Research areas
- Machine learning, especially deep learning for time series and image data
- Reliable AI systems, explainable AI
- Automated sensor data analysis in therapy, diagnosis and sports (e.g. motion analysis)
- Algorithms and AI applications for inertial sensor data for motion analysis
Vita
2007: Degree in computer science (diploma), University of Ulm, specialized in neuroinformatics
2011: Doctorate (Dr.-Ing.): "Generic sensor fusion framework for simultaneous state and existence estimation for vehicle environment recognition"
2010-2012: Development engineer and project manager research/pre-development at Daimler AG, sensor fusion division
2012-2014: Software architect and project manager in the development of camera-based vision and monitoring systems at Cassidian Optronics GmbH
2014: Professor for Software Engineering and Sensor Technology (THU)
Third-party funded projects
Further information about current and past projects can be found on the website of our research group Biomechatronics, team SensAI.
PhD thesis:
Member of the Doctoral Centre BW-CAR of the Doctoral Association of Universities of Applied Sciences Baden-Württemberg and therefore authorised to carry out doctorates.
Reviewer activities
Reviewer for several journals, including Sensors, AI (MDPI), Machine Learning with Applications (Elsevier), Advances in Data Analysis and Classification (Springer), BMT.
Memberships
Research Transfer