Not sure if this is close to the problems you want to study, but NASA applied Deep learning to anomaly detection on spacecraft telemetry and has some early results here: https://arxiv.org/pdf/1802.04431.pdf

I'm very interested in anomaly detection problems, so if you find anything good out there do comment back in!