A physics-informed transformer surrogate model for real-time structural response prediction of unbonded flexible pipes via POD-based dimensionality reduction

2026/07/23 by Ying Liu, Yu Liu, Yanfei Chen +6
Physics and Astronomy · Engineering · #Model Reduction and Neural Networks #Structural Health Monitoring Techniques #Seismic Performance and Analysis

paper · doi:10.1016/j.compstruc.2026.108380

Citations

• The Approximation of One Matrix by Another of Lower Rank
• A Survey of Projection-Based Model Reduction Methods for Parametric Dynamical Systems
• Survey of Multifidelity Methods in Uncertainty Propagation, Inference, and Optimization
• Physics-informed neural networks: A deep learning framework for solving forward and inverse problems involving nonlinear partial differential equations