Table 1. NN training and prediction for desorption simulation results.

Sorption system	Model	Training MSE a (×10–4)	Test MSE a (×10–4)	Simulation variance (×10–4)
MFI-C5-W	SorbNet	3.8 ± 0.5	9.3 ± 0.9	2.8
	Shallow	4.3 ± 0.2	9.4 ± 0.4
MFI-C4-W	SorbNet	2.5 ± 0.4	4.5 ± 0.7	1.9
	Shallow	4.1 ± 0.5	7.2 ± 1.1
MFI-C5-E	SorbNet	1.9 ± 0.4	5.6 ± 0.9	0.7
	Shallow	2.7 ± 0.3	7.5 ± 0.7
LTA-C5-W	SorbNet	2.8 ± 0.6	7.6 ± 1.6	1.4
	Shallow	3.8 ± 0.2	9.6 ± 0.5

^aMean square errors were evaluated using the averaged simulation result as the true value. Standard deviations were measured from 8 training runs.