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A Novel Model Predictive Controller for Distributed Generation in Isolated Microgrids-Part II: Model Predictive Controller Implementation

delete2022-09-01
delete9
PRE
AI
M
Md Nasmus Sakib Khan Shabbir
X
Xiaodong Liang *
李卫星 封面图
李卫星 (Weixing Li)
S
Syed Imtiaz
J
John E. Quaicoe
DOI:10.1109/TIA.2022.3181218delete
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摘要

摘要

En 中文
To realize operation automation in remote islanded microgrids, a model predictive control (MPC)-based distributed generation (DG) controller is proposed in Part 2 of this article. The developed data-driven predictive model in Part 1 of this article is implemented in Part 2 to realize the proposed MPC controller. The controller does not incorporate any tunable coefficients, and thus, is not sensitive to the system variations. Kalman filter-based state observer rejects measurement noises and updates the system model under varying system operation. The KWIK optimizer is used to solve the MPC's constrained quadratic programming problem as it ensures a guaranteed convergence. The proposed controller is smaller in size and does not require any intra-DG communication network. It also ensures proportional reactive power sharing despite feeder line impedance mismatch without requiring a secondary controller and a virtual impedance loop. The developed MPC controller is validated through case and sensitivity studies, showing excellent performance when compared with existing methods.
Keyword:
Mathematical models
Predictive models
Observers
Microgrids
Kalman filters
Trajectory
Predictive control
Distributed generation (DG)
disturbance rejection
islanded microgrid
Kalman filter
model predictive control (MPC)
self-adaptive
state observer

期刊

IEEE Transactions on Industry Applications 封面图
IEEE Transactions on Industry Applications
IF:
4.5
论文数:
1.1W
被引数:
3.5W

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Dalian University of Technology
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Memorial University Newfoundland
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University of Saskatchewan
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