Abstract
The saturation of the nonlinear magnetic circuit of synchronous generators is often neglected when performing Kalman filter-based dynamic state estimation (DSE), yielding significant estimation bias. This letter addresses this problem and proposes a generalized DSE framework to handle magnetic saturation. Moreover, this letter derives a state initialization procedure that improves the Kalman filter tracking speed. The framework is flexible in dealing with different saturation functions and generator models. Numerical results on the Texas 2000-bus system verify the effectiveness of the proposed method.
Original language | American English |
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Pages (from-to) | 960-963 |
Number of pages | 4 |
Journal | IEEE Transactions on Power Systems |
Volume | 38 |
Issue number | 1 |
DOIs | |
State | Published - 2023 |
NREL Publication Number
- NREL/JA-5D00-82607
Keywords
- dynamic state estimation
- magnetic saturation
- nonlinear magnetic circuit
- synchronous generator
- unscented Kalman filter