Xing-Yu Feng

A time–frequency Koopman-constrained variational encoder for interpretable remaining useful life prediction

Remaining useful life (RUL) prediction supports failure prevention and maintenance planning for industrial equipment. Although variational autoencoder-based methods provide a latent-space pathway for interpretable RUL prediction, their encoders still mainly rely on time-domain information, which makes it difficult to c...