Modified Artificial Neural Networks and Support Vector Regression to Predict Lateral Pressure Exerted by Fresh Concrete on Formwork

Kandiri, Amirreza; Shakor, Pshtiwan; Kurda, Rawaz; Deifalla, Ahmed Farouk

doi:10.1186/s40069-022-00554-4

International Journal of Concrete Structures and Materials

Table 3 A listed result of the research on exerted lateral pressure of concrete on the formwork (Gowripalan et al., 2021).

From: Modified Artificial Neural Networks and Support Vector Regression to Predict Lateral Pressure Exerted by Fresh Concrete on Formwork

No.	Cement	Water (W/C)	Coarse aggregates	Fine aggregates	Admixture agent (ml/100 kg)	Total height	Casting rate	Maximum pressure (kPa)
1	218	0.88	997	665	3.28	3.00	6.00	71.00
2	218	0.88	997	665	3.28	3.00	2.00	61.00
3	218	0.88	997	665	3.28	5.00	6.00	113.00
4	218	0.88	997	665	3.28	5.00	2.00	83.00
5	218	0.88	997	665	3.28	7.00	6.00	151.00
6	218	0.88	997	665	3.28	7.00	2.00	88.00
7	450	0.40	870	740	7.8	2.80	10.00	49.00
8	400	0.47	569	1152	0	4.15	2.70	72.00
9	400	0.47	569	1152	0	6.58	5.06	83.00
10	420	0.39	645	1044	0	3.75	3.63	45.00
11	420	0.39	645	1044	0	4.11	5.13	62.00
12	420	0.39	645	1044	0	5.51	6.44	88.00
13	420	0.39	645	1044	0	4.20	3.27	70.00
14	420	0.39	645	1044	0	5.52	5.09	100.00
15	420	0.39	645	1044	0	4.15	3.19	52.00
16	450	0.35	944	872	5.9	3.90	10.00	58.00
17	280	0.75	905	735	2.4	12.00	71.00	156.80
18	280	0.75	905	735	2.4	12.00	71.00	186.20
19	280	0.75	905	735	2.4	12.00	71.00	166.60
20	280	0.75	905	735	2.4	12.00	71.00	176.40
21	280	0.75	905	735	2.4	12.00	71.00	117.60
22	315	0.55	862	862	6.5	2.70	18.80	55.00
23	325	0.45	305	610	2.7	2.70	18.80	35.00
24	450	0.42	890	710	6.88	2.10	10.00	45.00
25	300	0.49	900	900	10	0.47	2.70	92.00
26	280	0.78	891	735	2.85	2.00	2.50	52.00
27	450	0.40	870	740	7.8	2.80	25.00	58.00
28	280	0.78	891	735	2.85	2.00	2.50	52.00
29	365	0.53	715	805	7.7	2.00	25.00	43.00
30	220	0.91	770	440	0	0.76	0.55	35.00
31	232	0.86	812	464	0	1.06	0.55	26.00
32	303	0.66	682	379	0	1.31	1.16	47.88
33	182	1.10	910	380	0	2.01	2.30	29.70
34	400	0.50	1600	800	0	0.82	0.52	25.00
35	400	0.50	1600	800	0	0.88	0.55	11.50
36	400	0.50	1600	800	0	0.58	0.55	7.00
37	400	0.50	1600	800	0	1.04	1.10	10.50
38	400	0.50	1600	800	0	1.22	2.23	8.50
39	400	0.50	1600	800	0	0.85	2.26	14.00
40	400	0.50	1600	800	0	0.85	2.26	8.50
41	400	0.50	1500	900	0	0.61	0.46	5.00
42	400	0.50	1500	900	0	0.76	0.82	6.50
43	400	0.50	1500	900	0	0.76	1.01	5.50
44	400	0.50	2400	1200	0	0.64	0.52	6.50
45	400	0.50	2400	1200	0	0.52	0.49	4.00
46	400	0.50	2400	1200	0	0.76	1.01	3.00
47	400	0.50	2400	1200	0	1.07	1.07	6.00
