Target maneuver recognition is a key problem in air combat situation awareness. Aiming at the problems of the existing recognition methods such as more subjective factors, complicated models, difficult to meet the real-time performance and low recognition accuracy, a maneuver recognition method based on motion decomposition and hierarchical support vector machine(H-SVM) is proposed. The H-SVM multi-classifier is constructed by using the $v\text{-