Anticipatory Control of Wind Turbines With Data-Driven Predictive Models

  title={Anticipatory Control of Wind Turbines With Data-Driven Predictive Models},
  author={Andrew Kusiak and Zhe Song and Haiyang Zheng},
  journal={IEEE Transactions on Energy Conversion},
The concept of anticipatory control applied to wind turbines is presented. Anticipatory control is based on the model predictive control (MPC) approach. Unlike the MPC method, noncontrollable variables (such as wind speed) are directly considered in the dynamic equations presented in the paper to predict response variables, e.g., rotor speed and turbine power output. To determine future states of the power drive with the dynamic equations, a time series model was built for wind speed. The time… CONTINUE READING
Highly Cited
This paper has 46 citations. REVIEW CITATIONS


Publications citing this paper.
Showing 1-10 of 29 extracted citations


Publications referenced by this paper.
Showing 1-10 of 37 references

and M

  • B. Boukhezzar, H. Siguerdidjane
  • M. Hand, “Nonlinear control of variable-speed…
  • 2006
Highly Influential
7 Excerpts

Model Predictive Control

  • E. F. Camacho, C. Bordons
  • London, U.K.: Springer-Verlag
  • 1999
Highly Influential
9 Excerpts

and H

  • N. Nanayakkara, M. Nakamura
  • Hatazaki, “Predictive control of wind turbines in…
  • 1997
Highly Influential
6 Excerpts

and Y

  • L. Ma, S. Luan, C. Jiang, H. Liu
  • Zhang, “A review on the forecasting of wind speed…
  • 2009

Short term wind speed forecasting for wind turbine applications using linear prediction method,

  • G. H. Riahy, M. Abedi
  • Renewable Energy,
  • 2008
1 Excerpt

A review on the forecasting of wind speed and generated power

  • S. Luan, C. Jiang, H. Liu, Y. Zhang
  • IEEE Power Energy Mag .
  • 2007

Annual report on U.S. wind power installation, cost, and performance trends

  • R. Wiser, M. Bolinger
  • NREL, US Dept. Energy,
  • 2007
3 Excerpts

Model predictive control of a wind turbine,

  • L. C. Henriksen
  • M.S. thesis, Tech. Univ. Denmark, Lyngby, Denmark…
  • 2007
2 Excerpts

Similar Papers

Loading similar papers…