Abstract
This paper presents an improved SRCKF algorithm utilizing the generalized maximum correntropy criterion (EnGMCC-SRCKF) to counteract disturbances including impulsive and Laplacian noise, measurement inaccuracies, and rapid load fluctuations. For secure dynamic state estimation in cyber–physical wind energy systems (CPWESs), the square-root cubature Kalman filter (SRCKF) employing correntropy has emerged as a prominent technique, contributing to power system operational integrity and stability. The framework incorporates a kernel constructed from generalized Gaussian distributions. Through statistical linearization, state and measurement errors are consolidated into a unified cost function, with the optimum state estimate determined via fixed-point iteration. Validation on augmented IEEE 30-, 57-, and 118-bus test networks under multiple contingency conditions confirms the method’s proficiency in dynamic state estimation. Relative to established correntropy-based algorithms, the EnGMCC-SRCKF delivers superior estimation accuracy and increased resilience.
| Original language | English |
|---|---|
| Article number | 140809 |
| Journal | Energy |
| Volume | 351 |
| DOIs | |
| Publication status | Published - 15 May 2026 |
| MoE publication type | A1 Journal article-refereed |
Funding
This work was supported in part by the National Natural Science Foundation of China (under Grant 62473309), and in part by the Shaanxi Outstanding Youth Science Fund Project (under Grant 2024JC-JCQN-68), and in part by the Xi’an Science and Technology Plan Project (under Grant 24GXFW0050), and in part by the Shaanxi Provincial Youth Innovation Team Scientific Research Program Project (under Grant 25JP116) and in part by the Xi’an Key Laboratory (under Grant 24ZDSY0015).
Keywords
- Generalized maximum correntropy criterion
- Kalman filter
- State estimation
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