Optimal Placement of Phasor Measurement Unit in Smart Grids Considering Multiple Constraints

被引:4
|
作者
Chen, Tengpeng [1 ,2 ]
Ren, He [1 ]
Sun, Yuhao [3 ]
Kraft, Markus [4 ,5 ,6 ]
Amaratunga, Gehan A. J. [7 ]
机构
[1] Xiamen Univ, Dept Instrumental & Elect Engn, Xiamen, Peoples R China
[2] Shenzhen Res Inst Xiamen Univ, Shenzhen, Peoples R China
[3] CTC Intelligence Shenzhen Technol Co Ltd, Shenzhen, Peoples R China
[4] Univ Cambridge, Dept Chem Engn & Biotechnol, Cambridge, England
[5] Cambridge Ctr Adv Res & Educ Singapore, CREATE Tower, Singapore, Singapore
[6] Nanyang Technol Univ, Sch Chem & Biomed Engn, Singapore, Singapore
[7] Univ Cambridge, Dept Engn, Cambridge, England
基金
中国国家自然科学基金; 新加坡国家研究基金会;
关键词
Phasor measurement units; State estimation; Noise measurement; Loss measurement; Power systems; Maximum likelihood estimation; Observability; Phasor measurement unit (PMU); smart grids; optimal placement; state estimation (SE); OPTIMAL PMU PLACEMENT; ROBUST STATE ESTIMATION; CHANNEL CAPACITY; SYSTEM; WAMS; ALGORITHM;
D O I
10.35833/MPCE.2022.000003
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 distribution of measurement noise is usually assumed to be Gaussian in the optimal phasor measurement unit (PMU) placement (OPP) problem. However, this is not always accurate in practice. This paper proposes a new OPP method for smart grids in which the effects of conventional measurements, limited channels of PMUs, zero-injection buses (ZIBs), single PMU loss contingency, state estimation error (SEE), and the maximum SEE variance (MSEEV) are considered. The SEE and MSEEV are both obtained using a robust t-distribution maximum likelihood estimator (MLE) because t-distribution is more flexible for modeling both Gaussian and non-Gaussian noises. The A-and G-optimal experimental criteria are utilized to form the SEE and MSEEV constraints. This allows the optimization problem to be converted into a linear objective func- tion subject to linear matrix inequality observability con- straints. The performance of the proposed OPP method is verified by the simulations of the IEEE 14-bus, 30-bus, and 118-bus systems as well as the 211-bus practical distribution system in China.
引用
收藏
页码:479 / 488
页数:10
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