Table 1

Glossary of key impactful features.

Category Description Abbr.
Base Irradiance Measurements Direct Normal Irradiance: The solar radiation received by a surface held perpendicular (normal) to the sun’s rays. DNI
  Global Horizontal Irradiance: The total solar radiation received on a horizontal surface. GHI
  Diffuse Horizontal Irradiance: The solar radiation received on a horizontal surface that has been scattered by the atmosphere. DHI
Temporal Stability & Change Rolling standard deviation, measuring irradiance stability, for:
  - Direct Normal Irradiance (DNI) Sdhi
  - Global Horizontal Irradiance (GHI) Sghi
  - Diffuse Horizontal Irradiance (DHI) Sdhi
  Coefficient of Variation: The normalized stability of GHI over a 30 min window. CVghi,30
Clearness & Ratio Indices Ratio of Direct Normal to Diffuse Horizontal Irradiance (DNI/DHI). Rd
  Clearness Index: Ratio of measured GHI to theoretical clear-sky GHI. kt
  Beam Clearness Index: Ratio of measured DNI to theoretical clear-sky DNI. kb
  Clear-sky Score: A composite score combining clearness indices (kt, kb) and their stability to indicate clear-sky likelihood. Scs
  Diffuse Fraction Deviation: Deviation of the diffuse fraction from its zenith-specific median. Δkd,z
  Ratio Match Score: Match between the measured and theoretical direct-to-diffuse ratio. MRd
Solar Geometry & Temporal Azimuth: The compass direction of the sun. Az
  Zenith Angle: The angle of the sun relative to the point directly overhead (the zenith). θz
  Month: The month of the year, used to capture seasonal patterns. Mo
  Cyclical encoding of time, representing the annual/daily pattern:
  - Sine of the day of the year dsin
  - Cosine of the hour of the day hcos

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