Alexander Windmann

According to our database, Alexander Windmann authored at least 14 papers between 2021 and 2026.

Collaborative distances:

• Dijkstra number of five.
• Erdős number of five.

2026

MAWIFlow Benchmark: Realistic Flow-Based Evaluation for Network Intrusion Detection.

Joshua Schraven, Alexander Windmann, Oliver Niggemann

Proceedings of the 12th International Conference on Information Systems Security and Privacy, 2026

2025

Industrial AI Robustness Card: Evaluating and Monitoring Time Series Models.

Alexander Windmann, Benedikt Stratmann, Mariya Lyashenko, Oliver Niggemann

CoRR, December, 2025

Evaluating Large Language Models for Real-World Engineering Tasks.

René Heesch, Sebastian Eilermann, Alexander Windmann, Alexander Diedrich, Philipp Rosenthal, Oliver Niggemann

CoRR, May, 2025

Quantifying Robustness: A Benchmarking Framework for Deep Learning Forecasting in Cyber-Physical Systems.

Alexander Windmann, Henrik S. Steude, Daniel Boschmann, Oliver Niggemann

Proceedings of the 30th IEEE International Conference on Emerging Technologies and Factory Automation, 2025

Evaluating Large Language Models for Real-World Engineering Tasks.

René Heesch, Sebastian Eilermann, Alexander Windmann, Alexander Diedrich, Oliver Niggemann

Proceedings of the AI 2025: Advances in Artificial Intelligence, 2025

2024

SmartShip: Data Decoding Optimization for Onboard AI Anomaly Detection.

Pavle Ivanovic, Alexander Windmann, Philipp Neumann

Proceedings of the 23rd International Symposium on Parallel and Distributed Computing, 2024

Artificial Intelligence in Industry 4.0: A Review of Integration Challenges for Industrial Systems.

Alexander Windmann, Philipp Wittenberg, Marvin Schieseck, Oliver Niggemann

Proceedings of the 22nd IEEE International Conference on Industrial Informatics, 2024

Discretization of CPS Time Series with Neural Networks.

Phillip Johann Overlöper, Lukas Moddemann, Nemanja Hranisavljevic, Alexander Windmann, Oliver Niggemann

Proceedings of the 29th IEEE International Conference on Emerging Technologies and Factory Automation, 2024

2023

Robustness and Generalization Performance of Deep Learning Models on Cyber-Physical Systems: A Comparative Study.

Alexander Windmann, Henrik S. Steude, Oliver Niggemann

CoRR, 2023

2022

On a Uniform Causality Model for Industrial Automation.

Maria Krantz, Alexander Windmann, René Heesch, Lukas Moddemann, Oliver Niggemann

CoRR, 2022

A Research Agenda for AI Planning in the Field of Flexible Production Systems.

Aljosha Köcher, René Heesch, Niklas Widulle, Anna Nordhausen, Julian Putzke, Alexander Windmann, Oliver Niggemann

Proceedings of the 5th IEEE International Conference on Industrial Cyber-Physical Systems, 2022

Machine Learning for Cyber-Physical Systems.

Oliver Niggemann, Bernd Zimmering, Henrik S. Steude, Jan Lukas Augustin, Alexander Windmann, Samim Ahmad Multaheb

Proceedings of the Digital Transformation, 2022

2021

A Research Agenda for Artificial Intelligence in the Field of Flexible Production Systems.

Aljosha Köcher, René Heesch, Niklas Widulle, Anna Nordhausen, Julian Putzke, Alexander Windmann, Sven Vagt, Oliver Niggemann

CoRR, 2021

Learning Physical Concepts in Cyber-Physical Systems: A Case Study.

Henrik S. Steude, Alexander Windmann, Oliver Niggemann

CoRR, 2021