APT: Alarm Prediction Transformer

Nika Strem, Devendra Singh Dhami, Benedikt Schmidt, Benjamin Klöpper, Kristian Kersting

Abstract: Highlights•Multimodal Transformers can successfully predict alarms in industrial settings.•Transformers can predict future alarms based on recent events and signal data.•The proposed hybrid fusion performs on par with or better than early or late fusion.•Granular alarm encoding yields more accurate prediction than the whole tag.