To overcome disadvantage of slow convergence rate of back propagation ( BP) algorithm for feedforward network, a new learning procedure which is called faster linearization learning algorithm is presented. 针对前馈神经网络的反向传播(BP)学习算法收敛速度慢的缺点,提出了一种新的学习算法即线性化快速学习算法。