#### Machine learning

Deep Neural Networks are capable to learn the dynamical system of Navier-Stokes equations from databases without explicitly feeding the governing equations. The combination of Machine Learning with the Principal Component Analysis/Proper Orthogonal Decomposition allows the reduction of feed-data by orders of magnitude for efficient reduced-order models.

#### Technology

* * Deep Neural Network
* * Principal Component Analysis
* * Data-driven methods