Mitigating Blackouts via Smart Relays: A Machine Learning Approach

In this paper, we investigate the protective relays used in electric power systems and their role in large-scale blackouts. After reviewing the state of the art, to mitigate future blackouts, we propose a new machine learning approach for protective relays based on binary hypothesis testing, support...

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Veröffentlicht in:	Proceedings of the IEEE 2011-01, Vol.99 (1), p.94-118
Hauptverfasser:	Zhang, Yi, Ilic, Marija D., Tonguz, Ozan K.
Format:	Artikel
Sprache:	eng
Schlagworte:	Blackout Blackouts communication networks Current measurement Digital relays Electricity generation machine learning Power outages Power transmission lines Protective relaying smart protective relays Studies support vector machine (SVM) classification Voltage measurement
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