Wind turbine generator sensors
Digital Twin as a Virtual Sensor for Wind Turbine
Digital twins (DTs) have been implemented in various applications, including wind turbine generators (WTGs). They are used to create virtual replicas of physical turbines, which can be used to monitor and
LSTM-Autoencoder Based Anomaly Detection Using
The problem of energy depletion has brought wind energy under consideration to replace oil- or chemical-based energy. However, the breakdown of wind turbines is a major concern. Accordingly, unsupervised learning was
Virtual sensors for wind turbines with machine learning‐based
One of the earliest studies for the virtual sensors for wind turbines is for the wind speed signal, 1 where multi-layer perceptron (MLP)-based artifical neural networks (ANNs) is
Health Monitoring of Wind Turbine Blades Based on FBG Strain Sensors
At present, remote online monitoring systems are installed on the transmission chain of wind turbines, including the generator, gearbox, and variable pitch mechanism, which
Digital Twin as a Virtual Sensor for Wind Turbine
The power generated by a wind turbine generator is dependent on the wind speed and other factors such as the swept area of the rotor, the efficiency of the generator, and the electrical load on
Choosing the Best Vibration Sensor for Wind Turbine
This article provides system insights for wind turbine components, failure statistics, common fault types, and fault data gathering methods. Vibration sensor requirements, such as bandwidth, measurement range, and noise density are
IoT-Based Monitoring, Communication and Control of Small Wind Turbines
The generator connected to the gearbox through a fast axis produces electricity. The voltage is raised, and then the energy is injected into the electrical grid. In the practical
Vibration Sensors For Wind Turbine Condition Monitoring
There are currently about half a million wind turbines (WTs) in operation worldwide. Recent years have seen a significant surge, representing a () 19 percent increase() since 2019. Over the
How do sensors improve wind turbine performance?
Wind turbines are very complex machines. It takes a lot of sensors to ensure their continuous operation generating green energy. This FAQ reviews some of the sensors used to monitor wind turbine operations, such
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