Nonlinear Model Predictive Control of a Variable-Speed Pumped-Storage Power Plant

被引:23
|
作者
Mennemann, Jan-Frederik [1 ]
Marko, Lukas [2 ]
Schmidt, Jakob [3 ]
Kemmetmuller, Wolfgang [3 ]
Kugi, Andreas [3 ,4 ]
机构
[1] Wolfgang Pauli Inst, A-1090 Vienna, Austria
[2] Tech Univ Wien TU Wien, Automat & Control Inst, Christian Doppler Lab Model Based Proc Control St, A-1040 Vienna, Austria
[3] Tech Univ Wien TU Wien, Automat & Control Inst, A-1040 Vienna, Austria
[4] Austrian Inst Technol, Ctr Vis Automat & Control, A-1210 Vienna, Austria
关键词
Pipelines; Mathematical model; Turbines; Predictive control; Task analysis; Automation; Reservoirs; Extended Kalman filter (EKF); model predictive control (MPC); model uncertainties; physics-based model; pipeline system; pressure waves; variable-speed pumped-storage power plant (PSPP); ALGORITHM; FRICTION; FLOW;
D O I
10.1109/TCST.2019.2956910
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
Optimal operation and control of (variable-speed) pumped-storage power plants (PSPPs) is essential to meet the growing demands on the dynamics for the stabilization of power distribution grids with an increasing amount of renewable energy sources. Existing work on the control of PSPPs is typically based on rather simplified system models, in particular of the (long) pipeline system. In this article, a nonlinear model predictive control (NMPC) strategy is proposed, which enables fast closed-loop dynamics while keeping all system constraints, including the pressure constraints along the pipeline system. The control strategy is based on a physics-based model, which enables easy parameterization and application to other plant sizes or topologies. To ensure real-time capability of the model predictive control (MPC) strategy, a number of measures are outlined in this article. Finally, the feasibility of the proposed control strategy is demonstrated by detailed simulation studies. An accurate tracking for fast changing desired grid powers as well as a high robustness with respect to parameter uncertainties is demonstrated.
引用
收藏
页码:645 / 660
页数:16
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