Publications

List of the Institute's scientific publications:

Authors

Publications 2024

Walocha, Fabian

Ihme, Klas

Köster, Frank

Leveraging Interactive Preference Learning to Guide Participatory Design Sessions. 

17.-19.04.2024

Human Factors and Ergonomics Society Europe Chapter Annual Meeting 2024, 2024-04-17 - 2024-04-19, Lübeck, Deutschland. Volltext nicht frei.

Prosperino, Davide

Ma, Haochun

Räth, Christoph

Analyzing phase transitions in minimal reservoir computers. 

18.-22.03.2024

In: Verhandlungen der DPG. DPG Frühjahrestagung, 2024-03-18 - 2024-03-22, Berlin, Deutschland. Volltext nicht online.

Nakano, Tamon

Baur, Sebastian

Räth, Christoph

High Dimensional Hybrid Reservoir Computing. 

18.-22.03.2024

In: Verhandlungen der DPG. DPG Frühjahrestagung, 2024-03-18 - 2024-03-22, Berlin, Deutschland. Volltext nicht online.

Ma, Haochun

Prosperino, Davide

Räth, Christoph

Minimal Reservoir Computing. 

18.-22.03.2024

In: Verhandlungen der DPG. DPG Frühjahrestagung, 2024-03-18 - 2024-03-22, Berlin, Deutschland. Volltext nicht online.

Herteux, Joschka

Räth, Christoph

Baha, Amine

Martini, Giulia

Piovani, Duccio

Forecasting Food Security with Reservoir Computing. 

18.-23.03.2024

In: Verhandlungen der DPG. DPG Frühjahrestagung, 2024-03-18 - 2024-03-22, Berlin, Deutschland. Volltext nicht online.

Köglmayr, Daniel

Räth, Christoph

Extrapolating tipping points and simulating non-stationary dynamics of complex systems using efficient machine learning. 

18.-23.03.2024

In: Verhandlungen der DPG. DPG Frühjahrestagung, 2024-03-18 - 2024-03-22, Berlin, Deutschland. Volltext nicht online.

Stäbler, Maximilian

Köster, Frank

Schlüter-Langdon, Christoph

Müller, Tobias

Why an Automated, Scalable and Resilient Service for Semantic Interoperability is Needed. 

24.-26.02.2024

In: SCITEPRESS Digital Library. SCITEPRESS Digital Library. ICAART 2024, 2024-02-24 - 2024-02-26, Rom, Italien.

Rieser, Hans-Martin

Tensor Networks for (Quantum) Machine Learning. 

24.-26.01.2024

4th IQTN Plenary Meeting, 2024-01-24 - 2024-01-26, Glasgow, UK.

Hanke, Felix

Unruh, Johannes

Karl, Michael

Köster, Frank

Secure Dataspace Approach for Interorbital Satellite Links. 

08.-12.01.2024

In: AIAA Scitech 2024 Forum. AIAA. AIAA SCITECH 2024 Forum, 2024-01-08 - 2024-01-12, Orlando, Florida. doi: 10.2514/6.2024-0269. ISSN AIAA 2024-0269. Volltext nicht frei.

Sprockhoff, Jasper

Gupta, Siddhartha

Durak, Umut

Krüger, Thomas

Scenario-Based Synthetic Data Generation for an AI-based System Using a Flight Simulator. 

08.-12.01.2024

AIAA SCITECH 2024 Forum, 2024-01-08 - 2024-01-12, Orlando, USA. doi: 10.2514/6.2024-1462. Volltext nicht frei.

Köglmayr, Daniel

Räth, Christoph

Extrapolating tipping points and simulating non-stationary dynamics of complex systems using efficient machine learning. 

04.01.2024

Scientific Reports. Nature Publishing Group. doi: 10.1038/s41598-023-50726-9. ISSN 2045-2322.

Spengler, Christian

Maikranz, Erik

Glatz, Bernhard

Klatt, Michael Andreas

Heintz, Hannah

Bischoff, Markus

Santen, Ludger

Fery, Andreas

Jacobs, Karin

The adhesion capability of Staphylococcus aureus cells is heterogeneously distributed over the cell envelope. 

