
Predictive Maintenance for Pump Station Network
AI-powered predictive maintenance platform for a network of 12 pump stations. Vibration, temperature, and current sensors connected to edge IoT gateways with ML models predicting bearing and seal failures 3-6 weeks in advance.
Industry
Mining & Water
Technology
Python, TensorFlow, MQTT, Edge Gateways, Vibration Sensors, SCADA Integration
Outcome
72% reduction in unplanned pump outages, 34% extension in mean time between failures