Computational Intelligence-Based Structural Health Monitoring of Corroded and Eccentrically Loaded Reinforced Concrete Columns

Table 3

Selection of the best neuron based on R and MSE.

S. no	Neuron	Values						Rank						Sum
		MSE			R			MSE			R
		Tr	Val	Te	Tr	Val	Te	Tr	Val	Te	Tr	Val	Te
1	3	0.000345	0.001025	0.001274	0.9954	0.9751	0.9908	4	9	7	4	10	4	38
2	4	0.000447	0.001617	0.000697	0.9932	0.9936	0.9873	7	10	3	8	2	6	36
3	5	0.000294	0.000972	0.001290	0.9960	0.9850	0.9928	1	7	8	2	7	3	28
4	6	0.000508	0.000634	0.001315	0.9950	0.9924	0.9681	9	3	9	5	4	10	40
5	7	0.000470	0.002255	0.002673	0.9935	0.9855	0.9775	8	12	11	7	6	9	53
6	8	0.001054	0.000671	0.001150	0.9918	0.9798	0.9837	12	4	5	11	9	8	49
7	9	0.000353	0.000737	0.002149	0.9949	0.9916	0.9838	5	6	10	6	5	7	39
8	10	0.000365	0.000589	0.000749	0.9954	0.9927	0.9878	6	2	4	4	3	5	24
9	11	0.000329	0.000284	0.005258	0.9960	0.9951	0.9513	2	1	13	2	1	11	30
10	12	0.000822	0.001790	0.004870	0.9929	0.8821	0.9464	11	11	12	9	13	12	68
11	13	0.000365	0.000691	0.000478	0.9958	0.9702	0.9935	6	5	2	3	12	2	30
12	14	0.000332	0.001020	0.001260	0.9964	0.9747	0.9201	3	8	6	1	11	13	42
13	15	0.000534	0.002312	0.000444	0.9926	0.9840	0.9951	10	13	1	10	8	1	43

Tr = training, Val = validation, and Te = testing.