Real-time harmonics estimation in power systems using a novel hybrid algorithm

被引:23
|
作者
Enayati, Javad [1 ]
Moravej, Zahra [1 ]
机构
[1] Semnan Univ, Fac Elect & Comp Engn, Semnan, Iran
关键词
power system harmonics; power system parameter estimation; least squares approximations; Kalman filters; nonlinear filters; amplitude estimation; phase estimation; convergence; discrete Fourier transforms; power supply quality; real-time harmonics estimation; power systems; novel hybrid algorithm; harmonic parameters; distorted signal; harmonic components; recursive least squares; iterated extended Kalman filter; RLS-IEKF algorithm; linear amplitude estimation; nonlinear phase estimation; intensive noise presence; intended state vector; dynamic parameter estimation; tuning factor; MATLAB; discrete Fourier transform; ensemble Kalman filter; C plus plus code; PC; 104 computer set; practical power quality; KALMAN-FILTER;
D O I
10.1049/iet-gtd.2017.0044
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 study presents a new hybrid algorithm to estimate the harmonic parameters of a distorted signal in power systems. The parameters to be estimated are amplitudes and phases of harmonic components according to the voltage/currents samples. The proposed algorithm is based on combination of the recursive least squares (RLS) and iterated extended Kalman filter (IEKF) techniques. The RLS-IEKF algorithm decomposes the problem into linear amplitude estimation and non-linear phase estimation leading to extracting the intended state vector in online mode and intensive noise presence. As well, RLS-IEKF estimates dynamic parameters using tuning factor which controls the impact of measurement on estimation process. Simulation results obtained by MATLAB show the accuracy and speed of convergence in comparison with that of conventional discrete Fourier transform and ensemble Kalman filter. For further validation, the proposed algorithm is implemented by C++ code and is applied to real switching current data. The real-time implementation of RLS-IEKF in a simple laboratory setup using PC/104 computer set and dedicated hardware shows its satisfactory performance for practical power quality and protection cases.
引用
收藏
页码:3532 / 3538
页数:7
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