A robust dynamic state estimation for droop controlled islanded microgrids

被引:9
|
作者
Farag, Hany E. Z. [1 ]
Saxena, S. [1 ]
Asif, A. [2 ]
机构
[1] York Univ, Dept Elect Engn & Comp Sci, 4700 Keele St, Toronto, ON M3J 1P3, Canada
[2] Concordia Univ, Dept Elect & Comp Engn, 7141 Rue Sherbooke O, Montreal, PQ H4B 1R6, Canada
关键词
Distributed generation; Droop-control; Islanded microgrids; State estimation; Particle filter; ENERGY MANAGEMENT; STABILITY; MINIMIZATION; PARAMETERS; SYSTEMS;
D O I
10.1016/j.epsr.2016.05.030
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 proposes a nonlinear particle filter (PF) method for dynamic state estimation in droop controlled islanded microgrids (IMGs). The PFs are normally applied to systems that (1) have highly nonlinear system dynamics, and (2) do not require the additive process or observation noise to be Gaussian. This flexibility allows the PFs to handle noisy measurements from a range of varied distributions, thereby increasing its robustness. To that end, a nonlinear dynamic state model has been developed in this work for droop-controlled IMGs. Additive noise has been incorporated into the state model to account for the error in its accuracy. Monte Carlo simulations have been conducted to verify that the PF accurately tracks the IMG state variables in spite of using significantly corrupted state and observation values. A comparison between the PF and unscented Kalman filter (UKF) has been carried out to test the effectiveness and robustness of the proposed methodology. (C) 2016 Elsevier B.V. All rights reserved.
引用
收藏
页码:445 / 455
页数:11
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