Availability through Sentian AD&PM
• Advanced pattern recognition
• Learning anomaly detection
• Cloud based and on-prem
• Supervised and unsupervised learning
• Topology optimization
Anomaly detection, Predictive or Prescriptive maintenance
There has been a move from talking about Predictive and even Prescriptive Maintenance to Anomaly Detection as industrial companies realize that their data may not be good enough for predictions usually through lack of labeled data1 or that the machines are simply too robust for predictions i.e. do not break enough for patterns to emerge.
At sentian we see improved maintenance as a continuum and have build a solution that spans both unsupervised anomaly detection to predictive maintenance and all the way to optimized maintenance, also called prescriptive maintenance. This makes it possible to evolve the solution from anomaly detection to a predictive solution over time as the data matures.
1Labeled data is data that can serve as an example for the AI to learn from e.g. data that is linked to maintenance events.