This paper attempts to propose a design scheme of intelligent network technique based on library book distribution theory combined with BP neural network. The scheme follows the way of data classification learning and setting up neural network, demonstrating classification learning algorithm and validates the rationality, validity and reliability of the proposed algorithm by means of k-fold cross validation. The system can analyse intelligently all the features to achieve the aim of rationalization of book distribution and optimization of book collection.