48	400	0.50	2400	1200	0	1.16	2.04	1.50
49	400	0.50	2400	1200	0	1.52	2.16	10.00
50	400	0.50	2400	1200	0	2.68	2.74	2.50
51	400	0.50	2400	1200	0	1.55	4.36	3.00
52	396	0.48	693	950	0	2.00	1.00	23.74
53	396	0.48	693	950	0	2.00	1.00	21.88
54	396	0.48	693	950	0	2.00	1.00	25.11
55	396	0.48	693	950	0	2.00	1.00	21.15
56	396	0.48	693	950	0	2.00	1.00	25.96
57	396	0.48	693	950	0	2.00	1.00	22.81
58	396	0.48	693	950	0	2.00	1.00	26.97
59	396	0.48	693	950	0	2.00	1.00	26.92
60	396	0.48	693	950	0	2.00	1.00	30.98
61	396	0.48	693	950	0	2.00	1.00	30.98
62	420	0.50	1030	715	0	17.00	5.00	100.00
63	330	0.50	900	630	0	3.00	12.00	60.90
64	330	0.50	900	630	0	2.00	12.00	59.43
65	330	0.50	900	630	0	3.00	12.00	65.15
66	330	0.50	900	630	0	2.00	12.00	65.20
67	330	0.50	900	504	0	3.00	12.00	58.38
68	330	0.50	900	504	0	2.00	12.00	62.37
69	330	0.50	900	504	0	3.00	12.00	65.48
70	330	0.50	900	504	0	2.00	12.00	65.29
71	330	0.50	900	504	0	3.00	12.00	61.14
72	330	0.50	900	504	0	2.00	12.00	65.19
73	370	0.50	1047	758	2	3.00	1.29	27.00
74	370	0.50	1047	758	0	3.00	1.33	37.50
75	370	0.50	1047	758	0	3.00	0.93	41.50
76	370	0.50	1047	758	0	3.00	1.16	30.50
77	370	0.50	1047	758	0	3.00	0.45	27.50
78	370	0.50	1047	758	0	3.00	8.00	28.50
79	370	0.50	1047	758	0	3.00	1.45	38.20
80	370	0.50	1047	758	0	3.00	1.16	27.20
81	370	0.50	1047	758	0	3.00	1.97	24.80
82	370	0.50	1047	758	0	3.00	3.30	31.30
83	370	0.50	1047	758	0	3.00	6.38	33.00
84	370	0.50	1047	758	0	3.00	1.50	54.70
85	370	0.50	1047	758	0	3.00	2.36	52.90
86	370	0.50	1047	758	0	3.00	5.17	43.70
87	500	0.40	750	750	0	1.83	0.61	14.83
88	500	0.40	750	750	0	3.05	0.61	14.83
89	500	0.40	750	750	0	3.66	0.61	14.83
90	500	0.40	750	750	0	4.88	0.61	14.83
91	500	0.40	750	750	0	6.10	0.61	14.83
92	500	0.40	750	750	0	1.83	1.83	27.55
93	500	0.40	750	750	0	3.05	1.83	37.82
94	500	0.40	750	750	0	3.66	1.83	37.82
95	500	0.40	750	750	0	4.88	1.83	37.82
96	500	0.40	750	750	0	6.10	1.83	37.82
97	500	0.40	750	750	0	1.83	3.05	29.33
98	500	0.40	750	750	0	3.05	3.05	45.07
99	500	0.40	750	750	0	3.66	3.05	51.31
100	500	0.40	750	750	0	4.88	3.05	60.91
101	500	0.40	750	750	0	6.10	3.05	64.51
102	500	0.40	750	750	0	1.83	4.27	29.33
103	500	0.40	750	750	0	3.05	4.27	45.07
104	500	0.40	750	750	0	3.66	4.27	52.75
105	500	0.40	750	750	0	4.88	4.27	69.31
106	500	0.40	750	750	0	6.10	4.27	79.54
107	500	0.40	750	750	0	1.83	5.49	29.33
108	500	0.40	750	750	0	3.05	5.49	45.07
109	500	0.40	750	750	0	3.66	5.49	55.44
110	500	0.40	750	750	0	4.88	5.49	69.84
111	500	0.40	750	750	0	6.10	5.49	88.46
112	320	0.75	825	915	0	2.00	10.00	45.00

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