Bill Marion from NREL developed a correction method that improves the ability of PVWatts to represent the nonlinear behavior at low irradiance, which is evident in x-Si module performance (Marion, 2008).

Marion found that the error could be accurately characterized by the following equation:

Marion, B. (2008). Comparison of Predictive Models for Photovoltaic Module Performance. 33rd IEEE Photovoltaic Specialists Conference. San Diego, California.