Research of GPCEMBP Glucose Prediction Algorithm Based on Continuous Glucose Monitoring

Table 7

Comparison of various algorithms for predicting blood glucose.

Methods	Errorsum (mg/dl)	R	RMSE (mg/dl)	SNR (dB)	MAPE (%)	ET (s)
LSTM	3.77E + 04	0.8229	27.12	7.03	11.63	52
GPCEM-LSTM	3.11E + 04	0.8943	24.23	7.97	9.02	1,593
PSO-BP	2.05E + 04	0.9625	10.32	20.6	3.78	4,861
GPCEMBP	1.29E + 04	0.9866	6.46	32.2	2.54	220
GPCEM-PSO-BP	1.24E + 04	0.9871	5.89	37.4	2.35	42,005