For case-hardened gears, pitting damage occurs first on the weakest tooth. The other teeth are only pre-damaged or completely intact until failure (4% pitting area). Thus, there is a variation in the strength of the individual teeth and, at the same time, a potential for unused lifetime. The objective of this work is to use this potential to increase the remaining useful life of gears directly in operation by means of an adaptive operating strategy. Within the strategy, a local load reduction is applied to the pre-damaged tooth, thus delaying degradation. The other intact teeth compensate for the load reduction in order to achieve a constant average power, which represents a considerable advantage over the state of the art.
Publications
- Merkle, Lukas; Binanzer, Lisa; Dazer, Martin: Holistic Approach on Gear Damage Detection. In: 65. Tribologie-Fachtagung, 23.-25.09.2024, Göttingen, 2024
- Häderle, Philipp; Merkle, Lukas; Dazer, Martin: Vibration analysis for early pitting detection during operation. In: Forschung im Ingenieurwesen 88(15), 2024 — (peer-review)
- Binanzer, Lisa; Schmid, Tobias; Merkle, Lukas; Dazer, Martin: Damage Detection using Machine Learning for PHM in Gearbox Applications. In: Proceedings of the European Conference of the PHM Society 2024 8(1), S. 274–285, 03.-05.07.2024, Prague (CZ), 2024. — ISBN 978-1-936263-40-0 — (peer-review)
- Merkle, Lukas; Binanzer, Lisa; Häderle, Philipp; Dazer, Martin: Sensor concepts for gear damage detection in wind power drives. In: Journal of Physics: Conference Series EERA DeepWind Conference 2024 2875(1), S. 12022, 17.-19.01.2024, Trondheim (NOR), 2024 — (peer-review)
- Binanzer, Lisa; Merkle, Lukas; Dazer, Martin; Nicola, Andreas: Pitting Detection for Prognostics and Health Management in Gearbox Applications. In: Proceedings of the International Conference on Gears 2023, S. 97–108, 13.-15.09.2023, Garching/Munich, 2023
- Merkle, Lukas; Binanzer, Lisa; Dazer, Martin; Nicola, Andreas: Artificial Intelligence for Sustainable Control of Wind Power Drives. In: Proceedings of CWD 2023 - Conference for Wind Power Drives, S. 172–180, 21.-22.03.2023, Eurogress, Aachen, 2023
- Gretzinger, Yvonne: Steigerung der nutzbaren Restlebensdauer von Zahnrädern durch eine adaptive Betriebsstrategie: Dissertation, Universität Stuttgart, Institut für Maschinenelemente, 2022. — ISBN 978-3-948308-05-6
- Gretzinger, Yvonne; Kroner, Andreas; Henß, Mark; Dazer, Martin; Bertsche, Bernd: Extended Evaluation of Pitting Degradation Tests to Increase the Remaining Useful Life of Gear Wheels. In: IOP Conf. Series: Materials Science and Engineering 1097(012006), 2021 — 247 (peer-review)
- Gretzinger, Yvonne; Dazer, Martin; Bertsche, Bernd: Using Life Data of Competing Failure Modes to Increase the Remaining Useful Life of Gear Wheels. In: RAMS 2020 Conference, Palm Springs, CA, USA, 2020 — 244 (peer-review)
- Gretzinger, Yvonne; Lucan, Kevin; Stoll, Christian; Bertsche, Bernd: Lifetime Extension of Gear Wheels using an Adaptive Operating Strategy. In: Proceedings IRF2020: 7th International Conference Integrity-Reliability-Failure, S. 703–710, 2020 — 245 (peer-review)
- Gretzinger, Yvonne; Dazer, Martin; Bertsche, Bernd: Lebensdauerpotentiale bei der Schadensart Zahnradgrübchen. In: Dresdner Maschinenelemente Kolloquium, S. 209–218, Dresden, 2019. — ISBN 978-3-96548-055-1
- Gretzinger, Yvonne; Nosch, Jonathan-Lee; Bertsche, Bernd: Beeinflussung von Antriebsstrangschwingungen zur Lebensdauerverlängerung von Zahnradgetrieben. In: 2. VDI-Fachtagung „Schwingungen 2019“ VDI-Berichte(2366), S. 261–270, Würzburg, 2019
Technical contact

Lisa Binanzer
M.Sc.Research Associate

Lukas Merkle
M.Sc.Vice Head of Department