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Wind Speed Estimation Algorithm in the Presence of Observation Noise

J. Sol. Energy Eng.  -- February 2010 --  Volume 132,  Issue 1, 011009 (6 pages)
doi:10.1115/1.4000604

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Author(s):
Ken Mok, Senior Engineer
Qualcomm Incorporated, 5775 Morehouse Drive, San Diego, CA 92121
A stochastic hub-height wind speed estimation algorithm for wind turbines, which requires only the rotor angular velocity measurement in the presence of observation noise is proposed. It is assumed that the power curve and the total inertia of the rotor are known a priori. We use the maximum likelihood estimator to identify the hub-height wind speed, which is formulated as one of the state variables in the nonlinear model. The theory and algorithm are verified by both simulated and experimental data in the presence of measurement noise. The effects of the initial guess, the noise variance, and the time history are discussed.

©2010 American Society of Mechanical Engineers

History: Received 3 September 2008; revised 19 October 2009; published 21 December 2009
doi: http://dx.doi.org/10.1115/1.4000604

KEYWORDS and PACS

Keywords
PACS
  • 88.50.G-
    Wind turbines
  • 02.50.Ey
    Stochastic processes
  • 06.30.Gv
    Velocity, acceleration, and rotation measurement
  • YEAR: 2010

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PUBLICATION DATA

Coden:
JSEEDO
ISSN:
0199-6231 (print)   1528-8986 (online)
Publisher:
AIP is a member of CrossRef ASME

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