Deep Learning Approach for Estimating Workability of Self-Compacting Concrete from Mixing Image Sequences

Table 1

Mix composition and workability characteristics of mixing videos.

Video number	VW/VC	SP (%)	Cement (kg/m^3)	Water (kg/m^3)	Hold time (min)	SF (mm)	VF (s)
1	1.10	0.90	527.74	183.46	0	575	35.8
2	1.10	0.90	527.74	183.46	30	355	Blocked
3	1.10	1.00	527.74	183.04	0	460	45.5
4	1.20	0.80	503.75	191.78	0	480	14.5
5	1.20	0.80	503.75	191.78	30	350	24.1
6	1.20	0.90	503.75	191.37	0	705	43.9
7	1.20	0.90	503.75	191.37	30	565	83.0
8	1.20	0.90	503.75	191.37	60	510	14.7
9	1.20	1.00	503.75	190.97	0	610	9.9
10	1.20	1.00	503.75	190.97	30	585	9.2
11	1.20	1.00	503.75	190.97	60	495	56.8
12	1.20	1.00	503.75	190.97	90	360	Blocked
13	1.30	0.90	481.85	198.60	0	610	18.1
14	1.30	0.90	481.85	198.60	30	485	69.0
15	1.30	0.90	481.85	198.60	60	340	Blocked
16	1.30	1.00	481.85	198.21	0	700	10.2
17	1.30	1.00	481.85	198.21	0	690	9.9
18	1.30	1.00	481.85	198.21	30	690	52.9
19	1.30	1.00	481.85	198.21	60	655	30.8
20	1.30	1.00	481.85	198.21	90	440	Blocked
21	1.11	0.85	525.24	184.50	0	625	26.0
22	1.11	0.90	525.24	184.29	0	675	13.0
23	1.13	0.85	520.31	186.12	0	598	16.4
24	1.13	0.90	520.31	185.91	0	675	13.0
25	1.15	0.85	515.47	187.72	0	600	13.0
26	1.15	0.88	515.47	187.61	0	679	31.0
27	1.15	0.90	515.47	187.51	0	648	13.0
28	1.17	0.85	510.71	189.28	0	680	11.6
29	1.17	0.90	510.71	189.08	0	668	9.8
30	1.18	0.85	508.37	190.05	0	668	64.0
31	1.20	0.90	503.75	191.37	0	710	52.0