Neuro-fuzzy networks for voltage security monitoring based on synchronized phasor measurements

The ability to rapidly acquire synchronized phasor measurements from around a power network opens up new possibilities for power system operation and control. A novel neuro-fuzzy network, the fuzzy hyperrectangular composite neural network, is proposed for voltage security monitoring (VSM) using syn...

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Veröffentlicht in:IEEE transactions on power systems 1998-05, Vol.13 (2), p.326-332
Hauptverfasser: LIU, C.-W, CHANG, C.-S, SU, M.-C
Format: Artikel
Sprache:eng
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Zusammenfassung:The ability to rapidly acquire synchronized phasor measurements from around a power network opens up new possibilities for power system operation and control. A novel neuro-fuzzy network, the fuzzy hyperrectangular composite neural network, is proposed for voltage security monitoring (VSM) using synchronized phasor measurements as input patterns. This paper demonstrates how neuro-fuzzy networks can be constructed offline and then utilized online for monitoring voltage security. The neuro-fuzzy network is tested on 3000 simulated data from randomly generated operating conditions on the IEEE 30-bus system to indicate its high classification rate for voltage security monitoring.
ISSN:0885-8950
1558-0679
DOI:10.1109/59.667346