Abstract: Basic properties of artificial neural networks are introduced in this paper. Applications of multi-layer neuralnetworks learning algorithm, or back-propagation network, in Chinese speech synthesis are investigated. And akind of neural network model that performs text-to-speech conversion is put forward. Our preliminary experi-ment result is quite satisfactory.