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The CNN-LSTM model, incorporating linear interpolation, was used in a controlled experiment involving a Chinese wind farm dataset, in order to validate the model's universality and the CGAN's ability. The CGAN-CNN-LSTM model's predictive accuracy, coupled with its adaptability across a multitude of regions, is underscored by the final test results, demonstrating its considerable value for wind power development. Determin