“An Inverse Physics-Informed Neural Network (I-PINN) Framework for Parameter Estimation in Mixed Convection and Melting Effects”. 2026. Journal of the Nigerian Society of Physical Sciences 8 (2): 3144. https://doi.org/10.46481/jnsps.2026.3144.