Januar 2024

Soft Matter, 20 (3), Seiten 484-494. Royal Society of Chemistry. doi: 10.1039/D3SM01045G. ISSN 1744-683X.

Authors

Publications 2023

Ma, Haochun

Causal Decomposition of Complex Systems & Prediction of Chaos using Machine Learning. 

30.11.2023

Dissertation, Ludwig-Maximilians-Universität.

Kees, Yannick

Sauter, Gerald

Mut, Ryan

Franke, Benedikt

Köster, Frank

Hallerbach, Sven

ODD-based Health Monitoring and Predictive Maintenance of Degrading Vehicle Functionality. 

07.11.2023

In: Short Paper Proceedings of the 5th Workshop on Artificial Intelligence and Formal Verification, Logic, Automata, and Synthesis hosted by the 22nd International Conference of the Italian Association for Artificial Intelligence (AIxIA 2023) (3629). CEUR Workshop Proceedings. 5th Workshop on Artificial Intelligence and fOrmal VERification, Logic, Automata, and sYnthesis, 2023-11-07, Rom, Italien. ISSN 1613-0073. Volltext nicht frei.

Karl, Michael

Artificial Intelligence - Safety and Security. 

18.10.2023

2nd AEROSPACE INNOVATION DAY, 2023-10-18, Berlin. Volltext nicht frei.

Duncan, Dennis

Räth, Christoph

Optimizing the combination of data-driven and model-based elements in hybrid reservoir computing. 

06.10.2023

Chaos, 33. American Institute of Physics (AIP). doi: 10.1063/5.0164013. ISSN 1054-1500.

Hickmann, Manuel Lautaro

Raulf, Arne Peter

Köster, Frank

Schwenker, Friedhelm

Rieser, Hans-Martin

Potential analysis of a Quantum RL controller in the context of autonomous driving.

04.-06.10.2023

In: 31st European Symposium on Artificial Neural Networks, Computational Intelligence and Machine Learning, ESANN 2023, Seiten 263-268. Ciaco - i6doc.com. ESANN ( European Symposium on Artificial Neural Networks, Computational Intelligence and Machine Learning) 2023, 4-6 October 2023, Bruges, Belgium. doi: 10.14428/esann/2023.ES2023-22. ISBN 978-2-87587-088-9.

Stefani, Thomas

Deligiannaki, Fotini

Berro, Charles

Jameel, Mohsan

Hunger, Robert

Bruder, Carmen

Krüger, Thomas

Applying the Assessment List for Trustworthy Artificial Intelligence on the development of AI supported Air Traffic Controller Operations. 

01.-05.10.2023

In: 42nd IEEE/AIAA Digital Avionics Systems Conference, DASC 2023. Digital Avionics Systems Conference. DASC 2023, 2023-10-01 - 2023-10-05, Barcelona. doi: 10.1109/DASC58513.2023.10311323. ISBN 979-835033357-2. ISSN 2155-7195. Volltext nicht frei.

Hasler, David

Lange, Markus

Degenerate pertubation theory for models of quantum field theory with symmetries

03.10.2023

Annales Henri Poincaré. Springer Nature.

doi: 10.1007/s00023-023-01359-1. ISSN 1424-0637.

Klatt, Michael Andreas

Winter, Steffen

Almost sure convergence and second moments of geometric functionals of fractal percolation. 

27.09.2023

Advances in Applied Probability, Seiten 1-33. Cambridge University Press. doi: 10.1017/apr.2023.48. ISSN 0001-8678.

Stefani, Thomas

Anilkumar Girija, Akshay

Mut, Ryan

Hallerbach, Sven

Krüger, Thomas

From the Concept of Operations towards an Operational Design Domain for safe AI in Aviation. 

19.-21.09.2023

Deutsche Gesellschaft für Luft- und Raumfahrt - Lilienthal-Oberth e.V.. DLRK 2023, 2023-09-19 - 2023-09-21, Stuttgart. (im Druck) Volltext nicht frei.

Karl, Michael

KI Sicherheit - Sichere und zuverlässige Systeme erstellen.

07.09.2023

Lionsclub Treffen, 07.09.2023, Rheinbach. Volltext nicht frei.

Fischer, Martin

Köster, Frank

Mosebach, Henning Hajo

PEGASUS Project Family Perspective – Supporting the release of Automated Driving in Europe.

