In order to improve the aviation structure′s damage identification accuracy and rate,a multi-agent decision fusion based on the mutual information classifier selection is proposed in this paper.Firstly,the samples were acquired,the pre-selected pattern classifiers were used to test,and then the confusion matrix of each classifier was obtained.Secondly,the optimal classifier combination was selected using mutual information.Finally,multi-agent decision fusion was used to obtain the recognition re...