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Lorraine Ramaphala

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Open access Sep 2026

A Hierarchical GRU-Based Predictive Maintenance Framework for SCADA-Monitored Water Pump Stations

This study investigates predictive maintenance for SCADA-controlled pump stations using multi-sensor data processing and hybrid machine-learning models. The conventional maintenance approaches adopted in practice remain reactive, with little provision for actual early warnings under real-world conditions such as noisy...

Lorraine Ramaphala, P. Bokoro, Wesley Doorsamy · 0 citations

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