Industrial Predictive Maintenance via Vibration Analysis
This predictive maintenance system uses high-frequency vibration sensors and edge AI to monitor rotating machinery health. Capturing vibration at 20kHz, ML models detect early bearing wear and misalignment. Maintenance teams receive alerts 2-4 weeks before failures, reducing unplanned downtime by 60% and extending equipment life by 35% across 800+ assets.
