Particle Filter Design for Effective Wind Speed Estimation of Wind Turbines

In this paper, a particle filter design for the effective wind speed estimation for large-scaled wind turbines is proposed. Based on a reduced wind turbine model and a non-Gaussian distribution of the effective wind speed the design procedure for a particle filter is discussed. Different simulation...

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Bibliographic Details
Main Authors: Esmailifar, S. M., Poschke, Florian, Gauterin, Eckhard, Schulte, Horst
Format: Conference Proceeding
Language:English
Subjects:
Aerodynamics
Kalman filters
Mathematical model
Rotors
Torque
Wind speed
Wind turbines
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Summary:In this paper, a particle filter design for the effective wind speed estimation for large-scaled wind turbines is proposed. Based on a reduced wind turbine model and a non-Gaussian distribution of the effective wind speed the design procedure for a particle filter is discussed. Different simulation runs show the applicability of the particle filter approach for wind turbines only equipped with standard sensors at the drive train and in the pitch-drives.
ISSN:2378-5861
DOI:10.23919/ACC.2018.8431147