Dominik Polke, M.Eng.
 | Hochschule Niederrhein |
Lehrstuhl SRS - Team
Kurzvita / CV
| 2021 | M.Eng. in Electrical Engineering, Faculty of Electrical Engineering and Information Science, University of Applied Sciences, Krefeld, Germany |
| 2019 | B.Eng. in Electrical Engineering, Faculty of Electrical Engineering and Information Science, University of Applied Sciences, Krefeld, Germany |
Veröffentlichungen / Publications
- Polke, D.; Ahle, E.; Söffker, D.: Bayesian Active Learning with Polynomial Chaos Expanded Gaussian Process. 2026 3rd IEEE International Conference on Artificial Intelligence, Computer, Data Sciences and Applications, Boracay Island, Philippines, 5-7 February, 2026, accepted.
- Polke, D.; Kösters, T.; Ahle, E.; Söffker, D.: Polynomial Chaos Expanded Gaussian Process. arxive.org, 2024, 1-20. , [Link]
- Hoseini, S.; Zhang, G.; Polke, D.; Surjana, A.; Wagner, L.; Schmitz, C.; Quix, C.: Coatings Intelligence: Data-driven Automation for Chemistry 4.0. 7th IEEE International Conference on Industrial Cyber-Physical Systems (ICPS), St. Louis, USA, 12-15 May, 2024, 1-6. , [Link]
- Polke, D.; Surjana, A.; Zhang, G.; Hoseini, S.; Wagner L.; Stoffelen-Janssen C.; Schmitz, C.; Göttert, J.; Quix, C.; Ahle, E.: Entwicklung eines Automatisierungsframeworks zur Mehrgr§enoptimierung in chemischen Hochdurchsatz-Prozessen. VDI-AUTOMATION 2024, Baden-Baden, 2-3 Juli, 2024, 791-806. , [Link]
- Wulf, B.; Polke, D.; Ahle, E.: Active Learning for Gaussian Processes Based on Global Sensitivity Analysis. 2024 23rd IEEE International Conference on Machine Learning and Applications , Miami, USA, 18-21 December, 2024, 1-7. , [Link]
- Polke, D.; Surjana, A.; Diepers, F.; Ahle, E.; Söffker, D.: Development of a Modular Automation Framework for Data-Driven Modeling and Optimization of Coating Formulations. 27th IEEE International Conference on Emerging Technologies and Factory Automation (ETFA) , Sinaia, Romania, 01. Aug, 2023, pp. 1-8. , [Link]
- Diepers, F.; Polke, D.; Ahle, E.; Söffker, D.: Comparison of Different Gaussian Process Models and Applications in Model Predictive Control. 23rd IEEE International Conference on Control, Automation and Systems (ICCAS), Yeosu, South Korea, 2023, pp. 54-59. , [Link]
- Diepers, F.; Polke, D.; Ahle, E.; Söffker, D.: Data-Driven Force Control of an Automated Scratch Test. 10th International Conference on Control, Mechatronics and Automation (ICCMA), Belval, Luxembourg, 2022, pp. 94-99. , [PDF], [Link]
- Polke, D.; Diepers, F.; Ahle, E.; Söffker, D.: Development of a Framework for Data-Driven Modeling with Cloud Services in the Process Industry. IEEE International Conference on Automation, Robotics and Computer Engineering, Wuhan, China, 2022, pp. 109-115. , [PDF], [Link]