现代制造工程Issue(12):25-29,5.DOI:10.16731/j.cnki.1671-3133.2017.12.005
电动机运行状态在线智能监测系统研究
Research on on-line intelligent monitoring system of motor running state
摘要
Abstract
Motor is an indispensable tool in machining.The various faults often take place in the motor operation.In order to en-sure the safe running of the motor,it is particularly important for on-line monitoring of the motor running state.Three-phase asyn-chronous motor was regarded as the research object.The important parameters of the motor running(vibration,sound,speed and temperature)were obtained by the sensor acquisition.The motor running features were extracted by the time-frequency analysis and energy analysis,and those features constituted feature vectors.The state recognition model was built according to BP neural network training method.The motor running state was evaluated according to BP neural network pattern recognition method.The visualization monitoring system was constructed by using LabVIEW software.The motor running parameters and the states were re-al-time displayed in the visual interface,and the on-line intelligent monitoring was completed.关键词
电动机/状态/神经网络/监测Key words
motor/state/neural network/monitoring分类
信息技术与安全科学引用本文复制引用
谢锋云,江炜文,陈红年,李钊,唐宏兵,张慧慧..电动机运行状态在线智能监测系统研究[J].现代制造工程,2017,(12):25-29,5.基金项目
国家自然科学基金项目(51565015) (51565015)