“A Physics-Informed Neural Network Approach to Numerical Solution of Partial Differential Equations”. American Journal of Multidisciplinary Knowledge Insights, vol. 5, no. 02, July 2026, pp. 13-23, https://doi.org/10.5281/zenodo.22677651.