基于模糊神经网络的高速固体转子异步电动机定子绕组故障诊断

A. Radhi, W. Zayer
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引用次数: 2

摘要

本文研究了三相高速固体转子异步电动机定子绕组匝间短路和匝地短路的故障诊断方法。该方法基于电机负序电流和模糊神经网络算法。在分析固体转子内二维电磁场的基础上,导出了转子阻抗,开发了固体转子感应电动机等效电路。利用MATLAB软件对电机等效电路进行仿真,研究并记录数据,对所提出的诊断方法进行训练和测试。通过对140 Hz三相高速双极固体转子异步电动机的仿真,对所提方法的数值结果进行了验证。仿真结果表明,所提出的诊断方法能够快速有效地检测出不同故障条件下高速固体转子异步电动机定子绕组的匝间故障和匝地故障
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Faults diagnosis in stator windings of high speed solid rotor induction motors using fuzzy neural network
The paper deals with faults diagnosis method proposed to detect the inter-turn and turn to earth short circuit in stator winding of three-phase high-speed solid rotor induction motors. This method based on negative sequence current of motor and fuzzy neural network algorithm. On the basis of analysis of 2-D electromagnet field in the solid rotor the rotor impedance has been derived to develop the solid rotor induction motor equivalent circuit. The motor equivalent circuit is simulated by MATLAB software to study and record the data for training and testing the proposed diagnosis method. The numerical results of proposed approach are evaluated using simulation of a three-phase high-speed solid-rotor induction motor of two-pole, 140 Hz. The results of simulation shows that the proposed diagnosis method is fast and efficient for detecting inter-turn and turn to earth faults in stator winding of high-speed solid-rotor induction motors with different faults conditions
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来源期刊
International Journal of Power Electronics and Drive Systems
International Journal of Power Electronics and Drive Systems Energy-Energy Engineering and Power Technology
CiteScore
3.50
自引率
0.00%
发文量
0
期刊介绍: International Journal of Power Electronics and Drive Systems (IJPEDS) is the official publication of the Institute of Advanced Engineering and Science (IAES). The journal is open to submission from scholars and experts in the wide areas of power electronics and electrical drive systems from the global world. The scope of the journal includes all issues in the field of Power Electronics and drive systems. Included are techniques for advanced power semiconductor devices, control in power electronics, low and high power converters (inverters, converters, controlled and uncontrolled rectifiers), Control algorithms and techniques applied to power electronics, electromagnetic and thermal performance of electronic power converters and inverters, power quality and utility applications, renewable energy, electric machines, modelling, simulation, analysis, design and implementations of the application of power circuit components (power semiconductors, inductors, high frequency transformers, capacitors), EMI/EMC considerations, power devices and components, sensors, integration and packaging, applications in motor drives, wind energy systems, solar, battery chargers, UPS and hybrid systems and other applications.
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