Abstract: This paper presents a novel support vector machine based Chinese tone recognition method. A new tone recognition feature is first extracted using the fundamental frequency (F0) and logarithmic energy. And how to select the method of SVM multi-class classification and kernel function is also discu-ssed by experiments. Compared with BP neural network,SVM has higher recognition rates and more strong generalization.