Feature Extraction under Varying Load and Fault Diagnosis Based on CHMM

In order to extract gear fault feature under the condition of various load effectively, a novel feature extraction method based on ARX model was proposed and was identified successfully by using continuous hidden Markov model (CHMM). The performance of the feature extraction method is validated by using full lifetime data obtained from the gearbox operating from a new condition to a breakdown under varying load.