Functions Provided by MATLAB Neural Network Toolbox

Leveraging functions from MATLAB's Neural Network Toolbox, this approach employs both Backpropagation (BP) and Radial Basis Function (RBF) neural networks to develop mathematical models correlating near-infrared spectra of gasoline samples with their octane ratings. The implementation includes performance evaluation metrics for model validation.