As distributed PV power generation equipment in northwestern regions is mostly located in arid desert areas with low precipitation, dust accumulation on the surface of the equipment can lead to abnormal operating conditions, thereby reducing the power generation efficiency of distributed PV power stations. To accurately assess the impact of different dust accumulation-related abnormal conditions on power generation efficiency, a predictive model for the power generation efficiency of distributed
As distributed PV power generation equipment in northwestern regions is mostly located in arid desert areas with low precipitation, dust accumulation on the surface of the equipment can lead to abnormal operating conditions, thereby reducing the power generation efficiency of distributed PV power stations. To accurately assess the impact of different dust accumulation-related abnormal conditions on power generation efficiency, a predictive model for the power generation efficiency of distributed PV equipment under dusty conditions has been developed.
The PV Ultra-Short-Term Power Output Forecasting System is an operational software tool for power generation efficiency. The system primarily provides functionalities for predicting power generation efficiency based on images of PV panels under dusty conditions and for training the underlying prediction model, thereby offering data support for forecasting the efficiency of distributed PV power generation.



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