utilising material property encoding and physics-based bounds.
Nakka R, Harursampath D, Ponnusami SA.
Nakka R, et al. Among authors: ponnusami sa.
Sci Rep. 2023 Jun 5;13(1):9079. doi: 10.1038/s41598-023-34823-3.
Sci Rep. 2023.
PMID: 37277405
Free PMC article.
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Predictions of the mechanical properties of unidirectional fibre composites by supervised machine learning.
Pathan MV, Ponnusami SA, Pathan J, Pitisongsawat R, Erice B, Petrinic N, Tagarielli VL.
Pathan MV, et al. Among authors: ponnusami sa.
Sci Rep. 2019 Sep 27;9(1):13964. doi: 10.1038/s41598-019-50144-w.
Sci Rep. 2019.
PMID: 31562346
Free PMC article.
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