Articles tagged as edge AI predictive maintenance

What Happens When AI Runs on the Sensor
· Predictive Maintenance

What Happens When AI Runs on the Sensor

When the AI model runs on the sensor, anomaly detection happens without a cloud round-trip. At IMTS 2026, Tim Gicewicz of TDK SensEI explained how edgeRX collects vibration and temperature data from motors, pumps, and gearboxes, builds a baseline of normal equipment behavior on the device, and flags deviations locally.Why Run AI on the Sensor […]

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Scaling Edge AI in Energy: From First Deployment to Production
· Connected Industry

Scaling Edge AI in Energy: From First Deployment to Production

During the “Edge AI: Driving Smarter Machine Health Monitoring for Energy Infrastructure” panel at IIoT World Energy Day 2026, poll results showed that most energy operators are just beginning to explore AI for asset monitoring. Some have completed a first deployment, but only a small percentage have scaled these solutions across multiple assets or sites. […]

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