Investigating the Ability of Physics-Informed Neural Networks (PINNs) to Solve Burgers' Partial Differential Equation Near Finite-Time Blow-Up

Physics-Informed Neural Networks (PINNs) can potentially solve Burgers' partial differential equation near finite-time blow-up, but their stability and performance in such scenarios require rigorous theoretical and experimental investigation.