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Long short-term memory networks as emulators for finite element models of nonlinear structural dynamic systems: part 1—methodology and description of application examples

Crossref DOI link: https://doi.org/10.1007/s00158-026-04250-9

Published Online: 2026-03-28

Published Print: 2026-04

Update policy: https://doi.org/10.1007/springer_crossmark_policy

Authors

Coulibaly, Abdoul Aziz Sandotin

Hu, Zhen

Conte, Joel P. https://orcid.org/0000-0003-2068-7965
Funding

Funding for this research was provided by:

Eric and Johanna Reissner Chair in the Department of Structural Engineering at UC San Diego

USACE Engineer Research and Development Center (W9132T-22–2-0014)
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Text and Data Mining valid from 2026-03-28

Version of Record valid from 2026-03-28
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Article History

Received: 1 August 2025

Revised: 15 December 2025

Accepted: 3 January 2026

First Online: 28 March 2026

Declarations

:

: The authors declare that they have no financial, personal, or other conflicts of interest that could have influenced the results or interpretations presented in this work.

: Comprehensive derivations and methodological procedures are provided in the manuscript and Supplementary Material to ensure full reproducibility of the results.

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