Fault Analysis of the Beam Acceleration Control System at the European XFEL using Data Mining. - Arne Grünhagen; Julien Branlard; Annika Eichler; Gianluca Martino; Görschwin Fey; Marina Tropmann-Frick (ATS, 2021)

Comparative Evaluation of Semi-Supervised Anomaly Detection Algorithms on High-Integrity Digital Systems. - Gianluca Martino; Arne Grünhagen; Julien Branlard; Annika Eichler; Görschwin Fey; Holger Schlarb (DSD, 2021)

Predictive Maintenance for the Optical Synchronization System of the European XFEL: A Systematic Literature Survey. - Arne Grünhagen; Marina Tropmann-Frick; Annika Eichler; Görschwin Fey (BTW, 2023)

Data-Based Condition Monitoring and Disturbance Classification in Actively Controlled Laser Oscillators. - Arne Grünhagen; Annika Eichler; Marina Tropmann-Frick; Görschwin Fey (EJC, 2023)

Enhancing Data Acquisition and Fault Analysis for Large-Scale Facilities: A Case Study on the Laser-Based Synchronization System at the European X-Ray Free-Electron Laser. - Arne Grünhagen; Maximilian Schütte; Annika Eichler; Marina Tropmann-Frick; Görschwin Fey (LWDA, 2023)