This article develops a method of fuzzy fingerprint pre-processing to apply in a pattern recognition system, in which a neural network is developed with fuzzy response integration for fingerprint recognition. There are also shown neural network training results using Biometrics Laboratory database at the Bologna University and of using a genetic algorithm, as well as the chromosome used in the genetic algorithm development of membership functions optimization of fingerprint pre-processing fuzzy method.