Observer Design and Optimization for Model-Based Condition Monitoring of the Wind Turbine Rotor Blades Using Genetic Algorithm (bibtex)
by , , ,
Abstract:
In this paper a model based approach for condition monitoring and diagnosis of faults in the wind turbine rotor blades is described. The investigation is focused on creating a fault-free reference system, the design and optimization of the controller/observer based on the Disturbance Accommodating Control theory and the multi-objective genetic optimization algorithm in order to further enhance the condition monitoring and faults diagnosis. Test cases are presented by injecting a parameter change, e.g. pitch angle, as an error to the non-linear wind turbine simulation model in order to demonstrate that the proposed method is able to detect the fault on the blades.
Reference:
Meng, F.; Meyer, T.; Thomas, P.; Wenske, J.: Observer Design and Optimization for Model-Based Condition Monitoring of the Wind Turbine Rotor Blades Using Genetic Algorithm. Journal of Physics: Conference Series, volume 1037, 2018.
Bibtex Entry:
@article{meng_observer_2018,
  howpublished = {Conference Proceedings},
  title = {Observer Design and Optimization for Model-Based Condition Monitoring of the Wind Turbine Rotor Blades Using Genetic Algorithm},
  volume = {1037},
  issn = {1742-6596},
  abstract = {In this paper a model based approach for condition monitoring and diagnosis of faults in the wind turbine rotor blades is described. The investigation is focused on creating a fault-free reference system, the design and optimization of the controller/observer based on the Disturbance Accommodating Control theory and the multi-objective genetic optimization algorithm in order to further enhance the condition monitoring and faults diagnosis. Test cases are presented by injecting a parameter change, e.g. pitch angle, as an error to the non-linear wind turbine simulation model in order to demonstrate that the proposed method is able to detect the fault on the blades.},
  language = {en},
  number = {3},
  urldate = {2018-10-15},
  journal = {Journal of Physics: Conference Series},
  doi = {10.1088/1742-6596/1037/3/032027},
  url = {http://stacks.iop.org/1742-6596/1037/i=3/a=032027},
  author = {Meng, Fanzhong and Meyer, Tobias and Thomas, Philipp and Wenske, Jan},
  year = {2018},
  pages = {032027}
}
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