The test was analyzed with THE OTLC vibration signal in 4 different operating conditions as the test data, and the specific details of the test were shown in the literature. 4 different operating conditions are: normal contact, contact burned, contact loose and contact off, each under the condition of the collection of 50 sets of data, each set of data for 7380 samples. The method of this paper was compared with THE four algorithms of WOA-KNN, GOA-KNN, PSO-KNN and CBA-KNN, and CBA-KNN, which were selected at random as training and 20% as tests. The models involved in the experiment were evaluated by mean, maximum, minimum and standard deviation of the model's adaptation.
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