ZHANG Pei, ZHOU Xiuping. Mechanical Fault Diagnosis of High Voltage Circuit Breaker Based on Three-dimensional Vibration-acoustics-time Diagram[J]. High voltageapparatus, 2014, 50(12): 121-125.
ZHANG Pei, ZHOU Xiuping. Mechanical Fault Diagnosis of High Voltage Circuit Breaker Based on Three-dimensional Vibration-acoustics-time Diagram[J]. High voltageapparatus, 2014, 50(12): 121-125. DOI: 10.13296/j.1001-1609.hva.2014.12.022.
Mechanical Fault Diagnosis of High Voltage Circuit Breaker Based on Three-dimensional Vibration-acoustics-time Diagram
To investigate the characteristics of mechanical vibration signals and acoustic signals of high voltage circuit breakers
a new mechanical fault diagnosis method was proposed based on three-dimensional vibration-acoustics-time diagram
which outperforms the existing mechanical fault diagnosis method.The corresponding diagnostic procedure is proposed and analyzed in this paper.First
a three-dimensional vibration-acoustics-time diagram was built by using the alignment method of hierarchical multiple time-scale signals.Then the envelope of the three-dimensional diagram was extracted.Finally
the input vector of the support vector machine(SVM) was constructed for fault diagnosis by adopting the shape-based extraction method of hierarchical feature vector
where the feature vector of six sides and eight angles of the three-dimensional diagram envelope was extracted as the first-level feature vector
and the region chord distribution of the three-dimensional diagram’s two-dimensional projection was extracted as the second-level feature vector.Experiment shows that the proposed mechanical fault diagnosis method is effective.