TY - GEN
T1 - Maximizing Power in Wind Turbine Arrays with Variable Wind Dynamics
AU - Buccafusca, Lucas
AU - Beck, Carolyn L.
N1 - Publisher Copyright:
© 2018 IEEE.
PY - 2018/7/2
Y1 - 2018/7/2
N2 - This paper proposes an algorithm to maximize the power extraction in wind turbine arrays under varying wind. Wind turbine arrays can be viewed as large coupled networks, for which the application of traditional optimization techniques are impractical. In this paper we present an extension to a dynamic programming solution previously developed under uniform wind and extend it to higher-fidelity wind models. We then update our solution for dynamically evolving wind conditions. Using a Markov model derived from real-world data, the underlying optimization problem is reformulated in a Model Predictive Control framework. Simulation results are discussed, which demonstrate our algorithm provides improved performance compared to prior results.
AB - This paper proposes an algorithm to maximize the power extraction in wind turbine arrays under varying wind. Wind turbine arrays can be viewed as large coupled networks, for which the application of traditional optimization techniques are impractical. In this paper we present an extension to a dynamic programming solution previously developed under uniform wind and extend it to higher-fidelity wind models. We then update our solution for dynamically evolving wind conditions. Using a Markov model derived from real-world data, the underlying optimization problem is reformulated in a Model Predictive Control framework. Simulation results are discussed, which demonstrate our algorithm provides improved performance compared to prior results.
UR - http://www.scopus.com/inward/record.url?scp=85062193436&partnerID=8YFLogxK
UR - http://www.scopus.com/inward/citedby.url?scp=85062193436&partnerID=8YFLogxK
U2 - 10.1109/CDC.2018.8619789
DO - 10.1109/CDC.2018.8619789
M3 - Conference contribution
AN - SCOPUS:85062193436
T3 - Proceedings of the IEEE Conference on Decision and Control
SP - 2667
EP - 2672
BT - 2018 IEEE Conference on Decision and Control, CDC 2018
PB - Institute of Electrical and Electronics Engineers Inc.
T2 - 57th IEEE Conference on Decision and Control, CDC 2018
Y2 - 17 December 2018 through 19 December 2018
ER -