Using an Artificial Neural Network to Validate and Predict the Physical Properties of Self-Compacting Concrete

Table 1

Training datasets for ANN1-BA replacement.

PPC (%)	BA (%)	SC	IST (min)	FST (min)	CS-28 days (N/mm^2)
96	4	0.37	107	267	27.52
96	4	0.38	110	267	28.87
96	4	0.39	95	257	27.34
92	8	0.40	115	425.0	28.96
92	8	0.40	108	417.0	28.03
92	8	0.38	113	440.0	28.56
92	8	0.37	114	425.0	29.15
92	8	0.38	102	432.0	27.95
88	12	0.39	281	758	25.18
88	12	0.37	279	763	26.22
88	12	0.38	271	762	26.10
88	12	0.40	275	754	25.23
88	12	0.38	270	761	25.27
84	16	0.40	351	1018	23.67
84	16	0.39	352	1008	23.63
84	16	0.38	342	995	22.56
84	16	0.41	341	1020	22.65
84	16	0.42	340	1007	22.88
80	20	0.44	403	1215	21.05
80	20	0.45	405	1218	20.43
80	20	0.42	405	1207	20.12
80	20	0.38	401	1214	19.73
80	20	0.44	398	1208	21.46