Power outages are costly and could be dangerous. Can we prevent outages caused due to in-service asset failure by continuously monitoring the health of these components in a cost-efficient manner? We designed machine learning based solutions that can independently and automatically detect and also predict component failures in the grid, so that preventive measures can be taken preemptively. Our solutions are completely online that do not demand any scheduled grid shutdown, and also do not require any human intervention at the diagnostics level. All our designs integrate smart-grid communications together with the asset monitoring.
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R. Vijay, G. Prasad, Y. Huo, S. M. Sachin, T. V. Prabhakar
Measurement-based Condition Monitoring of Railway Signaling Cables
IEEE SmartGridComm '21
Y. Huo, G. Prasad, L. Lampe, V. C. M. Leung, R. Vijay, T. V. Prabhakar
Measurement Aided Training of Machine Learning Techniques for Fault Detection Using PLC Signals
IEEE ISPLC '21
Y. Huo, G. Prasad, L. Lampe, V. C. M. Leung
Advanced Smart Grid Monitoring: Intelligent Cable Diagnostics Using Neural Networks
IEEE ISPLC ’20
Y. Huo, G. Prasad, L. Atanackovic, L. Lampe, V. C. M. Leung
Cable Diagnostics with Power Line Modems for Smart Grid Monitoring
IEEE Access ’19, vol. 7, pp. 60206–60220, ’19 (Special Section on Advances in Power Line Communications and its Applications)
Y. Huo, G. Prasad, L. Lampe, V. C. M. Leung
Advanced Smart Grid Monitoring: Intelligent Cable Diagnostics Using Neural Networks
IEEE ISPLC ’20
G. Prasad, Y. Huo, L. Lampe, V. C. M. Leung
Fault Diagnostics with Legacy Power Line Modems
IEEE ISPLC ’19
Y. Huo, G. Prasad, L. Lampe, V. C. M. Leung
Smart-Grid Monitoring: Enhanced Machine Learning for Cable Diagnostics
IEEE ISPLC ’19
Y. Huo, G. Prasad, L. Lampe, V. C. M. Leung
Cable Health Monitoring in Distribution Networks using Power Line Communications
IEEE SmartGridComm ’18
Y. Huo, G. Prasad, L. Lampe, V. C. M. Leung
Grid Surveillance and Diagnostics Using Power Line Communications (Best Paper Award)
IEEE ISPLC ’18
G. Prasad, Y. Huo, L. Lampe, A. Mengi, V. C. M. Leung
Intelligent Grid Diagnostics with MIMO Power Line Modems
WSPLC ’18
Y. Huo,G. Prasad, L. Lampe, V. C. M. Leung
Automated Machine Learning for Grid Diagnostics using Power Line Communications
WSPLC ’18