A Lyapunov-PINN framework for global stability of an SEIR epidemic model with educational interventions.

Ahmad S, Kumar G, Butt AIK, Nuwairan MA

DOI: 10.1038/s41598-026-55477-x
Published: 2026 Jun 6
Container: Scientific reports
Publisher: Not recorded
Open access: yes

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Cite this work

BibTeX

@article{allodium:10.1038/s41598-026-55477-x,
  title = {A Lyapunov-PINN framework for global stability of an SEIR epidemic model with educational interventions.},
  author = {Ahmad S and Kumar G and Butt AIK and Nuwairan MA},
  year = {2026},
  journal = {Scientific reports},
  doi = {10.1038/s41598-026-55477-x},
  url = {https://doi.org/10.1038/s41598-026-55477-x}
}

RIS

TY  - JOUR
TI  - A Lyapunov-PINN framework for global stability of an SEIR epidemic model with educational interventions.
AU  - Ahmad S
AU  - Kumar G
AU  - Butt AIK
AU  - Nuwairan MA
PY  - 2026
JO  - Scientific reports
DO  - 10.1038/s41598-026-55477-x
UR  - https://doi.org/10.1038/s41598-026-55477-x
ER  -

APA

S, A., G, K., AIK, B., & MA, N. (2026). A Lyapunov-PINN framework for global stability of an SEIR epidemic model with educational interventions.. Scientific reports. https://doi.org/10.1038/s41598-026-55477-x

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pubmed · retrieved 2026-09-25T19:33:05.068Z