Analysis of Stator Winding Inter-Turn Short-Circuit Faults in Induction Machines for Identification

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无刷直流电机匝间短路故障定位及定量评估方法研究

无刷直流电机匝间短路故障定位及定量评估方法研究
fault in BLDC motor
WANGJ丄ang, WANG Hui, WANG Xiaoxian, LU Slang
(College of Electrical Engineering and Automation, Anhui University, Hefei, Anhui 230601 , China.)
关键词:电机学;无刷直流电机;匝间短路;故障定位和定量评估;迁移学习;特征拟合
中图分类号:TM351 ; TM307 J
文献标识码:A
doi : 10.7535/hbkd.2021 yx03()()6
Localization and evaluation method of interturn short circuit
本文提出的方法包含2个主要步骤:1)采用基于迁移学习的CNN模型对电机故障相进行定位,2)采用 多维特征拟合模型对电机故障程度进行定量评估.
1.1故障定位分析 将采集的无刷直流电机的三相电流信号转换为RGB图片,再采用基于迁移学习的GoogLeNet网络对
不同故障图片分类实现电机定子绕组故障相的定位.
别[0].电机的故障相分为A,B,C 3类,加上电机健康状态1类,因此本文将无刷直流电机电流转换成的4
类图片再采用迁移学习的方法在预训练的 GoogLeNet模型上进行训练.在对新图像分类时,由于网络最后
一个可学习层和最终分类层包含对输入图像分类的图像特征,因此需要将这2个层替换为适合新数据集的
新层.最后,在保证分类精度的情况下,不断尝试将较浅网络层的学习率设置为零来 “冻结”这些层的权重。
度往后容易消失等.GoogLeNet巧妙地在不同深度处增加了 2个loss来避免梯度回传消失的现象.在网

电机常用英语

电机常用英语

串激电机:universal motor转子:转轴:shaft 换向器:commutator 铁芯:rotor steel core 端板:end spider 绝缘纸:rotor steel liner 槽楔(环):wedge ring U型挡圈:U type retainer漆包线:field magnet wire 轴承:bearing 绝缘漆:varnish 换向片:commutator segment 定子:铁芯:rotor steel core 漆包线:field magnet wire 绝缘纸:rotor steel liner支架:bracket支撑组件:机壳:housing 端盖:support frame碳刷组件:碳刷:brush 碳刷套:brush sleeve 碳刷架(刷握):brush holder 弹簧:brush spring刷辫:brush flexible 刷盒:brush box风机部分:定叶轮:diffuser(guide vane)动叶轮:impeller 风罩:fan cover 螺钉:screw螺帽:nut-fan 压圈:gasket-fan 衬套:bush-fan爬电距离:creepage distances specify :指定(动)附加绝缘:supplementary insulation clause :条款(名)基本绝缘:basic insulation wear :磨损(动)加强绝缘:reinforced insulation clearance :电气间隙Clearance and creepage distances over supplementary and reinforced insulation not reduced below the values specified in clause 29 as a result of wear.accessible :易接近的,可到达的,易受影响的loose :宽松的,不牢固的Creepage distances and clearance between live parts and accessible parts not reduced below values specified for supplementary insulation if wires ,screws etc. becomes loose.V accum吸尘器Hose:软管Attachment :附件,附加装置Transformer :变压器From the result of our inspection and tests on the submitted samples, we conclude that that they comply with the requirements of the standards.Submit:提交,递交inspection : 检查comply with : 符合All models have same constructions, and are portable,dry-pick up vaccum cleaners for household use .Different models in one series with different postfixes are same products, but marked with different powers. Refer to below table for difference between models in different series.Postfix : 后缀refer to : 查阅提到谈到打听电动机:motor直流电动机:direct current motor交流电动机:alternating current motor交直流两用电动机:universal motor同步电动机:synchronous motor {siNkrEnEs]笼型同步电动机:cage synchronous motor同步感应电动机:synchronous induction motor磁阻电动机:reluctance motor亚同步磁阻电动机:subsynchronous reluctance motor异步电动机:asynchronous motor {eI`sINkrEnEs}感应电动机:induction motor无刷绕线转子感应电动机:brushless wound-rotor induction motor他励:separately excited自励:self-excited混励:compositely excited并励:shunt串励:series复励:compound excited复励:用以指明电机至少由两个绕组励磁,其中之一是串励绕组绕组:winding初级绕组:primary winding次级绕组:secondary winding主绕组:main winding定子绕组:stator winding转子绕组:rotor winding电枢绕组:armature winding阻尼绕组:damping winding起动绕组:starting winding辅助起动绕组:auxiliary starting winding励磁绕组:excitation winding磁场绕组:field winding试验:性能试验:performance test型式试验:type test重复试验:duplicated test检查试验:routing test 对每台电机在制造完工后所进行的试验,以判明其是否符合标准抽样试验:sampling test验收试验:acceptance test效率:efficiency 输出功率对输入功率之比总损耗:total loss(of a machine) ; power losses(of a machine ) 输入与输出功率之差热量试验:calorimetric test 从电机所产生的热量来推算损耗的试验方法空载试验:no-load test 在电机作电动机运行而轴上无有效机械输出时进行的试验轻载试验:light load test 当电机在驱动或被驱动状态下运行时,做为电动机,仅供给被驱动机械的空载损耗。

