A circuit breaker moving contact tracking methods based on convolution and Transformer.

Autor: CUI Ke-bin, CUI Ye-wei
Zdroj: Computer Engineering & Science / Jisuanji Gongcheng yu Kexue; Jul2023, Vol. 45 Issue 7, p1236-1244, 9p
Abstrakt: Measuring the motion characteristics of circuit breaker moving contacts can help diagnose he operating status of the circuit breaker. Currently, most measurement methods are "contact" testing methods, which generally have problems with inconvenient installation and low measurement accuracy. Therefore, a new model that can achieve non-contact measurement method is proposed. Firstly, the multi-scale feature fusion structure is used to fuse the extracted multi-layer depth features. Secondly, he improved Transformer structure with introduced convolution operation is used for feature enhancement. Finally, the prediction head is used to predict the tracking results. Experimental analysis shows that compared with the original algorithm, the tracking success rate of the tracking algorithm has increased by 2.6%, and the precision has increased by 13.9%. The model can achieve accurate tracking and obtain the circuit breaker stroke time curve, which can reasonably reflect the action characteristics of the circuit breaker operating mechanism. [ABSTRACT FROM AUTHOR]
Databáze: Complementary Index