Oliver Niggemann

Learning Behavior Models for Hybrid Timed Systems

Oliver Niggemann, Benno Stein, Asmir Vodenčarević et al. · Proceedings of the AAAI Conference on Artificial Intelligence · 2021 · 84 citations · Full text

Anomaly Detection, Machine Learning, Engineering +20

Data-Driven Monitoring of Cyber-Physical Systems Leveraging on Big Data and the Internet-of-Things for Diagnosis and Control.

Oliver Niggemann, Gautam Biswas, John S. Kinnebrew et al. · Fraunhofer-Publica (Fraunhofer-Gesellschaft) · 2015 · 72 citations

System modeling based on machine learning for anomaly detection and predictive maintenance in industrial plants

Björn Kroll, David Schaffranek, Sebastian Schriegel et al. · 2014 · 68 citations · Full text

Anomaly Detection, Machine Learning, Engineering +23

Automatic Parameter Estimation for Reusable Software Components of Modular and Reconfigurable Cyber-Physical Production Systems in the Domain of Discrete Manufacturing

Jens Otto, Birgit Vogel‐Heuser, Oliver Niggemann · IEEE Transactions on Industrial Informatics · 2017 · 64 citations · Full text

Engineering, Industrial Engineering, Digital Manufacturing +21

Self-Organizing Maps for Anomaly Localization and Predictive Maintenance in Cyber-Physical Production Systems

Alexander von Birgelen, Davide Buratti, Jens Mager et al. · Procedia CIRP · 2018 · 56 citations · Full text

Fault Diagnosis, Anomaly Detection, Engineering +21