06.-08.09.2023

Driving Simulation Conference 2023, 6.-8. Sep. 2023, Antibes, Frankreich.

Baur, Sebastian

Räth, Christoph

Duncan, Dennis

Predicting Complex Time Series Using Knowledge Based Hybrid Reservoir Computing. 

03.-08.09.2023

Dynamic Days Europe 2023, 2023-09-03 - 2023-09-08, Naples, Italy.

Rieser, Hans-Martin

Köster, Frank

Raulf, Arne Peter

Tensor networks for quantum machine learning.

19.08.2023

Proceedings of the Royal Society a-Mathematical Physical and Engineering Sciences, 479 (2275). The Royal Society.

doi: 10.1098/rspa.2023.0218. ISSN 1364-5021.

Stäbler, Maximilian

Köster, Frank

Schluter-Langdon, Christoph

Towards solving ontological dissonance using network graphs

10.-12.08.2023

AIS eLibrary. AMCIS 2023, 10-12.08.2023, Panama City, Panama.

Ma, Haochun

Prosperino, Davide

Räth, Christoph

A novel approach to minimal reservoir computing.

10.08.2023

Scientific Reports, 13, Seite 12970. Nature Publishing Group.

doi: 10.1038/s41598-023-39886-w. ISSN 2045-2322.

Müller, Tobias

Stäbler, Maximilian

Gascon, Hugo

Köster, Frank

Matthes, Florian

SoK: Assessing the State of Applied Federated Machine Learning.

03.08.2023

Cornell University. [sonstige Veröffentlichung]

Jex, Michal

Hundertmark, Dirk

Lange, Markus

Quantum systems at the brink: existence of bound states, critical potentials, and dimensionality.

17.07.2023

Forum of Mathematics, Sigma, 11. Cambridge University Press. doi: 10.1017/fms.2023.39. ISSN 2050-5094.

Räth, Christoph

Steinegger, Joel

Fischbach, Fabian

Neuromorphic Quantum Computing for Prediction and Optimization (NeMoQC).

10.-11.07.2023

Applications of Quantum Computing, 10.-11. Juli 2023, Garching, Deutschland. (nicht veröffentlicht)

Karl, Michael

KI Sicherheit - Sichere und zuverlässige Systeme erstellen.

04.07.2023

[sonstige Veröffentlichung] Volltext nicht online.

Hasler, David

Lange, Markus

Symmetries in non-relativistic quantum electrodynamics.

29.06.2023

Reviews in Mathematical Physics.

World Scientific. doi: 10.1142/S0129055X23500186. ISSN 0129-055X.

Karl, Michael

Köster, Frank

Intermodal Mobility.

27.06.2023

[sonstige Veröffentlichung]

Köglmayr, Daniel

Räth, Christoph

A fast reservoir computing based image encryption algorithm.

18.-23.06.2023

International Joint Conference on Neural Networks (IJCNN), 18.-23. Juni 2023, Gold Coast, Australien. doi: 10.1109/IJCNN54540.2023.10191083. Volltext nicht frei.

Haluszczynski, Alexander

Köglmayr, Daniel

Räth, Christoph

Controlling dynamical systems to complex target states using machine learning: next-generation vs. classical reservoir computing.

18.-23.06.2023

IEEE. International Joint Conference on Neural Networks (IJCNN), 18.-23. Juni 2023, Gold Coast, Australien. doi: 10.1109/IJCNN54540.2023.10191257. Volltext nicht frei.

Bajaj, Prapti

Ivlev, Alexei

Räth, Christoph

Schwabe, Mierk

Studying turbulence in a fluid with background damping.

20.06.2023

Physical Review E, 107, 064603. American Physical Society. doi: 10.1103/PhysRevE.107.064603. ISSN 2470-0045

Ma, Haochun

Prosperino, Davide

Haluszczynski, Alexander

Räth, Christoph

Efficient forecasting of chaotic systems with block-diagonal and binary reservoir computing.

12.06.2023

Chaos. American Institute of Physics (AIP).

doi: 10.1063/5.0151290. ISSN 1054-1500. Volltext nicht frei.

