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Photovoltaic power is a renewable source of energy which is highly used inindustries. In economically struggling countries it can be a potential sourceof electric energy as other non-renewable resources are already exhausting. Nowif installation of a photovoltaic cell in a region is done prior to research,it may not provide the desired energy output required for running that region.Hence forecasting is required which can elicit the output from a particularregion considering its geometrical coordinates, solar parameter like GHI andweather parameters like temperature and wind speed etc. Our paper exploresforecasting of solar irradiance on four such regions, out of which three is inWest Bengal and one outside to depict with using stacked Gated Recurrent Unit(GRU) models. We have checked that stateful stacked gated recurrent unit modelimproves the prediction accuracy significantly.

Comprehensive forecasting based analysis using stacked stateless and stateful Gated Recurrent Unit models