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 |
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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. |
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ISSN: | 0885-8950 1558-0679 |
DOI: | 10.1109/59.667346 |