Bulut Kuskonmaz

Fault detection on manifolds of nonlinear dynamical systems with dual autoencoders

A mathematical representation of the output data is developed using Koopman operator theory, which motivates their embedding on a manifold and its subsequent approximation with a two-stage autoencoder, which provides favorable fault-detection performance compared with standard autoencoders.