27 October 2026

It takes a machine to know a machine: AI-based condition monitoring for Power-to-X plants

Power-to-X plants are complex, run dynamically with the electricity grid, and have almost no operational history to learn from. So how do you catch a fault before it becomes a shutdown?

About the webinar

From identifying deviations to supporting predictive maintenance

In this webinar, we share results from the DynFlex project, where we developed AI-based methods for condition monitoring and early fault detection in PtX facilities. Without heavy maths, we’ll explain how a deep-learning model can learn what “normal operation” looks like and flag deviations as they emerge.

We’ll show how we tested the approach on simulated chemical-reactor processes, including a methanol reactor digital twin: how the model maps a plant’s operating modes, how different faults show up, and how quickly they can be detected.

Finally, we’ll look ahead: beyond raising alarms, the same model could give operators an intuitive “map” of the plant’s state and help explain why something looks wrong, a step towards more transparent predictive maintenance.

Target audience

Who can participate?

The webinar is primarily aimed at Industry professionals interested in AI-based condition monitoring. No machine-learning background required.

Contact

Feel free to contact Etienne if you have any questions

Étienne Bourbeau
AI Specialist, PhD
Alexandra Institute

+45 93 52 16 77
etienne.bourbeau@alexandra.dk

This project has received funding from MissionGreenFuels through Innovation Fund Denmark

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