Stäbler, Maximilian

Turnbull, Steffen

Mobility Vertical Presentation (Gaia-X).

25.-26.05.2023

DSBC Gaia-X Event, 25-26 Mai 2023, Helsinki, Finland. (nicht veröffentlicht) Volltext nicht online

Stäbler, Maximilian

Turnbull, Steffen

Gaia-X 4 Future Mobility & Catena-X.

01.-02.05.2023

Gaia-X 4 Future Mobility & Catena-X, 1-2 Mai 2023, Kyoto, Japan. (nicht veröffentlicht) Volltext nicht online.

Köster, Frank

Stäbler, Maximilian

Gaia-X Presentation & Panel Discussion.

29.-30.04.2023

G7 Summit Takasaki, Japan, 29-30 April 2023, Takasaki, Japan. (nicht veröffentlicht) Volltext nicht online.

Köster, Frank

Stäbler, Maximilian

Panel Diskussion Gaia-X 4 Future Mobility.

19.04.2023

Hannover Messe, 17-21 April 2023, Hannover, Germany. (nicht veröffentlicht) Volltext nicht online.

Heilmann, Oliver

Multifunctional Echo State Networks: Effects of Topology and Memory on the Reconstruction of Chaotic Attractors.

19.03.2023

Masterarbeit, Ludwig-Maximilians-Universität

Ma, Haochun

Haluszczynski, Alexander

Prosperino, Davide

Räth, Christoph

Causalities and their Drivers in Synthetic and Financial Data.

15.-17.03.2023

Nonlinear Data Analysis and Modeling: Advances, Applications, Perspectives, 15.-17. März b2023, Potdsam, Deutschland. (nicht veröffentlicht)

Köster, Frank

Präsentation Gaia-X 4 Future Mobility.

14.03.2023

Market-X Conference, 13-14 März 2023, Vienna, Austria. (nicht veröffentlicht) Volltext nicht online.

Stäbler, Maximilian

Präsentation über aktuellen Stand in TP-X.

01.03.2023

Gaia-X 4 KI Halbzeitevent, 01.03.2023, Germany. (nicht veröffentlicht) Volltext nicht online

Le, Duc Hai

Ihme, Klas

Köster, Frank

Involving users in Automotive HMI design: Design evaluation of an interactive simulation based on participatory design.

22.-24.02.2023

Open Access Science in Human Factors Engineering and Human Centered Computing. IHSI 2023 International Conference, 22.-24. Feb. 2023, Venedig, Italien.

doi: 10.54941/ahfe1002814. ISBN 978-1-958651-45-2. ISSN 2771-0718

Duncan, Dennis

Interpreting Reservoir Computing with PCA and Exploring Physics-Informed RC.

08.02.2023

Masterarbeit, Ludwig-Maximilians-Universität

Stäbler, Maximilian

Turnbull, Steffen

Institute for AI safety & security, Gaia-X 4 FM & Catena-X Internationalization.

06.02.2023

Round table meeting for Data Society IEEE, Brussels. (nicht veröffentlicht) Volltext nicht online.

Sprockhoff, Jasper

Lukic, Bojan

Janson, Vincent Josef

Gupta, Siddhartha

Ahlbrecht, Alexander

Durak, Umut

Krüger, Thomas

Model-Based Systems Engineering for AI-Based Systems.

19.01.2023

AIAA SciTech 2023 Forum, 23.-27. Jan. 2023, National Harbor, MD, USA. doi: 10.2514/6.2023-2587. Volltext nicht online

Authors

Publications 2022

Anilkumar Girija, Akshay

Stefani, Thomas

Mut, Ryan

Krüger, Thomas

Durak, Umut

Using operational design domain for safe AI in urban air mobility.

29.-30.11.2022

ASAM International Conference 2022, 29.Nov. - 30.Nov.2022, Dresden, Germany. Volltext nicht frei.

Ma, Haochun

Haluszczynski, Alexander

Prosperino, Davide

Räth, Christoph

Identifying causality drivers and deriving governing equations of nonlinear complex systems.

31.10.2022

Chaos, 32, Seite 103128. American Institute of Physics (AIP). doi: 10.1063/5.0102250. ISSN 1054-1500. Volltext nicht frei.

