Academic Staff
Dr. Paul Tremper
Profile
Since joining TECO as a PostDoc in 2019, I have been working on methods to improve environmental sensing through statistical modeling and data-driven inference. With a background in theoretical particle physics (Dr. rer. nat., KIT), my research explores how concepts from physics can be applied to interdisciplinary domains such as air quality monitoring and environmental data analysis. My work focuses on Gaussian processes, Bayesian inference, and dispersion modeling to enhance the accuracy and interpretability of sensor-based systems.
Short CV
- since 2019 PostDoc at TECO
- 2018 Dr. rer. nat. Dissertation in Theoretical Particle Physics
- 2014 - 2018 PhD student at TTP (Institute for Theoretical Particle Physics) at KIT
- 2014 Graduation with Diplom (Master equivalent) from Karlsruhe Institute of Technology (KIT)
- until 2014 Student of Physics at Karlsruhe Institute of Technology (KIT)
Research Interests
- Environmental Sensing
- Gaussian Processes / Bayesian Inference
- Dispersion Modelling
- Interdisciplinary Application of Concepts of Theoretical Physics
Publications
2022
SmartAQnet 2020: A New Open Urban Air Quality Dataset from Heterogeneous PM Sensors
Li, C.; Budde, M.; Tremper, P.; Schäfer, K.; Riesterer, J.; Redelstein, J.; Petersen, E.; Khedr, M.; Liu, X.; Köpke, M.; Hussain, S.; Ernst, F.; Kowalski, M.; Pesch, M.; Werhahn, J.; Hank, M.; Philipp, A.; Cyrys, J.; Schnelle-Kreis, J.; Grimm, H.; Ziegler, V.; Peters, A.; Emeis, S.; Riedel, T.; Beigl, M.
2022. ProScience, 8. doi:10.14644/dust2021.001
Li, C.; Budde, M.; Tremper, P.; Schäfer, K.; Riesterer, J.; Redelstein, J.; Petersen, E.; Khedr, M.; Liu, X.; Köpke, M.; Hussain, S.; Ernst, F.; Kowalski, M.; Pesch, M.; Werhahn, J.; Hank, M.; Philipp, A.; Cyrys, J.; Schnelle-Kreis, J.; Grimm, H.; Ziegler, V.; Peters, A.; Emeis, S.; Riedel, T.; Beigl, M.
2022. ProScience, 8. doi:10.14644/dust2021.001
2021
Hochaufgelöste Erfassung der urbanen Feinstaubbelastung mittels Messnetz aus kostengünstigen Sensoren und numerischen Simulationen
Schäfer, K.; Budde, M.; Cyrys, J.; Emeis, S.; Gratza, T.; Grimm, H.; Hank, M.; Kowalski, M.; Pesch, M.; Peters, A.; Philipp, A.; Riedel, T.; Riesterer, J.; Schnelle-Kreis, J.; Tremper, P.; Uhrner, U.; Werhahn, J.; Ziegler, V.; Beigl, M.
2021. Gefahrstoffe, Reinhaltung der Luft, 81 (9-10), 353–361
Schäfer, K.; Budde, M.; Cyrys, J.; Emeis, S.; Gratza, T.; Grimm, H.; Hank, M.; Kowalski, M.; Pesch, M.; Peters, A.; Philipp, A.; Riedel, T.; Riesterer, J.; Schnelle-Kreis, J.; Tremper, P.; Uhrner, U.; Werhahn, J.; Ziegler, V.; Beigl, M.
2021. Gefahrstoffe, Reinhaltung der Luft, 81 (9-10), 353–361
Adaptives luftqualitätsgewichtetes Fahrradrouting mittels Land-use Regression auf Basis offener Daten
Janßen, J.; Riedel, T.; Tremper, P.
2021. Workshop: 2. Workshop Künstliche Intelligenz in der Umweltinformatik (KIUI-2021), 321–331, Gesellschaft für Informatik (GI). doi:10.18420/informatik2021-026
Janßen, J.; Riedel, T.; Tremper, P.
2021. Workshop: 2. Workshop Künstliche Intelligenz in der Umweltinformatik (KIUI-2021), 321–331, Gesellschaft für Informatik (GI). doi:10.18420/informatik2021-026
Spatial Interpolation of Air Quality Data with Multidimensional Gaussian Processes
Tremper, P.; Riedel, T.; Budde, M.
2021. Workshop: 2. Workshop Künstliche Intelligenz in der Umweltinformatik (KIUI-2021), 269–286, Gesellschaft für Informatik (GI). doi:10.18420/informatik2021-022
Tremper, P.; Riedel, T.; Budde, M.
2021. Workshop: 2. Workshop Künstliche Intelligenz in der Umweltinformatik (KIUI-2021), 269–286, Gesellschaft für Informatik (GI). doi:10.18420/informatik2021-022
Calibration of Low-Cost Particulate Matter Sensors with Elastic Weight Consolidation (EWC) as an Incremental Deep Learning Method
Schlund, R.; Riesterer, J.; Köpke, M.; Kowalski, M.; Tremper, P.; Budde, M.; Beigl, M.
2021. Science and Technologies for Smart Cities – 6th EAI International Conference, SmartCity360°, Virtual Event, December 2-4, 2020, Proceedings. Ed.: S. Paiva, 596–614, Springer International Publishing. doi:10.1007/978-3-030-76063-2_40
Schlund, R.; Riesterer, J.; Köpke, M.; Kowalski, M.; Tremper, P.; Budde, M.; Beigl, M.
2021. Science and Technologies for Smart Cities – 6th EAI International Conference, SmartCity360°, Virtual Event, December 2-4, 2020, Proceedings. Ed.: S. Paiva, 596–614, Springer International Publishing. doi:10.1007/978-3-030-76063-2_40
2019
Low-Cost Sensing and Data Management in SmartAQnet
Budde, M.; Riesterer, J.; Köpke, M.; Tremper, P.; Riedel, T.
2019. Mid-term and 1st International Networking Workshop of the SmartAQnet Project : December 4th and 5th 2018, Munich. Ed.: M. Budde, 3, Karlsruher Institut für Technologie (KIT)
Budde, M.; Riesterer, J.; Köpke, M.; Tremper, P.; Riedel, T.
2019. Mid-term and 1st International Networking Workshop of the SmartAQnet Project : December 4th and 5th 2018, Munich. Ed.: M. Budde, 3, Karlsruher Institut für Technologie (KIT)