Artificial Intelligence in Numerical Modeling of Silver Nanoparticles Prepared in Montmorillonite Interlayer Space

Table 1

Experimental values (training, validation, and testing data set), actual and model predicated of size of Ag-NPs.

No.	AgNO3 con. (M)	Temperature (°C)	Wavelength (nm)	MMT d-spacing (nm)	Size of Ag-NPs (actual)	Size of Ag-NPs (predict)
Training set
1	0.5	30	397	1.25	3.85	3.84
2	0.5	35	398	1.25	3.84	3.85
3	0.5	50	398	1.26	3.87	3.88
4	0.5	60	399	1.27	3.89	3.88
5	1	30	398	1.26	4.2	4.20
6	1	35	399	1.26	4.21	4.22
7	1	50	401	1.28	4.24	4.23
8	1	60	403	1.29	4.24	4.24
9	1.5	30	402	1.26	4.68	4.68
10	1.5	35	403	1.28	4.69	4.68
11	1.5	50	405	1.35	4.71	4.72
12	1.5	60	406	1.38	4.93	4.93
13	2	30	403	1.33	6.74	6.74
14	2	35	404	1.35	6.75	6.75
15	2	50	406	1.41	6.88	6.87
16	2	60	407	1.44	6.95	6.95
17	5	30	406	1.47	8.54	8.55
18	5	35	408	1.47	8.56	8.55
19	5	50	411	1.52	8.63	8.63
20	5	60	418	1.55	8.71	8.71
Validation set
21	0.5	40	398	1.26	3.86	3.85
22	1	25	398	1.25	4.19	4.11
23	1.5	25	400	1.26	4.67	4.75
24	1.5	40	404	1.32	4.69	4.67
25	2	40	405	1.37	6.79	6.74
26	5	25	406	1.47	8.53	8.51
Testing set
27	0.5	25	396	1.24	3.82	3.84
28	1	40	399	1.28	4.22	4.24
29	2	25	402	1.31	5.08	6.66
30	5	40	408	1.49	8.56	8.55

Concentration (con.), molar (M), degree centigrade (°C), nanometre (nm), montmorillonite (MMT), silver nanoparticles (Ag-NPs).