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A. Mahendar

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Open access Oct 2026

Graph Neural Networks for PredictiveMaintenance in IoT Sensor Systems UsingDevice Telemetry Data

Industrial IoT systems generate massive telemetry streams, requiring intelligent predictive maintenancemodels to detect failures early, reduce downtime, and improve operational reliability and safety. Traditional approachesemploy statistical analysis, sequence segmentation techniques, CNN-LSTM hybrids, and graph-based...

M. Poonguzhali, R. Sujitha, A. Mahendar et al. · 0 citations

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