Table 4 Ablation studies of the performance of the proposed MEFNet components in different cycle stages using the CALCA dataset.

Different stages of cycle	General Expert		Local Expert		Global Expert		Local + General Expert		Global + General Expert		MEFNet
Different stages of cycle	MAE	RMSE	MAE	RMSE	MAE	RMSE	MAE	RMSE	MAE	RMSE	MAE	RMSE
0% – 30%	0.143	0.024	0.151	0.027	0.098	0.014	0.150	0.027	0.098	0.014	0.098	0.014
30% – 60%	0.108	0.014	0.335	0.118	0.111	0.016	0.327	0.111	0.107	0.015	0.102	0.014
0% – 60%	0.127	0.020	0.260	0.085	0.104	0.015	0.254	0.081	0.103	0.014	0.100	0.014
60% – 100%	0.227	0.071	0.557	0.322	0.248	0.079	0.498	0.253	0.243	0.077	0.107	0.043
0% – 100%	0.174	0.047	0.406	0.214	0.176	0.051	0.371	0.172	0.173	0.050	0.141	0.029

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