Aiming at the problem of sample missing for magnetic flux leakage (MFL), a data reconstruction method based on conditional autoencoder (CVAE) and generative adversarial networks (GAN) is proposed.

In the realm of cyber-security, the identification and mitigation of network intrusions remain critical challenges. The deep learning based approach for intrusion detection was introduced on ...