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2026. An inverse physics-informed neural network (I-PINN) framework for parameter estimation in mixed convection and melting effects. Journal of the Nigerian Society of Physical Sciences. 8, 2 (Mar. 2026), 3144. DOI:https://doi.org/10.46481/jnsps.2026.3144.