Table 4.

Comparative analysis for all four cases of three scenarios of case study 1.

Scenario number	Case index	Neurons settings	Fitness on MSE			Value of gradient	Value of performance	R	Epochs index	mu parameter
			Training	Validation	Testing
1	1	50	2.3961e−10	4.1839e−10	6.5676e−10	9.9826e−08	4.1839e−10	1	190	1.00e−09
	2	50	7.8543e−11	1.3970e−10	1.3721e−10	9.9681e−08	1.3970e−10	1	257	1.00e−09
	3	50	6.0199e−11	1.5856e−10	6.1410e−11	9.8812e−08	1.5856e−10	1	343	1.00e−09
	4	80	4.9520e−10	6.2145e−10	4.3162e−09	9.9899e−08	6.2145e−10	1	211	1.00e−08
2	1	80	4.3322e−11	1.6575e−10	5.0701e−11	9.9724e−08	1.6575e−10	1	214	1.00e−09
	2	70	2.1824e−10	7.0135e−10	1.9393e−10	9.9452e−08	4.7605e−11	1	310	1.00e−09
	3	70	1.4602e−11	1.8643e−11	5.5134e−11	9.9963e−08	1.8643e−11	1	563	1.00e−09
	4	80	4.0620e−11	4.7605e−11	1.7691e−10	9.9945e−08	2.5030e−10	1	502	1.00e−09
3	1	50	4.5758e−11	1.8526e−10	6.4113e−11	9.9388e−08	1.2851e−10	1	294	1.00e−08
	2	50	2.1670e−10	2.8708e−10	3.2116e−10	9.9220e−08	2.8708e−10	1	357	1.00e−08
	3	80	3.4791e−11	5.1742e−11	1.333e−10	9.9182e−08	5.1742e−11	1	315	1.00e−09
	4	50	2.6416e−11	2.0837e−11	6.7688e−11	9.9917e−08	2.0837e−11	1	497	1.00e−09