“The prediction of offshore wind power is relatively difficult. The research team has integrated time-series convolutional networks with Transformer architecture and introduced discrete cosine transform technology to extract frequency domain features, significantly improving the accuracy of power generation prediction and providing strong support for the efficient operation of offshore wind farms.”