Li, Q. (2026). Research on Numerical Solution Optimization of Partial Differential Equations Based on Physics-Informed Neural Network (PINN). Transactions on Computer Science and Intelligent Systems Research, 12, 203-213. https://doi.org/10.62051/srdzvs07