Providing guidelines for practical implementation of neural networks in near-field sound source localization. Obtained optimal sensors setups. Obtaining optimal network configuration. Obtaining optimal training parameters. Proving effectiveness of feedforward neural network in solving hyperbolic positioning problem under the uncertainties.