A novel method for induction motors stator inter-turn short circuit fault diagnosis based on wavelet energy and neural network

机译：基于小波能量和神经网络的进一步电动机定子匝间短路故障诊断的新型方法

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This paper presents a wavelet neural network technique for the inter turn short-circuit fault detection and location of the induction machine at non stationary state. This technique is used in order to remedy the problem from using the classical signal-processing (FFT). This method is based from using the discrete wavelet energy (DWE) as the input for the neural network (NN). The fault detection and location are achieved by a feed-forward multilayer-perceptron neural network trained by back propagation. Simulation results are presented to illustrate the effectiveness of the proposed method.

机译：本文介绍了一个小波神经网络技术，用于跨越短路故障检测和非静止状态的感应机的位置。使用该技术来弥补使用经典信号处理（FFT）的问题。该方法基于使用离散小波能量（DWE）作为神经网络（NN）的输入。故障检测和位置是通过后传播训练的前馈多层-Cerceptron神经网络实现的。提出了仿真结果以说明所提出的方法的有效性。

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《IEEE International Symposium on Diagnostics for Electric Machines, Power Electronics and Drives》|2015年||共7页
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Bessam B.; Menacer A.; Boumehraz M.; Cherif H.;
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中图分类一般性问题;
关键词
Induction machine; diagnosis; discrete wavelet transform (DWT); inter-turn-short circuit; neural network (NN);

机译：感应机;诊断;离散小波变换（DWT）;匝间短路;神经网络（NN）;

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专利

1. Early detection and localization of stator inter-turn faults based on discrete wavelet energy ratio and neural networks in induction motor [J] . Hakima Cherif, Abdelhamid Benakcha, Ismail Laib, Energy . 2020,第Deca1期

机译：基于离散小波能量比和感应电动机的神经网络的定子匝间故障的早期检测和定位
2. Identification and Classification of Stator Inter-Turn Faults in Induction Motor Using Wavelet Kernel Based Convolutional Neural Network [J] . Susanta Ray, Biswarup Ganguly, Debangshu Dey Electric Power Components and Systems . 2020,第11a15期

机译：基于小波内核的卷积神经网络的感应电动机中定子匝间故障的识别与分类
3. Wavelet transform and neural network techniques for inter-turn short circuit diagnosis and location in induction motor [J] . Besma Bessam, Arezki Menacer, Mohamed Boumehraz, International journal of systems assurance engineering and management . 2017,第janasuppla1期

机译：小波变换和神经网络技术在异步电动机匝间短路诊断与定位中的应用
4. A novel method for induction motors stator inter-turn short circuit fault diagnosis based on wavelet energy and neural network [C] . Bessam B., Menacer A., Boumehraz M., IEEE International Symposium on Diagnostics for Electric Machines, Power Electronics and Drives . 2015

机译：基于小波能量和神经网络的进一步电动机定子匝间短路故障诊断的新型方法
5. Variable speed AC induction motor fault detection and diagnosis using artificial neural networks. [D] . Li, Lingxin. 2005

机译：使用人工神经网络的变速交流感应电动机故障检测和诊断。
6. An Intelligent Gear Fault Diagnosis Methodology Using a Complex Wavelet Enhanced Convolutional Neural Network [O] . Weifang Sun, Bin Yao, Nianyin Zeng, 2017

机译：复杂小波增强卷积神经网络的齿轮故障智能诊断方法
7. Stator Inter Turn Short Circuit Fault Diagnosis in Three Phase Induction Motor Using Neural Networks [O] . Sinhal Prachi 2015

机译：基于神经网络的三相异步电动机定子匝间短路故障诊断

A novel method for induction motors stator inter-turn short circuit fault diagnosis based on wavelet energy and neural network

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