MODELLING, SIMULATION & BLADE PITCH FAULT DETECTION OF WIND TURBINES EQUIPPED WITH PERMANENT MAGNET SYNCHRONOUS GENERATOR BASED ON SUPPORT VECTOR MACHINE

Q: How can I download an article?

To download an article from SID, first log in to the site, search for the article title, and click on the 'Download Article' option.

Q: How can I download an ISI article?

To download an ISI article on SID, enter the keyword or article title in the search bar, view the relevant results, click on the desired article, and select the 'Download Article' option.

Q: How can I access the SID database?

To access the SID database, visit SID.ir, create an account, and log in to access scientific resources.

Q: Is downloading articles from SID free?

Some articles on SID are available for free, while others require payment. Details are specified on the article's page.

EBRAHIMI SEDIGHEH; ABBASZADEH KARIM

مرکز اطلاعات علمی Scientific Information Database (SID) - Trusted Source for Research and Academic Resources

Journal Paper

Paper Information

Journal: Journal of Control Year:2016 | Volume:10 | Issue:1 Page(s): 11-22

Download Full-Text

Persian Verion

View:

913

Download:

Cites:

Information Journal Paper

Title

MODELLING, SIMULATION & BLADE PITCH FAULT DETECTION OF WIND TURBINES EQUIPPED WITH PERMANENT MAGNET SYNCHRONOUS GENERATOR BASED ON SUPPORT VECTOR MACHINE

Author(s)

EBRAHIMI SEDIGHEH | ABBASZADEH KARIM | Issue Writer Certificate

Keywords

AERODYNAMIC ASYMMETRYQ2

FAULT DETECTIONQ1

DIRECT-DRIVE WIND TURBINEQ2

SUPPORT VECTOR MACHINEQ2

Abstract

In this paper, the effect of the wind turbine blade pitch fault and FAULT DETECTION method based on SUPPORT VECTOR MACHINE algorithm based on electrical and mechanical signals have been modeled and studied. Dynamic model of permanent magnet synchronous generator and wind turbine under both AERODYNAMIC ASYMMETRY and normal conditions modes have been modelled in Simulink, FAST and TurbSim environment. The AERODYNAMIC ASYMMETRY has been simulated by adjusting the pitch of one blade different from the other pitch blades. The simulation results recorded in the time-domain and then transformed into the frequency-domain by using the Fast Fourier Transform (FFT). This results shows when the blade failure occurred, the amplitude of excitation frequency 1p is appeared in electric signals and with more intensity in mechanic signals.For FAULT DETECTION, first the time-domain and frequency-domain parameters of signals extracted, and then, the sensitivity of this parameters in healthy and faulty conditions obtained by using Distance Evaluation Criteria (DEC). The result of DEC considered as a variable input in SVM. This process implemented for the number of 60 winds Turbulence for healthy and faulty turbines.Simulation results confirmed that the proposed approach to be able to identifying the healthy condition from AERODYNAMIC ASYMMETRY fault in wind turbine and this proposed approach is effective and efficient for blade FAULT DETECTION.

Cites

No record.

References

No record.

Cite

APA: Copy

EBRAHIMI, SEDIGHEH, & ABBASZADEH, KARIM. (2016). MODELLING, SIMULATION & BLADE PITCH FAULT DETECTION OF WIND TURBINES EQUIPPED WITH PERMANENT MAGNET SYNCHRONOUS GENERATOR BASED ON SUPPORT VECTOR MACHINE. JOURNAL OF CONTROL, 10(1), 11-22. SID. https://sid.ir/paper/120845/en

Vancouver: Copy

EBRAHIMI SEDIGHEH, ABBASZADEH KARIM. MODELLING, SIMULATION & BLADE PITCH FAULT DETECTION OF WIND TURBINES EQUIPPED WITH PERMANENT MAGNET SYNCHRONOUS GENERATOR BASED ON SUPPORT VECTOR MACHINE. JOURNAL OF CONTROL[Internet]. 2016;10(1):11-22. Available from: https://sid.ir/paper/120845/en

IEEE: Copy

SEDIGHEH EBRAHIMI, and KARIM ABBASZADEH, “MODELLING, SIMULATION & BLADE PITCH FAULT DETECTION OF WIND TURBINES EQUIPPED WITH PERMANENT MAGNET SYNCHRONOUS GENERATOR BASED ON SUPPORT VECTOR MACHINE,” JOURNAL OF CONTROL, vol. 10, no. 1, pp. 11–22, 2016, [Online]. Available: https://sid.ir/paper/120845/en

Related Journal Papers