Research Article

Using Machine Learning for Performance Classification and Early Fault Detection in Solar Systems

Table 3

List of the most informative attributes associated with their calculated chi-squared values.

Χ2Attribute

1233.848Date
383.1912Relative humidity (%)
352.7815DHI (Wh/m2)
234.4035Barometric pressure (mB (hPa equiv))
187.6781DNI (Wh/m2)
131.0724Standard deviation DHI (Wh/m2)
122.4529Wind direction at 3 m (°N)
102.0796Barometric pressure uncertainty (mB (hPa equiv))
88.7592Site
87.8772Standard deviation GHI (Wh/m2)
64.5802Latitude
28.5757Wind speed at 3 m (std dev) (m/s)
27.8873Standard deviation DNI (Wh/m2)
18.614Peak wind speed at 3 m (m/s)