Microgrids;
Mathematical model;
Uncertainty;
Stochastic processes;
Power electronics;
Kalman filters;
Noise measurement;
Constant power load (CPL);
dc microgrid (MG);
extended Kalman filter (EKF);
model-in-the-loop;
nonlinear dynamic;
stochastic model predictive control (MPC);
D O I:
10.1109/JESTPE.2020.3008885
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:
In this work, a novel nonlinear approach is proposed for the stabilization of microgrids (MGs) with constant power loads (CPLs). The proposed method is constructed based on the incorporation of a pseudo-extended Kalman filter (EKF) into stochastic nonlinear model predictive control (MPC). In order to achieve high-performance and optimal control in dc MGs, estimating the instantaneous power flow of the uncertain CPLs and the available power units is essential. Thus, by utilizing the advantages of the stochastic MPC and the pseudo-EKF, an effective control solution for the stabilization of dc islanded MGs with CPLs is established. This technique develops a constrained controller for practical application to handle the states and control input constraints explicitly; furthermore, as it estimates the current by using the pseudo-EKF, it is a current-senseless approach. As noisy measurements are taken into account for the state estimation, it leads to a less conservative control action rather than the classical robust MPC, whereas it guarantees the global asymptotic stability in the presence of noisy measurements and parameter uncertainty. To validate the performance of the proposed controller, the attained results are compared with state-of-the-art controllers. Furthermore, the implementability of the proposed method is validated using real-time simulations on dSPACE hardware.
机构:
Groupe Safran, Safran Tech, Rue Jeunes Bois Chateaufort, F-78772 Magny Les Hameaux, FranceGroupe Safran, Safran Tech, Rue Jeunes Bois Chateaufort, F-78772 Magny Les Hameaux, France
Barrau, Axel
;
Bonnabel, Silvere
论文数: 0引用数: 0
h-index: 0
机构:
PSL Res Univ, Ctr Robot, MINES ParisTech, F-75006 Paris, FranceGroupe Safran, Safran Tech, Rue Jeunes Bois Chateaufort, F-78772 Magny Les Hameaux, France
机构:
Univ Michigan, Dept Mech Engn, Ann Arbor, MI 48109 USAUniv Michigan, Dept Mech Engn, Ann Arbor, MI 48109 USA
Chen, Yi
;
Li, Haijun
论文数: 0引用数: 0
h-index: 0
机构:
Univ Michigan, Dept Biomed Engn, Ann Arbor, MI 48109 USAUniv Michigan, Dept Mech Engn, Ann Arbor, MI 48109 USA
Li, Haijun
;
Qiu, Zhen
论文数: 0引用数: 0
h-index: 0
机构:
Michigan State Univ, Dept Biomed Engn, Inst Quantitat Hlth Sci & Engn, E Lansing, MI 48824 USAUniv Michigan, Dept Mech Engn, Ann Arbor, MI 48109 USA
Qiu, Zhen
;
Wang, Thomas D.
论文数: 0引用数: 0
h-index: 0
机构:
Univ Michigan, Dept Biomed Engn, Ann Arbor, MI 48109 USAUniv Michigan, Dept Mech Engn, Ann Arbor, MI 48109 USA
Wang, Thomas D.
;
Oldham, Kenn R.
论文数: 0引用数: 0
h-index: 0
机构:
Univ Michigan, Dept Mech Engn, Ann Arbor, MI 48109 USAUniv Michigan, Dept Mech Engn, Ann Arbor, MI 48109 USA
机构:
Groupe Safran, Safran Tech, Rue Jeunes Bois Chateaufort, F-78772 Magny Les Hameaux, FranceGroupe Safran, Safran Tech, Rue Jeunes Bois Chateaufort, F-78772 Magny Les Hameaux, France
Barrau, Axel
;
Bonnabel, Silvere
论文数: 0引用数: 0
h-index: 0
机构:
PSL Res Univ, Ctr Robot, MINES ParisTech, F-75006 Paris, FranceGroupe Safran, Safran Tech, Rue Jeunes Bois Chateaufort, F-78772 Magny Les Hameaux, France
机构:
Univ Michigan, Dept Mech Engn, Ann Arbor, MI 48109 USAUniv Michigan, Dept Mech Engn, Ann Arbor, MI 48109 USA
Chen, Yi
;
Li, Haijun
论文数: 0引用数: 0
h-index: 0
机构:
Univ Michigan, Dept Biomed Engn, Ann Arbor, MI 48109 USAUniv Michigan, Dept Mech Engn, Ann Arbor, MI 48109 USA
Li, Haijun
;
Qiu, Zhen
论文数: 0引用数: 0
h-index: 0
机构:
Michigan State Univ, Dept Biomed Engn, Inst Quantitat Hlth Sci & Engn, E Lansing, MI 48824 USAUniv Michigan, Dept Mech Engn, Ann Arbor, MI 48109 USA
Qiu, Zhen
;
Wang, Thomas D.
论文数: 0引用数: 0
h-index: 0
机构:
Univ Michigan, Dept Biomed Engn, Ann Arbor, MI 48109 USAUniv Michigan, Dept Mech Engn, Ann Arbor, MI 48109 USA
Wang, Thomas D.
;
Oldham, Kenn R.
论文数: 0引用数: 0
h-index: 0
机构:
Univ Michigan, Dept Mech Engn, Ann Arbor, MI 48109 USAUniv Michigan, Dept Mech Engn, Ann Arbor, MI 48109 USA