Table 5.

The learning results of the artificial neural networks included in the tests for Sensor 4 (MRW-4).

Network Structure	Correlation Coefficient			Matching Error			Activation Function—Neurons
	Set			Set			Hidden	Output
	Training	Test	Validation	Training	Test	Validation
MLP 1-7-1	0.99678	0.99686	0.99683	0.000093	0.000094	0.000089	hyperbolic tangent	exponential
MLP 1-3-1	0.99740	0.99732	0.9974	0.000070	0.000074	0.000067	linear	linear
MLP 1-2-1	0.99704	0.99712	0.99713	0.0000815	0.000082	0.000076	hyperbolic tangent	linear
MLP 1-2-1	0.99740	0.99732	0.99740	0.000070	0.000074	0.0000674	linear	linear
MLP 1-3-1	0.99699	0.99698	0.997104	0.000081	0.000083	0.000075	logistic	sine