A new algorithm to deal with the shortcuts of traditional backpropagation algorithm was proposed.In the proposed algorithm, the hidden layer is directed by knowledge. The training effects are then greatly improved and the number of hidden neurons can be easily determined. The training need not be restarted entirely when adding new patterns, so that the training time will be saved obviously.