Non-parametric correlations of hourly diffuse fraction based on clearness index.

Hourly values of irradiation measurements recorded during 2001–2013 were used.

Comparison of different architectures and functions for better accuracy.

Introduction of additional input parameters in the correlations.

Comparable results to empirical analytical models.