Robust Hybrid Linear State Estimator Utilizing SCADA and PMU Measurements

被引:63
作者
Dobakhshari, Ahmad Salehi [1 ]
Abdolmaleki, Mohammad [2 ]
Terzija, Vladimir [3 ]
Azizi, Sadegh [4 ]
机构
[1] Univ Guilan, Fac Engn, Rasht 4199613776, Iran
[2] Amer Univ Middle East, Coll Engn & Technol, Kuwait, Kuwait
[3] Univ Manchester, Sch Elect & Elect Engn, Manchester M13 9PL, Lancs, England
[4] Univ Leeds, Sch Elect & Elect Engn, Leeds LS2 9JT, W Yorkshire, England
关键词
Voltage measurement; Current measurement; Phasor measurement units; Robustness; Jacobian matrices; Transmission line measurements; Power measurement; Huber loss function; pmu; power system operation; rtu; scada; schweppe-type estimator; state estimation;
D O I
10.1109/TPWRS.2020.3013677
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
This paper intends to improve the accuracy of power system State Estimation (SE) by introducing a hybrid linear robust state estimator. To this end, automatic bad data rejection is accomplished through an M-estimator, i.e. a Schweppe-type estimator with Huber loss function. The method of Iteratively Reweighted Least Squares (IRLS) is used to maximize the likelihood function in the M-estimator. Leverage measurements are also treated by a simple yet effective formulation. To run the algorithm for real-world large-scale grids, cumbersome construction of the Jacobian matrix at each iteration is avoided. In addition, convergence to the local minima faced in the large-scale Gauss-Newton algorithm is not a concern as the proposed formulation is linear with no approximation. As observability and redundancy considerations mandate SE to take advantage of traditional SCADA measurements along with available PMU measurements, the linearity of the proposed SE formulation is guaranteed regardless of whether PMU-only, SCADA-only or hybrid SCADA/PMU measurements are utilized. In this regard, covariance matrix for measurements weights is derived for both types of measurements. Thanks to the linear formulation and therefore swiftness of the proposed algorithm, SE could be run for different power systems with a few up to thousands of buses.
引用
收藏
页码:1264 / 1273
页数:10
相关论文
共 41 条
[1]   A FAST ALGORITHM FOR THE WEIGHTED LEAST ABSOLUTE VALUE STATE ESTIMATION [J].
ABUR, A ;
CELIK, MK .
IEEE TRANSACTIONS ON POWER SYSTEMS, 1991, 6 (01) :1-8
[2]  
Abur A, 2004, Power system state estimation: theory and implementation
[3]  
[Anonymous], POW SYST TEST CAAR
[4]  
[Anonymous], 2012, Power generation, operation, and control
[5]  
[Anonymous], MATPOWER MATLAB POWE
[6]   Optimal Integration of Phasor Measurement Units in Power Systems Considering Conventional Measurements [J].
Azizi, S. ;
Gharehpetian, G. B. ;
Dobakhshari, A. Salehi .
IEEE TRANSACTIONS ON SMART GRID, 2013, 4 (02) :1113-1121
[7]   Optimal PMU Placement by an Equivalent Linear Formulation for Exhaustive Search [J].
Azizi, Sadegh ;
Dobakhshari, Ahmad Salehi ;
Sarmadi, S. Arash Nezam ;
Ranjbar, Ali Mohammad .
IEEE TRANSACTIONS ON SMART GRID, 2012, 3 (01) :174-182
[8]   Robust WLS estimator using reweighting techniques for electric energy systems [J].
Caro, Eduardo ;
Minguez, Roberto ;
Conejo, Antonio J. .
ELECTRIC POWER SYSTEMS RESEARCH, 2013, 104 :9-17
[9]   A ROBUST WLAV STATE ESTIMATOR USING TRANSFORMATIONS [J].
CELIK, MK ;
ABUR, A ;
MELIOPOULOS, APS ;
ZHANG, F ;
PHANIRAJ, V ;
CHENIAE, MG ;
MILI, L .
IEEE TRANSACTIONS ON POWER SYSTEMS, 1992, 7 (01) :106-113
[10]   Inclusion of PMU current phasor measurements in a power system state estimator [J].
Chakrabarti, S. ;
Kyriakides, E. ;
Ledwich, G. ;
Ghosh, A. .
IET GENERATION TRANSMISSION & DISTRIBUTION, 2010, 4 (10) :1104-1115