AI-Driven Maintenance Support for Downhole Tools and Electronics Operated in Dynamic Drilling Environments. - Lucas Kirschbaum; Darius Roman; Gulshan Singh; Jens Bruns; Valentin Robu; David Flynn (IEEE Access, 2020)

Deep Learning Pipeline for State-of-Health Classification of Electromagnetic Relays. - Lucas Kirschbaum; Darius Roman; Valentin Robu; David Flynn (ISIE, 2021)

A Machine Learning Degradation Model for Electrochemical Capacitors Operated at High Temperature. - Darius Roman; Saurabh Saxena; Jens Bruns; Valentin Robu; Michael G. Pecht; David Flynn (IEEE Access, 2021)

Machine learning pipeline for battery state-of-health estimation. - Darius Roman; Saurabh Saxena; Valentin Robu; Michael G. Pecht; David Flynn (Nat. Mach. Intell., 2021)

Machine Learning Pipeline for Power Electronics State of Health Assessment and Remaining Useful Life Prediction. - Civan Lezgin Kahraman; Darius Roman; Lucas Kirschbaum; David Flynn; Jonathan Swingler (IEEE Access, 2024)