An Inverse Physics-Informed Neural Network (I-PINN) Framework for Parameter Estimation in Mixed Convection and Melting Effects. J. Nig. Soc. Phys. Sci. 2026, 8 (2), 3144. https://doi.org/10.46481/jnsps.2026.3144.