电动机定子绕组匝间短路故障早期检测

电动机定子绕组匝间短路故障早期检测

电动机定子绕组匝间短路故障早期检测摘要:电动机在核电站的运行中扮演着重要角色,电厂专设安全设施的功能实现直接依赖于系统中电动机部件的工作状态。

因此,电动机的可靠性与技术保障对于它们所驱动的负载至关重要。

本文以电动机故障中发生概率较大的定子绕组匝间短路为研究对象,在分析其物理过程并思考核电厂当前电动机保护配置与常规检修项目存在的不足的基础上,介绍了一种定子匝间短路故障早期检测方法及其工作原理,并提出将静态电路分析法作为核电厂电动机常规检修项目的补充,实际应用于核电厂的合理化建议。

关键字:电动机;定子绕组;匝间短路;故障早期检测Early Detection of Motor Stator Winding Inter-turn Short Circuit FaultChenJianFujian Fuqing Nuclear Power Co., Ltd, Maintenance Department 2,Fuzhou,FujianAbstract: Electric motors play a vital role in the operation of nuclear power plants. Many safeguard systems rely on the operation of these components to perform their intended functions. Therefore, it’s essential that electric motors be reliable and well technically supported to operate their attached loads. This paper studies motor stator winding inter-turn short circuit fault,physical processand inherent drawbacks of both electric motor protection configuration and scheduled maintenance projects are analyzed. An early detection technologies is introduced as supplementsto traditional motor maintenance projects are brought forward.Keywords: electric motor; stator winding;inter-turn short circuit; early detection of fault1.前言据有关统计资料显示,一座典型轻水反应堆维持正常运行需要配备多达1100台电动机,其中绝大多数为低压小功率电动机,少数为高压大功率电动机.作为驱动设备,它们或间歇运行(如电动阀门),或连续运行(如电动泵及风机)。

电机常用英语词汇

电机常用英语词汇

电动机:motor直流电动机:direct current motor交流电动机:alternating current motor交直流两用电动机:universal motor同步电动机: synchronous motor {siNkrEnEs]笼型同步电动机: cage synchronous motor同步感应电动机:synchronous induction motor磁阻电动机: reluctance motor亚同步磁阻电动机: subsynchronous reluctance motor异步电动机:asynchronous motor {eI`sINkrEnEs}感应电动机: induction motor无刷绕线转子感应电动机:brushless wound-rotor induction motor他励:separately excited自励:self-excited混励:compositely excited并励:shunt串励:series复励:compound excited复励:用以指明电机至少由两个绕组励磁,其中之一是串励绕组绕组:winding初级绕组:primary winding次级绕组:secondary winding主绕组:main winding定子绕组:stator winding转子绕组:rotor winding电枢绕组:armature winding阻尼绕组:damping winding起动绕组:starting winding辅助起动绕组: auxiliary starting winding励磁绕组: excitation winding磁场绕组: field winding试验:性能试验:performance test型式试验:type test重复试验:duplicated test检查试验:routing test 对每台电机在制造完工后所进行的试验,以判明其是否符合标准抽样试验:sampling test验收试验:acceptance test效率:efficiency 输出功率对输入功率之比总损耗:total loss(of a machine) ; power losses(of a machine ) 输入与输出功率之差热量试验:calorimetric test 从电机所产生的热量来推算损耗的试验方法空载试验:no-load test 在电机作电动机运行而轴上无有效机械输出时进行的试验轻载试验:light load test 当电机在驱动或被驱动状态下运行时,做为电动机,仅供给被驱动机械的空载损耗。

