Applying design knowledge and machine learning to scada data for classification of wind turbine operating regimes. - Braulio Barahona; Cyprien Hoelzl; Eleni N. Chatzi (SSCI, 2017)

Vold-Kalman Filter Order tracking of Axle Box Accelerations for Railway Stiffness Assessment. - Cyprien Amadis Hoelzl; Vasilis K. Dertimanis; Lucian Ancu; Aurelia Kollros; Eleni N. Chatzi (CoRR, 2022)

Fusing Expert Knowledge with Monitoring Data for Condition Assessment of Railway Welds. - Cyprien Hoelzl; Giacomo Arcieri; Lucian Ancu; Stanislaw Banaszak; Aurelia Kollros; Vasilis K. Dertimanis; Eleni N. Chatzi (Sensors, 2023)

Bridging POMDPs and Bayesian decision making for robust maintenance planning under model uncertainty: An application to railway systems. - Giacomo Arcieri; Cyprien Hoelzl; Oliver Schwery; Daniel Straub; Konstantinos G. Papakonstantinou; Eleni N. Chatzi (Reliab. Eng. Syst. Saf., 2023)

POMDP inference and robust solution via deep reinforcement learning: an application to railway optimal maintenance. - Giacomo Arcieri; Cyprien Hoelzl; Oliver Schwery; Daniel Straub; Konstantinos G. Papakonstantinou; Eleni N. Chatzi (Mach. Learn., 2024)

Automating Traffic Monitoring with SHM Sensor Networks via Vision-Supervised Deep Learning. - Hanshuo Wu; Xudong Jian; Christos Lataniotis; Cyprien Hoelzl; Eleni N. Chatzi; Yves Reuland (CoRR, 2025)