4.7 Article

A Synchrophasor Data-Driven Method for Forced Oscillation Localization Under Resonance Conditions

Journal

IEEE TRANSACTIONS ON POWER SYSTEMS
Volume 35, Issue 5, Pages 3927-3939

Publisher

IEEE-INST ELECTRICAL ELECTRONICS ENGINEERS INC
DOI: 10.1109/TPWRS.2020.2982267

Keywords

Oscillators; Transmission line measurements; Phasor measurement units; Force measurement; Power measurement; Power systems; Transmission line matrix methods; Forced oscillations (FOs); phasor measurement unit (PMU); resonant systems; robust principal component analysis (RPCA); unsupervised learning; big data

Funding

  1. Ministry of Science and Technology of China [2019YFB2102200]
  2. Anhui Department of Science and Technology [201903a05020049]
  3. NSF [ECCS-1760554]
  4. NSF Science & Technology Center [CCF-0939370, CCF-1717207]
  5. Electric Reliability Council of Texas (ERCOT)
  6. Power Systems Engineering Research Center (PSERC)
  7. Department of Energy [DE-EE0009031]

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This paper proposes a data-driven algorithm for locating the source of forced oscillations and suggests a physical interpretation for the method. By leveraging the sparsity of forced oscillations along with the low-rank nature of synchrophasor data, the problem of source localization under resonance conditions is cast as computing the sparse and low-rank components using Robust Principal Component Analysis (RPCA), which can be efficiently solved by the exact Augmented Lagrange Multiplier method. Based on this problem formulation, an efficient and practically implementable algorithm is proposed to pinpoint the forced oscillation source during real-time operation. Furthermore, theoretical insights are provided for the efficacy of the proposed approach, by use of physical model-based analysis, specifically by highlighting the low-rank nature of the resonance component matrix. Without the availability of system topology information, the proposed method can achieve high localization accuracy in synthetic cases based on benchmark systems and real-world forced oscillations in the power grid of Texas.

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