A great number of guidance problems can be considered the problems of generalized two-point boundary-value in the field of aerospace. The paper discusses the methods to solve these problems with the help of neural network. The static two-point boundary-Value problems, such as offline guidance, are discussed in the paper. Based on the discussion, the dynamic two-point boundary-value problems, such as online guidance, are analyzed, and an effective method to solve them is presented.