Abstract
This study presents the development and application of an adjoint model for investigating the sensitivity of solar radiation to forecasted variables from WRF-Solar. The first part of this study focuses on developing an adjoint model for the Fast All-sky Model for Solar Applications (FARMS) to investigate the input variables having the highest sensitivity to global horizontal irradiance (GHI), direct normal irradiance (DNI), and diffuse horizontal irradiance (DHI), which are the output variables. The applicability and usefulness of the adjoint sensitivity approach are demonstrated by conducting a sensitivity analysis under various scenarios defined by low, medium, and high values for the input variables. This preliminary study uses elasticity values to understand the sensitivity of solar radiation to the input variables (e.g. solar zenith angle, Angstrom turbidity coefficient, and cloud optical depth) of FARMS. This presentation will illustrate the implemented methodology and the obtained sensitivity results for FARMS, as well as future research steps that will lead to the development of high-quality probabilistic solar forecasts.
Original language | American English |
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Number of pages | 8 |
State | Published - 2019 |
Event | 2019 European Photovoltaic Specialists Conference (EU PVSEC) - Marseille, France Duration: 9 Sep 2019 → 13 Sep 2019 |
Conference
Conference | 2019 European Photovoltaic Specialists Conference (EU PVSEC) |
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City | Marseille, France |
Period | 9/09/19 → 13/09/19 |
NREL Publication Number
- NREL/CP-5D00-74756
Keywords
- adjoint/tangent linear model
- FARMS
- sensitivity analysis
- WRF-Solar