21.15109/ARP/XVUWKB Barancsuk, Lilla0000-0002-3036-0133(Centre for Energy Research) ARP 2024 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Ground-based remote sensing all-sky imagery recorded using a wide lens all-sky camera, meteorological measurements, and sky-parameter dataset calculated from the images using image processing and neural network architectures pre-trained with the datasets. The data collected during the project is recorded at the HUN-REN Center for Energy Research (HUN-REN CER) as part of the internal research project "Ultra-short-term irradiation forecasting using a combination of deep learning and image processing". The research aims to support the proper quality of power grid services, by forecasting solar radiation in the ultra-short-term, leading to improved operation of photovoltaic plants. The forecast is based on sky camera images and weather data, using a combination of deep learning and traditional image processing methodologies. Barancsuk, Lilla(Centre for Energy Research)Barancsuk, Lilla(HUN-REN Centre for Energy Research)