Darius Roman

Machine learning pipeline for battery state-of-health estimation

Darius Roman, Saurabh Saxena, Valentin Robu et al. · Nature Machine Intelligence · 2021 · 530 citations

Engineering, Machine Learning, Data Science +5

Prognostics and Health Management for the Optimization of Marine Hybrid Energy Systems

Wenshuo Tang, Darius Roman, Ross Dickie et al. · Energies · 2020 · 40 citations · Full text

Artificial Intelligence, Engineering, Energy Efficiency +20

AI-Driven Maintenance Support for Downhole Tools and Electronics Operated in Dynamic Drilling Environments

Lucas Kirschbaum, Darius Roman, Gulshan Singh et al. · IEEE Access · 2020 · 36 citations · Full text

Engineering, Machine Learning, Big Data Analytics +25

Battery Stress Factor Ranking for Accelerated Degradation Test Planning Using Machine Learning

Saurabh Saxena, Darius Roman, Valentin Robu et al. · Energies · 2021 · 35 citations · Full text

Engineering, Machine Learning, Energy Efficiency +24

A Machine Learning Degradation Model for Electrochemical Capacitors Operated at High Temperature

Darius Roman, Saurabh Saxena, Jens Bruns et al. · IEEE Access · 2021 · 22 citations · Full text

Engineering, Machine Learning, Energy Efficiency +21