Privacy preserving decentralized power system state estimation with phasor measurement units

Neelabh Kashyap, Stefan Werner, Yih Fang Huang, Reza Arablouei

    Tutkimustuotos: Artikkeli kirjassa/konferenssijulkaisussaConference article in proceedingsScientificvertaisarvioitu

    4 Sitaatiot (Scopus)

    Abstrakti

    This paper presents a privacy preserving approach to decentralized state estimation in multi-area power systems. By formulating state estimation as a model-distributed regularized least-squares (MDRLS) problem, we ensure that the state variables and system matrix of each area are hidden from all other areas in order to protect privacy and sensitive information. We present a scheme that solves the primal MDRLS problem using the alternating direction method of multipliers, and a second method that solves the dual problem using a distributed form of the coordinate descent algorithm. Only information related to current measurements on tie-lines linking neighboring areas is exchanged between those areas. The proposed schemes enable the local state estimator in each area to estimate the voltage magnitude and phase angle of each bus in its own control area from phasor measurement units (PMU) without the need for full local PMU-observability. The novelty of the proposed methods is in that they employ the inherently hierarchical architecture of the wide-area monitoring system to perform decentralized state estimation. Our simulation results show that the estimation error of both methods converges to that of the centralized approach.

    AlkuperäiskieliEnglanti
    OtsikkoProceedings of the 2016 IEEE Sensor Array and Multichannel Signal Processing Workshop, SAM 2016
    KustantajaIEEE
    Sivumäärä5
    Vuosikerta2016-September
    ISBN (elektroninen)9781509021031
    DOI - pysyväislinkit
    TilaJulkaistu - 15 syysk. 2016
    OKM-julkaisutyyppiA4 Artikkeli konferenssijulkaisussa
    TapahtumaIEEE Sensor Array and Multichannel Signal Processing Workshop - Rio de Janeiro, Brasilia
    Kesto: 10 heinäk. 201613 heinäk. 2016
    Konferenssinumero: 9

    Julkaisusarja

    NimiIEEE Workshop on Sensor Array and Multichannel Signal Processing
    KustantajaIEEE
    ISSN (elektroninen)2151-870X

    Workshop

    WorkshopIEEE Sensor Array and Multichannel Signal Processing Workshop
    LyhennettäSAM
    Maa/AlueBrasilia
    KaupunkiRio de Janeiro
    Ajanjakso10/07/201613/07/2016

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