In addressing the key issues of the data imbalance within ECG signals and modeling optimization. we employed the TimeGAN network and a local attention mechanism based on the artificial bee colony optimization algorithm to enhance the performance and accuracy of ECG modeling. Initially. the TimeGAN network was introduced to rectify data imbalance and create a balanced dataset. https://cosmeticssquadets.shop/product-category/stockings/