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基于多源异类信息融合的异步电机故障诊断技术研究
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作者 李娟 《新潮电子》 2024年第11期130-132,共3页
多源异类信息融合作为一种重要的信息处理方法,在异步电机故障诊断、目标识别等方面发挥重要作用,通过结合振动信号、电流信号和温度信号等多种传感器采集的数据,利用数据融合和智能算法,可实现对多故障类型进行有效诊断。基于此,本文... 多源异类信息融合作为一种重要的信息处理方法,在异步电机故障诊断、目标识别等方面发挥重要作用,通过结合振动信号、电流信号和温度信号等多种传感器采集的数据,利用数据融合和智能算法,可实现对多故障类型进行有效诊断。基于此,本文将重点探讨基于多源异类信息融合的异步电机故障诊断技术,从不同角度展开论述,切实推动相关研究工作的开展,从而为实际应用提供一定的参考依据。 展开更多
关键词 多源异类信息融合 异步电机故障诊断 技术研究
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基于改进LightGBM算法的异步电机故障自动诊断方法 被引量:4
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作者 张唐圣 智红英 《自动化应用》 2022年第6期29-31,36,共4页
为了解决常规的异步电机故障自动诊断方法存在的诊断精度过低问题,需要设计一种新的异步电机LightGBM故障自动诊断方法,首先采集处理了异步电机故障数据,其次基于LightGBM设计了异步电机故障诊断改进算法,最后构建了异步电机故障自动诊... 为了解决常规的异步电机故障自动诊断方法存在的诊断精度过低问题,需要设计一种新的异步电机LightGBM故障自动诊断方法,首先采集处理了异步电机故障数据,其次基于LightGBM设计了异步电机故障诊断改进算法,最后构建了异步电机故障自动诊断模型,从而实现了异步电机故障自动诊断。进行实验,结果表明,设计的异步电机LightGBM故障自动诊断方法相较传统方法诊断出的样本负序阻抗值与异步电机实际的负序阻抗值更拟合,证明设计的LightGBM异步电机故障自动诊断方法的诊断精度较高,具有有效性,有一定的应用价值,可以作为后续异步电机维修的参考。 展开更多
关键词 LightGBM算法 异步电机故障 自动诊断
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Calculation of torque and speed of induction machines under rotor winding faults
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作者 马宏忠 胡虔生 +1 位作者 黄允凯 张利民 《Journal of Southeast University(English Edition)》 EI CAS 2005年第1期39-43,共5页
Based on the multi-loop method, the rotating torque and speed of theinduction machine are analyzed. The fluctuating components of the torque and speed caused by rotorwinding faults are studied. The models for calculat... Based on the multi-loop method, the rotating torque and speed of theinduction machine are analyzed. The fluctuating components of the torque and speed caused by rotorwinding faults are studied. The models for calculating the fluctuating components are put forward.Simulation and computation results show that the rotor winding faults will cause electromagnetictorque and rotating speed to fluctuate; and fluctuating frequencies are the same and their magnitudewill increase with the rise of the severity of the faults. The load inertia affects the torque andspeed fluctuation, with the increase of inertia, the fluctuation of the torque will rise, while thecorresponding speed fluctuation will obviously decline. 展开更多
关键词 induction machine rotor winding fault TORQUE SPEED fluctuating
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Modern Predictive Diagnostic Method of Induction Traction Motor Based on FEM, BEM
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作者 Zygmunt Szymanski 《Computer Technology and Application》 2012年第10期678-684,共7页
The paper presents a mathematical model of special construction induction traction motor. On the base of predictive filtering, analytical studies, fuzzy logic control, relying on the virtual data generated by FEM (Fi... The paper presents a mathematical model of special construction induction traction motor. On the base of predictive filtering, analytical studies, fuzzy logic control, relying on the virtual data generated by FEM (Finite Element Method) and BEM (Boundary Element Method) is detected faults of induction motor. Digital predictive filter is used to separate a fundamental harmonic from spectrum current and voltage harmonics. Fuzzy logic control is used to identify a motor state. Magnetic fields distribution in the traction motor, of the wheel vehicle is presented in the paper. Modem diagnostics method has been used for faulty motor simulation and shows results of motor fault effects. Some computer programs were applied in calculation of magnetic fields distribution. On the base of magnetic field distributions were analyzed different failures situations. Some laboratory experiments realized for induction traction motor were verified by results of computer calculations. 展开更多
关键词 Induction traction motor magnetic field distribution predictive diagnostic system.
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Influence of Induction Motor Design Data on Effects of Cage Asymmetry
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作者 Alejandro Fernandez Gomez Tadeusz J. Sobczyk 《Journal of Energy and Power Engineering》 2013年第8期1586-1591,共6页
The purpose of this paper is to analyze influence of design data on a component (1 - 2s)~ in stator currents of induction motors, mainly used for cage fault diagnosis. This paper shows that such an approach does not... The purpose of this paper is to analyze influence of design data on a component (1 - 2s)~ in stator currents of induction motors, mainly used for cage fault diagnosis. This paper shows that such an approach does not always lead to a correct outcome. The considerations are based on a "classical" model of induction motors extended to cage asymmetry by introducing cage asymmetry factors ko~ and ka. It has been found that in order to estimate the level of the component (1 - 2s)7~, it is enough to know the pole-pair number "p" and the number of rotor slots "N". The main objective of the paper is to provide engineers with simple qualitative prediction of effects due to cage faults for various motors when information on design data is very limited. 展开更多
关键词 Induction motor rotor cage asymmetry cage motor diagnosis motor current signature analysis.
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