About Common Fault Analysis of Wind Turbine Generators
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6 FAQs about [Common Fault Analysis of Wind Turbine Generators]
What is a wind turbine generator failure analysis & fault diagnosis?
In this article, a comprehensive and up-to-date review of wind turbine generators failure analysis and fault diagnosis are presented. First, the electrical and mechanical failures of various WTG components, including stator, rotor, air gap, and bearings, are analyzed. Then, the fault characteristics and root causes of WTG are studied.
Which approach is best for wind turbine generator fault diagnosis?
Finally, the application of four categories of model-based, signal-based, knowledge-based and hybrid approaches to wind turbine generator fault diagnosis is summarized. The comprehensive review shows that the hybrid approach is now the leading and most accurate tool for real-time fault diagnosis for wind turbine generators.
What is a typical wind turbine fault diagnosis process?
Typical wind turbine fault diagnosis process (Adapted from ). The fault diagnosis procedure for wind power bearings mainly involves real-time monitoring of the system using a large number of sensors installed on the device.
How is fault diagnosis of wind turbine bearings based on artificial intelligence?
Fault Diagnosis of Wind Turbine Bearings Based on Artificial Intelligence Artificial-intelligence-based fault diagnosis of wind turbine bearings is divided into two main categories, symbolic reasoning (knowledge-based) and numerical computation (neural-network-based) fault diagnosis .
Why is real-time fault diagnosis of wind turbine bearings important?
Real-time fault diagnosis of bearings not only decreases the occurrence of drive train breakdowns, but also reduces the maintenance costs of the equipment and enhances operational efficiency . In this paper, we focus on the latest progress of wind turbine bearing fault diagnosis by systematically combing the research results of recent years.
What are the common faults of a wind turbine generator?
Common faults of wind turbine generator. Generator electrical faults are mainly stator eccentricity, rotor eccentricity, broken rotor bars, and looseness. The main manifestations of generator stator faults are overheating of stator windings, insulation damage, and grounding.