Thermodynamics-informed Latent Space Dynamics Identification

The authors propose a method, tLaSDI, that embeds thermodynamic principles into latent space dynamics using the GENERIC formalism and neural networks. The approach ensures energy and entropy functions in the latent space while achieving robust generalization.