Search Results for author: Alexander Windmann

Found 5 papers, 1 papers with code

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

no code implementations28 May 2024 Alexander Windmann, Philipp Wittenberg, Marvin Schieseck, Oliver Niggemann

In Industry 4. 0, Cyber-Physical Systems (CPS) generate vast data sets that can be leveraged by Artificial Intelligence (AI) for applications including predictive maintenance and production planning.

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

no code implementations13 Jun 2023 Alexander Windmann, Henrik Steude, Oliver Niggemann

Deep learning (DL) models have seen increased attention for time series forecasting, yet the application on cyber-physical systems (CPS) is hindered by the lacking robustness of these methods.

Data Augmentation Time Series +2

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

no code implementations31 Dec 2021 Aljosha Köcher, Rene Heesch, Niklas Widulle, Anna Nordhausen, Julian Putzke, Alexander Windmann, Oliver Niggemann

Manufacturing companies face challenges when it comes to quickly adapting their production control to fluctuating demands or changing requirements.

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

1 code implementation28 Nov 2021 Henrik S. Steude, Alexander Windmann, Oliver Niggemann

In Cyber-Physical Systems (CPS), ML can for example be used to optimize systems, to detect anomalies or to identify root causes of system failures.

Representation Learning Time Series Analysis +1

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