Hybrid modelling and predictive control of utility-scale variable-speed variable-pitch wind turbines

被引:8
|
作者
Moness, Mohammed [1 ]
Moustafa, Ahmed Mahmoud [1 ]
机构
[1] Minia Univ, Fac Engn, Comp & Syst Engn Dept, Al Minya 6111, Egypt
关键词
Discrete hybrid automata (DHA); hybrid model predictive control; mixed logical dynamical systems (MLD); nonlinear systems hybridization; piecewise affine systems (PWA); utility-scale wind turbines; YAW STABILITY CONTROL; SYSTEMS; MPC; HYBRIDIZATION; CHALLENGES; DYNAMICS; DESIGN; LOAD;
D O I
10.1177/0142331219895117
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
Wind energy has proven to be the highest reliable source of renewables due to the maturity of the technology. Wind turbine (WT) systems are complex systems with undergoing development process that requires innovative methods of design and control. In this paper, WTs are studied through hybrid systems framework. Hybrid models of WT are extracted with representable dynamics from nonlinear complex design code. The WT model is formulated into a mixed-logical dynamical model (MLD) and a piecewise affine (PWA) model. Then, a receding horizon control strategy is applied to WT hybrid model resulting in a hybrid model predictive control (HMPC) with mixed-integer programming (MIP) problem. The performance of the proposed controller is compared against the baseline controller within a simulation environment for the National Renewable Energy Laboratory (NREL) 5MW benchmark WT as a case study. The analysis and investigation of HMPC highlight its capability as a potential tool for exploiting the control objectives of WT systems.
引用
收藏
页码:1724 / 1739
页数:16
相关论文
共 50 条
  • [31] Multiple Model MIMO Predictive Control for Variable Speed Variable Pitch Wind Turbines
    Soliman, M.
    Malik, O. P.
    Westwick, D. T.
    2010 AMERICAN CONTROL CONFERENCE, 2010, : 2778 - 2784
  • [32] Power Control Strategy for Variable-Speed Fixed-Pitch Wind Turbines
    Chen Jiawei
    Wen Changyun
    Song Yongduan
    2014 13TH INTERNATIONAL CONFERENCE ON CONTROL AUTOMATION ROBOTICS & VISION (ICARCV), 2014, : 559 - 564
  • [33] Adaptive Continuous Neural Pitch Angle Control for Variable-Speed Wind Turbines
    Jiao, Xuguo
    Meng, Wenchao
    Yang, Qinmin
    Fu, Lingkun
    Chen, Qi
    ASIAN JOURNAL OF CONTROL, 2019, 21 (04) : 1966 - 1979
  • [34] Dynamic Behaviour and Modelling of Variable-Speed Wind Turbines
    Himker, Niklas
    Waechter, Matthias
    Peinke, Joachim
    Mertens, Axel
    2020 IEEE 11TH INTERNATIONAL SYMPOSIUM ON POWER ELECTRONICS FOR DISTRIBUTED GENERATION SYSTEMS (PEDG), 2020, : 441 - 446
  • [35] Pitch Control Design for Optimum Energy Capture in Variable-Speed Wind Turbines
    Abdullah, Alshehri
    Fekih, Afef
    2013 10TH INTERNATIONAL MULTI-CONFERENCE ON SYSTEMS, SIGNALS & DEVICES (SSD), 2013,
  • [36] Model predictive control with finite control set for variable-speed wind turbines
    Song, Dongran
    Yang, Jian
    Dong, Mi
    Joo, Young Hoon
    ENERGY, 2017, 126 : 564 - 572
  • [37] Nonlinear control of a class of non-affine variable-speed variable-pitch wind turbines with radial-basis function neural networks
    Bagheri, P.
    Behjat, L.
    Sun, Q.
    ISA TRANSACTIONS, 2022, 131 : 197 - 209
  • [38] Adaptive PI optimization control for variable-pitch wind turbines
    Wang, Shuangxin
    Li, Zhaoxia
    Taiyangneng Xuebao/Acta Energiae Solaris Sinica, 2013, 34 (09): : 1579 - 1586
  • [40] Intelligent control for large-scale variable speed variable pitch wind turbines
    Xinfang Zhang
    Daping Xu
    Yibing Liu
    Journal of Control Theory and Applications, 2004, 2 (3): : 305 - 311