Klitzke, Lars

Gimm, Kay

Koch, Carsten

Köster, Frank

Extraction and Analysis of Highway On-Ramp Merging Scenarios from Naturalistic Trajectory Data.

08.-12.10.2022

In: IEEE International Conference on Intelligent Transportation Systems, ITSC 2022. IEEE International Conference on Intelligent Transportation Systems, 08. - 12. Okt. 2022, Macau, China. doi: 10.1109/ITSC55140.2022.9922191.

Räth, Christoph

Baur, Sebastian

Predicting high-dimensional heterogeneous time series employing generalized local states.

22.-26.08.2022

Dynamics Days Europe 2022, 22.-26. August 2022, Aberdeen, Schottland. Volltext nicht online.

Köglmayr, Daniel

Reservoir Computing Based Cryptography and Exploration of the Limits of Multifunctionality in NG-RC.

01.08.2022

Masterarbeit, Ludwig-Maximilians-Universität

Feifel, Patrick

Bonarens, Frank

Franke, Benedikt

Raulf, Arne Peter

Köster, Frank

Schwenker, Friedhelm

Revisiting the Evaluation of Deep Neural Networks for Pedestrian Detection.

23.07.2022

In: 2022 Workshop on Artificial Intelligence Safety, AISafety 2022. AISafety & IJCAI-ECAI-2022, 23.-29.07.2022, Wien, Österreich. ISSN 1613-0073. Volltext nicht online.

Flynn, Andrew

Heilmann, Oliver

Köglmayr, Daniel

Tsachouridis, Vassilios

Räth, Christoph

Amann, Andreas

Exploring the limits of multifunctionality across different reservoir computers.

18.-23.07.2022

In: 2022 International Joint Conference on Neural Networks (IJCNN). IEEE. 2022 International Joint Conference on Neural Networks (IJCNN), 18.-23. Juli 2022, Padua, Italien. doi: 10.1109/IJCNN55064.2022.9892203. Volltext nicht frei

Prosperino, Davide

Estimating Parameters of Governing Equations of Non-Linear Systems from Data Using Synchronisation and Machine Learning.

15.06.2022

Masterarbeit, Ludwig-Maximilians-Universität

Hickmann, M. Lautaro

Reinforcement learning with variational quantum algorithms for trajectory planning.

30.05.2022

Masterarbeit, Universität Ulm.

Karl, Michael

Enabler Data Standards.

19.05.2022

Gaia-X Mobility Data Space Event, 19.05.2022, Virtuell. Volltext nicht online

Leonard, Stepien

Köster, Frank

Flexible Model Exchange in Modelling Smart Mobility by Using Domain Ontologies.

25.-28.04.2022

IEEE International Systems Conference, SysCon 2022, 25.-28. April 2022, Montreal, Kanada. doi: 10.1109/SysCon53536.2022.9773837. Volltext nicht online

Shen, Yanzheng

AI-based Wave Prediction in Complex Plasmas.

21.04.2022

Masterarbeit, Ludwig-Maximilians-Universität

Hallerbach, Sven

Eberle, Ulrich

Köster, Frank

Simulation-Enabled Methods for the Development, Testing and Validation of Cooperative and Automated Vehicles.

01.02.2022

Schweizerische Akademie der Technischen Wissenschaften (SATW). doi: 10.5281/zenodo.5907154. Volltext nicht online

Authors

Publications 2021

Klitzke, Lars

Koch, Carsten

Haja, Andreas

Köster, Frank

Vehicle Data Management System for Scenario-Based Validation of Automated Driving Functions.

30.01.2021

Communications in Computer and Information Science, 1217, Seiten 342-362. Springer. doi: 10.1007/978-3-030-68028-2_16. ISSN 1865-0929. Volltext nicht frei

Nichting, Matthias

Lobig, Thomas

Köster, Frank

Case Study on Gap Selection for Automated Vehicles Based on Deep Q-Learning.

29.-30.06.2021

In: 2021 International Conference on Artificial Intelligence and Computer Science Technology (ICAICST). 2021 International Conference on Artificial Intelligence and Computer Science Technology (ICAICST), 29.-30. Jun. 2021, Yogyakarta, Indonesia. doi: 10.1109/ICAICST53116.2021.9497818. Volltext nicht online