“PHYSICS-INFORMED NEURAL NETWORKS MODIFICATION FOR SOLVING 2D SHALLOW WATER EQUATIONS ”. Journal of Mathematical Sciences and Informatics, vol. 6, no. 1, June 2026, pp. 33-46, https://doi.org/10.46754/jmsi.2026.06.003.