Research Article

Novel Condition Monitoring Method for Wind Turbines Based on the Adaptive Multivariate Control Charts and SCADA Data

Table 2

Feature selection result based on RF.

Feature no.Feature ranking

1Rotation torque
2Generator phase A current
3Average wind speed in 10 min
4Generator speed
5Rotor speed
6Blade yaw angle
7Generator temperature
8Gearbox bearing temperature
9Nacelle angle
10Generator phase A voltage
11Nacelle revolution
12Gearbox temperature
13Ambient temperature
14Nacelle temperature
15Bearing temperature