Augmented State Estimation of Line Parameters in Active Power Distribution Systems With Phasor Measurement Units

被引:13
|
作者
Wang, Yubin [1 ]
Xia, Mingchao [2 ]
Yang, Qiang [1 ]
Song, Yuguang [2 ]
Chen, Qifang [2 ]
Chen, Yuanyi [1 ]
机构
[1] Zhejiang Univ, Coll Elect Engn, Hangzhou 310027, Peoples R China
[2] Beijing Jiaotong Univ, Coll Elect Engn, Beijing 100044, Peoples R China
基金
中国国家自然科学基金;
关键词
Mathematical models; Parameter estimation; Phasor measurement units; State estimation; Distribution networks; Voltage measurement; State-space methods; Distribution line parameters; augmented state estimation; improved adaptive unscented Kalman filter; UNSCENTED KALMAN FILTER; DYNAMIC STATE; IDENTIFICATION; ERRORS; RECONFIGURATION;
D O I
10.1109/TPWRD.2021.3138165
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
The line parameters of power distribution systems stored in the dispatching center may have large errors due to the line aging and system operational dynamics. Such line parameter errors may directly affect the state estimation accuracy, and the advanced management functionalities rely on these parameters. This paper proposes an augmented state estimation method of erroneous distribution line parameters considering the presence of phasor measurement units (PMUs). The augmented state-space models under single and multiple measurement snapshots are established separately by combining the parameter state equation with the state-space model of the distribution network. The augmented state estimation based on the improved adaptive unscented Kalman filter (IAUKF) is developed. The proposed method can effectively perceive the process noise statistical parameter of the erroneous parameters during the estimation to accurately estimate line parameters. The proposed solution is validated through simulation experiments using the IEEE 33-bus system and the numerical results demonstrated its accurate parameter estimation performance.Also, the scalability of the proposed algorithm is demonstrated based on the simulation of the 118-bus system with distributed generators.
引用
收藏
页码:3835 / 3845
页数:11
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