distributed power generation;
predictive control;
optimal control;
time-varying systems;
quadratic programming;
approximation theory;
linear systems;
linear programming;
nonlinear control systems;
parameter Kautz network-based LTV-MPC;
nonlinear standalone microgrid control;
linear time-variant model;
centralised control;
nonlinear standalone microgrids;
prediction horizon;
microgrid model;
LTV model;
forced response;
natural response;
nonlinear model;
input reference trajectories;
optimal control problem;
complete predicted response;
quadratic programming problem;
nonconvex nonlinear programming problem;
optimal control trajectories;
control horizon;
two-parameter orthonormal Kautz networks;
LTV-MPC design;
control trajectories approximation;
LTV-MPC performance;
standalone eight bus microgrid;
MPC designs;
MODEL-PREDICTIVE CONTROL;
FREQUENCY CONTROL;
VOLTAGE;
OPERATION;
ROBUST;
GENERATORS;
INVERTERS;
SYSTEM;
D O I:
10.1049/iet-rpg.2019.1374
中图分类号:
X [环境科学、安全科学];
学科分类号:
08 ;
0830 ;
摘要:
This study proposes a novel linear time-variant model predictive controller (LTV-MPC) for the centralised control of non-linear standalone micro-grids. At each sample, within the prediction horizon, LTV-MPC linearises the non-linear micro-grid model around the state and input reference trajectories resulting in a linear time-variant (LTV) model. The LTV model is used for predicting the forced response of the micro-grid. The natural response is predicted by solving the non-linear model along the state and input reference trajectories. An optimal control problem for the LTV-MPC is formulated using the complete predicted response, which is a quadratic programming problem instead of a non-convex non-linear programming problem. The quadratic programming problem is solved online at each sample to generate the optimal control trajectories within the control horizon. The study recommends the use of two-parameter orthonormal Kautz networks in the LTV-MPC design for the control trajectories approximation. The approximation drastically reduces the number of optimising variables in the optimal control problem without compromising LTV-MPC performance. A standalone eight bus micro-grid with one synchronous distributed generator (DG) and one photovoltaic-DG is considered for the analysis. The LTV-MPC performance is assessed for the different load disturbance and source intermittency scenarios. The results are compared with the existing MPC designs.
机构:
Gyeongsang Natl Univ, Ind Technol Res Inst, Dept Control & Instrumentat Engn, Kyungnam 660701, South KoreaGyeongsang Natl Univ, Ind Technol Res Inst, Dept Control & Instrumentat Engn, Kyungnam 660701, South Korea
机构:
Gyeongsang Natl Univ, Ind Technol Res Inst, Dept Control & Instrumentat Engn, Kyungnam 660701, South KoreaGyeongsang Natl Univ, Ind Technol Res Inst, Dept Control & Instrumentat Engn, Kyungnam 660701, South Korea