DocumentCode
56895
Title
A Model-Free Approach to Wind Farm Control Using Game Theoretic Methods
Author
Marden, Jason R. ; Ruben, S.D. ; Pao, Lucy Y.
Author_Institution
Dept. of Electr., Comput., & Energy Eng., Univ. of Colorado, Boulder, CO, USA
Volume
21
Issue
4
fYear
2013
fDate
Jul-13
Firstpage
1207
Lastpage
1214
Abstract
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.
Keywords
game theory; learning (artificial intelligence); power generation control; wind power; cooperative control; distributed system; energy production optimization; game theoretic method; learning rule; model-free approach; model-free control strategy; wind farm control; Cooperative systems; networked control systems; wind farms;
fLanguage
English
Journal_Title
Control Systems Technology, IEEE Transactions on
Publisher
ieee
ISSN
1063-6536
Type
jour
DOI
10.1109/TCST.2013.2257780
Filename
6515297
Link To Document