Causality-enhanced and symmetry-preserving PINNs for damped elastodynamic PDEs

Muhammad Israr, Shahbaz Ahmad, F. D. Zaman, Iftikhar Ali

Open source

DOI: 10.1371/journal.pone.0360636
Published: 2026-10-27
Container: PLOS One
Publisher: Public Library of Science (PLoS)
Open access: unknown

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Cite this work

BibTeX

@article{allodium:10.1371/journal.pone.0360636,
  title = {Causality-enhanced and symmetry-preserving PINNs for damped elastodynamic PDEs},
  author = {Muhammad Israr and Shahbaz Ahmad and F. D. Zaman and Iftikhar Ali},
  year = {2026},
  journal = {PLOS One},
  doi = {10.1371/journal.pone.0360636},
  url = {https://doi.org/10.1371/journal.pone.0360636}
}

RIS

TY  - JOUR
TI  - Causality-enhanced and symmetry-preserving PINNs for damped elastodynamic PDEs
AU  - Muhammad Israr
AU  - Shahbaz Ahmad
AU  - F. D. Zaman
AU  - Iftikhar Ali
PY  - 2026
JO  - PLOS One
DO  - 10.1371/journal.pone.0360636
UR  - https://doi.org/10.1371/journal.pone.0360636
ER  -

APA

Israr, M., Ahmad, S., Zaman, F. D., & Ali, I. (2026). Causality-enhanced and symmetry-preserving PINNs for damped elastodynamic PDEs. PLOS One. https://doi.org/10.1371/journal.pone.0360636

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crossref · retrieved 2026-11-10T10:10:46.732Z