An intelligent method of flow profile identification for multipath ultrasonic flowmeter is proposed. The flow profile identifier is constructed based on multiclass support vector machine (SVM) with polynomial kernel. 65 flow profiles of different types are used to train and test the SVM identifier. A comparison with extreme learning machine under different levels of uncertainty reveals effect of the proposed identifier.