iQunet Anomaly Detection Service

iQunet Anomaly Detection Service (AI as a Service)

AI-Driven Anomaly Detection with iQunet

iQunet Vibration and Current Signature (ESA) sensors are purpose-built for reliable asset health monitoring through regular, interval-based measurements—such as once per hour or per day—unlike conventional methods that rely on quarterly or annual manual spot checks. This high-frequency monitoring enables the continuous collection of detailed, full-spectrum vibration or current data, which is securely stored on your local iQunet Edge Server.

By analyzing this rich dataset, consistent trend patterns can be developed, offering valuable insights into equipment behavior. Detecting deviations early allows for timely corrective action—reducing unplanned downtime and improving asset reliability.

To further enhance your analysis, iQunet offers an Anomaly Detection Service—available either as a subscription or a one-time purchase with unlimited usage. Upon activation, historical sensor data from a specified training period is automatically compressed and transferred once to the iQunet Machine Learning Servers. There, a custom-trained autoencoder model—based on your own equipment’s data footprint—is generated and then deployed back to your local iQunet Server.  For more information, refer to our detailed Knowledge Base article on Anomaly Detection.

This model continuously runs on-premise, comparing new incoming data to the learned baseline. Measurements that significantly deviate are automatically flagged as anomalies. These can be tracked and visualized in real time via the intuitive iQunet Sensor Dashboard, where you can:

• Monitor anomaly trends
• Set custom alarm thresholds
• Analyze associated spectrum and waveform data

Key Benefits:

• Early fault detection with sensitive, high-resolution trend data
• Embedded AI model running locally on your iQunet Server
• No ongoing data transfer—AI runs fully at the edge after initial training
• User-friendly dashboard with actionable insights and alarms
• Seamless integration with existing iQunet infrastructure

Ready to take the next step?
The iQunet Anomaly Detection Service is a fully integrated, ready-to-use AI solution within the iQunet software suite. Start your predictive maintenance journey today—request an online demo and see AI in action on the factory floor.