Aim\ An extracting method of optimal feature vector used for pattern recognition is studied. Methods\ Based on AR model parameters are acquired through the rule of fisher. Results\ Tested data of vehicle noise show that the feature vectors extracted through the method have good stability and give good identification effect for vehicle targets. Conclusion This method is feasible to feature extraction.