Dunhui Xiao

Parametric Taylor series based latent dynamics identification neural networks

2024 · arXiv (Cornell University)

Numerical solving parameterised partial differential equations (P-PDEs) is highly practical yet computationally expensive, driving the development of reduced-order models (ROMs). Recently, methods that combine latent space identification techniques with deep learning algorithms (e.g., autoencoders) have …