On implementing a spectral clustering controlled islanding algorithm in real power systems

Panayiotis Demetriou, Jairo Quiros-Tortos, Elias Kyriakides, Vladimir Terzija

    Research output: Chapter in Book/Report/Conference proceedingConference contribution

    204 Downloads (Pure)

    Abstract

    Wide area blackouts can be caused by unexpected fault scenarios, in particular protection maloperation, or simultaneous low probability events, which as such might lead to e.g., un-damped electromechanical oscillations. A Spectral Clustering Controlled Islanding (SCCI) method to find a suitable islanding solution for preventing such events was previously proposed and tested using different IEEE test networks. The sole constraint applied to this solution was related to generator coherency. The method demonstrated promising results when it was implemented on these IEEE test networks. The SCCI method was later tested using a simplified Cypriot Network and the Polish Network. The results achieved when implementing the SCCI method on actual power systems highlight practical issues that were not previously considered and require to be addressed when using it. Therefore, this paper presents a robust SCCI method. An outlier problem which affects the quality of clustering and a problem with the computational efficiency of the algorithm (when dealing with systems larger than 500 nodes) are presented and analyzed in this paper. To improve the clustering quality, a more robust clustering algorithm, k-medoids, is used to cluster all nodes in the solution subspace and to find the islanding solution. © 2013 IEEE.
    Original languageEnglish
    Title of host publication2013 IEEE Grenoble Conference PowerTech, POWERTECH 2013|IEEE Grenoble Conf. PowerTech, POWERTECH
    PublisherIEEE
    ISBN (Print)9781467356695
    DOIs
    Publication statusPublished - 2013
    Event2013 IEEE Grenoble Conference PowerTech, POWERTECH 2013 - Grenoble, France
    Duration: 16 Jun 201320 Jun 2013

    Conference

    Conference2013 IEEE Grenoble Conference PowerTech, POWERTECH 2013
    Country/TerritoryFrance
    CityGrenoble
    Period16/06/1320/06/13

    Keywords

    • Controlled islanding
    • generator coherency
    • practical issues
    • robust clustering
    • spectral clustering

    Fingerprint

    Dive into the research topics of 'On implementing a spectral clustering controlled islanding algorithm in real power systems'. Together they form a unique fingerprint.

    Cite this