Dynamic state estimation of a grid-connected converter of a renewable generation system using adaptive cubature Kalman filtering*

被引:7
|
作者
Zhang, Jing [1 ]
Bi, Tianshu [1 ]
Liu, Hao [1 ]
机构
[1] North China Elect Power Univ, State Key Lab Alternate Elect Power Syst Renewable, Beijing 102206, Peoples R China
基金
中国国家自然科学基金;
关键词
Adaptive cubature Kalman filter; Dynamic state estimation; Power electronic converter; Phasor measurement units; Renewable energy sources; Voltage source converter; ROBUST;
D O I
10.1016/j.ijepes.2022.108470
中图分类号
TM [电工技术]; TN [电子技术、通信技术];
学科分类号
0808 ; 0809 ;
摘要
Renewable energy sources are typically integrated with the grid through power electronic converters. A novel dynamic state estimation (DSE) method for the grid-connected converter of a renewable energy generation system using an adaptive cubature Kalman filter (ACKF) is proposed. Different from the traditional SE, the DSE program is deployed locally in the converter, and the voltage and current sampling values of the point of common coupling (PCC) and DC bus rather than the phasors are used for estimation to achieve high accuracy in real time. Based on reasonable modeling assumptions proposed, a mathematical model of the grid-connected converter is established using the most typical topology and control strategy. Further, the DSE is implemented using the proposed ACKF algorithm, which is an improvement of the CKF combined with the Sage-Husa adaptive filter to enable on-line iterative revision of the posterior statistics of the process noise while performing recursive filtering. Thus, the ACKF has stronger adaptability and higher estimation accuracy than the CKF. The simulation results verify the feasibility and estimation accuracy of the proposed DSE method for converters.
引用
收藏
页数:11
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