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Author

R. Aboulaich

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Open access Aug 2026

Failure-informed PINNs for a multi-strain SVEIR epidemic model

This paper pairing Failure-Informed PINNs with a Self-Adaptive Importance Sampling (SAIS) refinement strategy, and applying the combination to a nine-equation Susceptible/Vaccinated/Exposed/Infected/Recovered (SVEIR) model that follows three viral strains together with a vaccination compartment, shows an improvement of two to three orders of magnitude.

Kawtar Idhammou Ouyoussef, J. El Karkri, L. M. Tine et al. · 0 citations