高压电器2024,Vol.60Issue(5):39-45,7.DOI:10.13296/j.1001-1609.hva.2024.05.005
一种基于电机电流的高压断路器与负荷开关弹簧操作机构故障诊断算法
Fault Diagnosis Algorithm on Spring Operating Mechanism for High Voltage Circuit Breaker and Load Switch Based on Motor Current
摘要
Abstract
For achieving the fault diagnosis of high voltage circuit breaker and load switch as well as improve their safety and reliability,it is necessary to deeply study the relationship between motor current characteristics and the state of spring operating mechanism for high voltage circuit breaker and load switch.Since the traditional BP neural network has such defects as easily falling into local minimum points and slow network convergence speed,the use of genetic algorithm to optimize BP neural network can improve the judgment accuracy and diagnosis efficiency.The di-agnosis results show that GA-BP algorithm can quickly and accurately judge the operating state of the equipment in accordance with the current data of of motor for the circuit breaker and load,has high accuracy and wide application prospect for engineering practice.关键词
负荷开关/高压断路器/电机电流/遗传算法/BP神经网络/故障诊断Key words
load switch/high voltage circuit breaker/motor current/genetic algorithm/BP neural network/fault diagnosis引用本文复制引用
王佳灿,何志鹏,冀一玮,赵莉华,吴月峥..一种基于电机电流的高压断路器与负荷开关弹簧操作机构故障诊断算法[J].高压电器,2024,60(5):39-45,7.基金项目
国网黑龙江电力有限公司检修公司科技项目(SGHLJG00YJJS1400303) (SGHLJG00YJJS1400303)
中央高校基本科研业务费专项资金资助项目(YJ202070). Project Supported by State Grid Heilongjiang Electric Power Co.,Ltd.Maintenance Company Science and Technology Project(SGHLJG00YJJS1400303),Special Fund for Basic Research Business Funds of Central Universities(YJ202070). (YJ202070)