JOURNAL ARTICLE

Stochastic Event-Triggered Cubature Kalman Filter for Power System Dynamic State Estimation

Sen LiYou HuLini ZhengZhen LiXi ChenTyrone FernandoHerbert Ho‐Ching IuQinglin WangXiangdong Liu

Year: 2018 Journal:   IEEE Transactions on Circuits & Systems II Express Briefs Vol: 66 (9)Pages: 1552-1556   Publisher: Institute of Electrical and Electronics Engineers

Abstract

Accurate dynamic state estimation (DSE) plays an important role in power systems. Although various filtering methods, such as unscented Kalman filter (UKF) and particle filter (PF), have been applied for DSE based on phasor measurement units, they occupy a huge communication bandwidth without specific concern. In order to alleviate this communication burden, the event-triggered cubature Kalman filter (CKF) is proposed based on the stochastic event-triggered schedule in this brief. Based on the developed nonlinear event-triggered schedule, the CKF further provides more accurate estimation than UKF and has lower computational complexity than PF. The proposed filter can effectively reduce the communication rate while ensuring the accuracy of filtering. Finally, the standard IEEE 145-bus system is utilized to verify the feasibility and performance of the proposed method.

Keywords:
Kalman filter Computer science Control theory (sociology) Schedule Phasor Particle filter Extended Kalman filter Electric power system Bandwidth (computing) Real-time computing Power (physics) Telecommunications

Metrics

52
Cited By
3.07
FWCI (Field Weighted Citation Impact)
18
Refs
0.93
Citation Normalized Percentile
Is in top 1%
Is in top 10%

Citation History

Topics

Power System Optimization and Stability
Physical Sciences →  Engineering →  Electrical and Electronic Engineering
Smart Grid Security and Resilience
Physical Sciences →  Engineering →  Control and Systems Engineering
Frequency Control in Power Systems
Physical Sciences →  Engineering →  Electrical and Electronic Engineering

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