An Improved Self-Organizing Migration Algorithm for Short-Term Load Forecasting with LSTM Structure Optimization

Table 6

Average evaluation results of different models in all evaluation items.

Model	Mean MSE	Mean RMSE	Mean MAE	Mean MAPE
GA	158887.368	358.828	298.243	22.541
PSO	187325.260	360.865	316.792	23.514
CPSO	215994.852	361.742	333.274	24.701
SOMA	152303.548	369.904	292.753	21.806
OSOMA	154519.768	364.235	294.128	21.636
AS-SOMA_1	158684.477	359.309	295.200	21.849
A-MsPSO [48]	154433.900	357.453	295.209	21.829
AS-SOMA	152235.210	355.851	292.412	21.805