A Model-Free Approach to Wind Farm Control Using Game Theoretic Methods

被引:236
作者
Marden, Jason R. [1 ]
Ruben, Shalom D. [2 ]
Pao, Lucy Y. [1 ]
机构
[1] Univ Colorado, Dept Elect Comp & Energy Engn, Boulder, CO 80309 USA
[2] Univ Colorado, Dept Mech Engn, Boulder, CO 80309 USA
关键词
Cooperative systems; networked control systems; wind farms; TURBINE; POWER; LOAD;
D O I
10.1109/TCST.2013.2257780
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
This brief explores the applicability of recent results in game theory and cooperative control to the problem of optimizing energy production in wind farms. One such result is a model-free control strategy that is completely decentralized and leads to efficient system behavior in virtually any distributed system. We demonstrate that this learning rule can provably maximize energy production in wind farms without explicitly modeling the aerodynamic interaction amongst the turbines.
引用
收藏
页码:1207 / 1214
页数:8
相关论文
共 38 条
[1]  
[Anonymous], 2008, 20 WIND ENERGY 2030
[2]  
[Anonymous], 2010, P EUR WIND EN C EXH
[3]   Autonomous vehicle-target assignment: A game-theoretical formulation [J].
Arslan, Guerdal ;
Marden, Jason R. ;
Shamma, Jeff S. .
JOURNAL OF DYNAMIC SYSTEMS MEASUREMENT AND CONTROL-TRANSACTIONS OF THE ASME, 2007, 129 (05) :584-596
[4]  
Barthelmie R., 2009, European Wind Energy Conference, P1
[5]   Evaluation of wind farm efficiency and wind turbine wakes at the Nysted offshore wind farm [J].
Barthelmie, R. J. ;
Jensen, L. E. .
WIND ENERGY, 2010, 13 (06) :573-586
[6]  
Brand A. J., 2011, P EUR WIND EN C MAR, P1
[7]  
Buck A.L., 2013, P AM CONTR C JUN, P1
[8]  
Burton T., 2001, Wind Energy Handbook
[9]  
Churchfield M. J., 2012, NWTC DESIGN CODES SI
[10]   Investigation and Validation of Wind Turbine Wake Models [J].
Duckworth, A. ;
Barthelmie, R. .
WIND ENGINEERING, 2008, 32 (05) :459-475