Blow-up time bounds for a strongly damped wave equation with PINNs validation
Abstract
This work investigates the blow-up behavior of solutions to a strongly damped semilinear wave equation on bounded domains. By imposing specific conditions on the initial data, we derive both lower and upper estimates for the blow-up time as well as the range of the threshold regions for the nonlinear exponents. Furthermore, our theoretical findings are numerically validated using physics-informed neural networks (PINNs).
Fields of Study & Subjects
Model Reduction and Neural Networks
Stability and Controllability of Differential Equations
Neural Networks Stability and Synchronization
Publication details
- Journal / source
- Evolution equations and control theory
- Publisher
- American Institute of Mathematical Sciences (AIMS)
- Volume
- 22
- Issue
- 0
- Pages
- 86–105
- Publication date
- 1 January 2026