Reliability assessment of generic geared wind turbines by GTST-MLD model and Monte Carlo simulation

In the last decade, the installed capacity of wind turbines has increased far more than other renewable energy sources such as solar, biomass or geothermal. As for any energy equipment, reliability is the fundamental attribute that needs to be guaranteed. A number of studies have been carried out fo...

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Veröffentlicht in:Renewable energy 2015-11, Vol.83, p.222-233
Hauptverfasser: Li, Y.F., Valla, S., Zio, E.
Format: Artikel
Sprache:eng
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Zusammenfassung:In the last decade, the installed capacity of wind turbines has increased far more than other renewable energy sources such as solar, biomass or geothermal. As for any energy equipment, reliability is the fundamental attribute that needs to be guaranteed. A number of studies have been carried out for wind turbine reliability assessment. Most of them model the wind turbine system as a whole, without investigating its interior structure and failure logic. In this paper, a modeling and simulation framework is proposed for the reliability assessment of generic geared wind turbine systems. It is based on a Goal Tree, Success Tree and Master Logic Diagram for modeling the relationships among components and functions in a wind turbine system, and the impact of factors and mechanisms influencing the failure of the components. The modeling framework is customized to represent the strength of the relationships and the uncertainty of the impact of failures of these components on other components and functions. The model is eventually integrated in a Monte Carlo simulation framework for the computation of the wind turbine system reliability. Finally, model validation is performed by comparing the simulation results with those obtained by a Bayesian network model developed for this purpose. •We propose a reliability model and simulation framework for wind turbine system.•We consider the logic relationships among different components in the system.•The GTST-MLD approach is used to develop the model for reliability evaluation.•A simulation framework is developed for the quantification of the model.•The proposed framework is validated by comparing with Bayesian network modeling.
ISSN:0960-1481
1879-0682
DOI:10.1016/j.renene.2015.04.035