A Robust and Reduced-Order Power System Dynamic State Estimator for Grid-Forming Inverters

To date, dynamic state estimation (DSE) for grid-forming inverters (GFMs) remains an unexplored problem due to their timescale-coupled dynamics and unknown inner loop control strategy. To address these challenges, this article proposes a novel decentralized DSE framework that relies only on information on the outer loop control. In this framework, a reduced-order state-space model for DSE is derived, assuming immediate tracking of inner loop control and quasi-stationary LCL filter. By modeling the tracking offset of the inner loop control as a measurement outlier, an innovation saturation mechanism is developed to robustify DSE against it. This DSE framework is tested on both the 14-bus and 240-bus systems with integrated GFMs. Numerical results demonstrate that the proposed method is feasible and robust against unknown parameter settings of the inner loop control.

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Publication Details

Journal
IEEE Transactions on Instrumentation and Measurement
Published
2025-01-01
DOI
https://doi.org/10.1109/tim.2025.3557869
Citations
2
Primary Topic
Power Systems and Renewable Energy
Type
article
Field-Weighted Citation Impact
1.06

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article

A Robust and Reduced-Order Power System Dynamic State Estimator for Grid-Forming Inverters

Junbo Zhao, Xingyu Zhao
2 citations
IEEE Transactions on Instrumentation and Measurement
Power Systems and Renewable Energy
1.06
article

A Robust and Reduced-Order Power System Dynamic State Estimator for Grid-Forming Inverters

Junbo Zhao, Xingyu Zhao
article en
2 citations

Abstract

To date, dynamic state estimation (DSE) for grid-forming inverters (GFMs) remains an unexplored problem due to their timescale-coupled dynamics and unknown inner loop control strategy. To address these challenges, this article proposes a novel decentralized DSE framework that relies only on information on the outer loop control. In this framework, a reduced-order state-space model for DSE is derived, assuming immediate tracking of inner loop control and quasi-stationary LCL filter. By modeling the tracking offset of the inner loop control as a measurement outlier, an innovation saturation mechanism is developed to robustify DSE against it. This DSE framework is tested on both the 14-bus and 240-bus systems with integrated GFMs. Numerical results demonstrate that the proposed method is feasible and robust against unknown parameter settings of the inner loop control.

IEEE Transactions on Instrumentation and MeasurementVol. 74
University of Connecticut (US)
National Science Foundation
Affordable and clean energy
Openalex Percentile: Top 21%
Power Systems and Renewable Energy
1.06
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