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Predictive Maintenance for Pump Station Network

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

Predictive Maintenance for Pump Station Network | Cretek Portfolio South Africa