“The challenge of integrating photovoltaic power generation into the grid is severe. "Building a high-precision photovoltaic power prediction model and accurately depicting the fluctuations of photovoltaic power with meteorological conditions is of great significance for ensuring the stable operation of the power grid." The research team proposed the IRIME ResNet LSTM Dropout combination model, which effectively improves the prediction accuracy and provides theoretical support for the safe and stable operation of the power grid.”