The results indicate that the VMD-DES-TSAM-LSTM can achieve satisfactory prediction results. The introduction of TSAM improves the generalization ability of the traditional LSTM and significantly enhances its prediction performance. Meanwhile, TSAM accurately reveals the most relevant t...