2026. A Physics-Informed Neural Network Approach to Numerical Solution of Partial Differential Equations. American Journal of Multidisciplinary Knowledge Insights. 5, 02 (Jul. 2026), 13–23. DOI:https://doi.org/10.5281/zenodo.22677651.