SHE Changjia, ZHENG Jianyong, HE Jiahong, et al. Ultrasonic Localization Method of Transformer Partial Discharge by Time Difference Screening and ABC Secondary Optimization[J]. 2021, 47(8): 2820-2827.
SHE Changjia, ZHENG Jianyong, HE Jiahong, et al. Ultrasonic Localization Method of Transformer Partial Discharge by Time Difference Screening and ABC Secondary Optimization[J]. 2021, 47(8): 2820-2827.DOI:
To locate the partial discharge(PD) source in a transformer
an ultrasonic localization method by time difference screening(TDS) and artificial bee colony(ABC) secondary optimization is proposed. Firstly
the time difference of received signals is estimated by the generalized cross-correlation method. On this basis
the time-difference screening link based on spherical equations is added to eliminate the time-difference with large errors. Secondly
the constrained optimization model of spatial localization is set up according to the effective time-difference and solved by ABC algorithm. The K-Means clustering analysis is carried out for some localization results. Finally
the ABC algorithm is used to optimize the minimum point of the sum of distance clustering centers
and the localization result with large error is corrected. The simulation results show that the localization error of the method in this paper is more negligible than that of the traditional method
and the localization error is less than 5 cm in the field experiment.