Predicting production of photovoltaic systems
The present invention is directed to methods, systems, and devices for predicting production of a photovoltaic (PV) system. A method may include establishing a reference performance model for a reference PV system at a reference site. Further, the method may include establishing a performance factor for an installed PV system based on configuration parameters of the installed PV system, measurements of the installed PV system, weather data at an installation site of the installed PV system and a comparison of the measurements of the installed PV system to the reference performance model. The method may also include predicting production of the installed PV system based on the performance factor, cumulative weather data and a time dependent performance ratio.
1. A method, comprising:
establishing a reference performance model for a reference photovoltaic (PV) system at a reference site, wherein establishing the reference performance model comprises establishing the reference performance model including at least one of a fill factor aging component and a short circuit current aging component;
establishing a performance factor for an installed PV system based on configuration parameters of the installed PV system, measurements of the installed PV system, weather data at an installation site of the installed PV system and a comparison of the measurements of the installed PV system to the reference performance model; and
predicting production of the installed PV system based on the performance factor, cumulative weather data and a time dependent performance ratio, wherein the time dependent performance ratio is an anticipated aging rate of the installed PV system.
2. The method of claim 1 , wherein establishing the reference performance model comprises establishing the reference performance model based on configuration parameters for the reference PV system, measurements of the reference PV system, and weather at the reference site and including at least one of a fill factor aging component and a short circuit current aging component.
3. The method of claim 1 , wherein establishing the reference performance model comprises establishing the reference performance model including the short circuit current aging component established relative to a reference cell.
4. The method of claim 1 , wherein establishing a performance factor comprises establishing the performance factor used to establish pass or fail status of a commissioning test, wherein the commissioning test determines whether the predicted production of the installed PV system is within a threshold amount of the reference PV system.
5. A system, comprising:
at least one processor configured to:
establish a reference performance model for a reference photovoltaic (PV) system at a reference site, wherein the reference PV system includes at least one PV module and a production simulator configured to generate the reference performance model in response to at least one of weather data at the reference site, configuration parameters at the reference site, and performance measurements of the reference PV system, wherein the reference PV system further includes a reference cell for providing a constant short circuit current response independent of aging;
establish a performance factor for an installed PV system based on configuration parameters of the installed PV system, measurements of the installed PV system, weather data at an installation site of the installed PV system and a comparison of the measurements of the installed PV system to the reference performance model, wherein the installed PV system includes at least one PV module and a production simulator configured to generate the performance factor; and
predict production of the installed PV system based on the performance factor, cumulative weather data (TMY) and a time dependent performance ratio, wherein the time dependent performance ratio is an anticipated aging rate of the installed PV system.