Abstract: Traditional acoustic sources identification ways have low recognition rate on abrupt acoustic sources. A new method based on multi-support vector data description to the underwater vehicles acoustic sources identification was proposed.

Key words: Support vector data description, Multi-classification, Acoustic sources identification