LI Qiong, CHEN Yaqi, FAN Ruixiang, et al. Fault Classification Method of Circuit Breaker Based on Improved Phase Trajectory Features of Coil Currents[J]. High voltage apparatus, 2024, 60(12): 32-40.
DOI:
LI Qiong, CHEN Yaqi, FAN Ruixiang, et al. Fault Classification Method of Circuit Breaker Based on Improved Phase Trajectory Features of Coil Currents[J]. High voltage apparatus, 2024, 60(12): 32-40. DOI: 10.13296/j.1001-1609.hva.2024.12.004.
Fault Classification Method of Circuit Breaker Based on Improved Phase Trajectory Features of Coil Currents
For effective fault status diagnosis of circuit breaker
a kind of fault classification method of circuit breaker based on the improved phase trajectory characteristics of the opening and closing coil current is proposed. First
the phase space reconstruction method is used to process the current data of the opening and closing coils of five fault status
and the mutual information method and pseudo-nearest neighbor algorithm are used to determine the delay time
τ
and the embedding dimension
m
respectively
and the current signal is reconstructed into high-dimensional space to obtain the phase trajectory. Then
the 5D fault feature set is constructed by adopting 2D overall morphological characteristics of the phase trajectory and
at the same time
the 3D local inflection point features is introduced to improve the difference of phase trajectory characteristic of different types of faults. Finally
the fault characteristic set is used as the diagnosis basis input to construct the fault diagnosis model of circuit breaker based on support vector machine. The real sample analysis results show t
hat the method proposed in this paper can accurately and stably extract the phase space characteristics of fault current signal and achieve more efficient fault diagnosis of circuit breaker.
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