牵引电机定子端部绕组电磁力计算分析

牵引电机定子端部绕组电磁力计算分析

①ed乡九理论与设计牵引电机定子端部绕组电磁力计算分析乔长帅唐赢武钟博中车株洲电机有限公司(412001)Calculation and Analysis on Electromagnetic Forceof the Stator End Winding in Traction MotorsQIAO Changshuai TANG Yingwu ZHONG BoCRRC Zhuzhou Electric Co.,Ltd.摘要:根据毕奥■萨伐尔定律和安培定律推导出定子端部绕组磁感应强度和电磁力密度的计算公式。

并通过建立端部绕组的UG三维模型,得到了线圈端部中心线的各分段点的坐标,再利用Excel VBA编写程序,计算得到了端部绕组磁感应强度和电磁力密度。

最后,分析了端部电磁力密度的周期性、规律性和峰值分布情况,为合理设计端部结构、支架和正确设定端箍绑扎位置提供技术支撑。

关键词:定子端部绕组电磁力密度磁感应强度中图分类号:TM302文献标识码:ADOI编码:10.3969/j.issn.l006-2807.2020.05.004 Abstract:Formulas to calculate the magnetic induction intensity and electromagnetic force density of the stator end winding is deduced according to the Biot Savart*s law and Ampere's law.And then,coordinates of each section point of the coil end center-line are obtained through establishing the UG3D model of the end winding while the Excel VBA write program is applied to calculate the magnetic induction intensity and electromagnetic force density of the stator end winding.Finally,analysis on the periodicity,regularity and peak distribution of the electromagnetic force density of the end winding is performed,to make the rational design of the end construction and support as well as the suitable position to set up bracket or end hoop bindings become possible.Keywords:stator end winding electromagnetic force density magnetic induction intensity随着铁路运输的快速发展,在追求便捷、安全和舒适的同时,对列车的牵引电机等核心零部件也提出了越来越高的要求。

基于ANSYS Workbench平台的电机电磁噪声仿真分析

基于ANSYS Workbench平台的电机电磁噪声仿真分析

基于ANSYS Workbench平台的电机电磁噪声仿真分析电动机与发电机等电力设备的噪声起因很多,有电磁振动噪声、机械噪声及流致噪声等等,本文通过ANSYS公司的官方案例为操作背景,详细介绍如何将作用在定子上的瞬态电磁力作为结构谐响应分析的载荷计算振动噪声。

1.电磁模型建立与分析如图1所示为一个电机模型,电机的额定输出功率为550W,额定电压为220V,极对数为4,定子齿数为24个,转子的转速为1500rpm,求电磁振动产生的噪声大小。

本算例使用的模块如下:RMxprt模块:建立电机类型;Maxwell模块:2D瞬态电磁场计算;Structural模块:3D谐响应分析计算;Acoustics ACT模块:噪声计算注:Acoustics ACT模块需要单独安装,请用户到官方网站上自行下载。

图1电机模型电机的电路模型如图2所示。

图2电机电路模型1)启动Workbench。

在Windows XP下单击“开始”→“所有程序”→ANSYS15→Workbench 15命令,即可进入Workbench主界面。

2)保存工程文档。

进入Workbench后,单击工具栏中的按钮,将文件保存为“zhendongzaosheng.wbpj”,单击Getting Started窗口右上角的(关闭)按钮将其关闭。

3)双击Toolbox→Analysis System→RMxprt模块建立项目A,如图3所示。

4)双击项目A中的A1栏进如RMxprt电机设置平台,如图4所示。

图3RMxprt模块图4RMxprt平台5)依次选择菜单RMxprt→Machine Type,在弹出的电机类型选择对话框中单击Generic Rotating Machine选项,单击OK按钮,如图5所示。

6)单击Project Manager→RMxprt→Machine选项,在下面出现属性设置对话框中作如下设置:在Source Type栏中选择AC选项;在Structure栏中选择Inner Rotor选项;在Stator Type栏中选择SLOT_AC选项;在Rotor Type栏中选择PM_INTERIOR选项,如图6所示。

双屏蔽电机定子端部漏抗计算及其影响分析

双屏蔽电机定子端部漏抗计算及其影响分析

双屏蔽电机定子端部漏抗计算及其影响分析高莲莲;梁艳萍【摘要】针对双屏蔽电机端部结构件复杂,端部漏抗难以计算的问题。

采用三维有限元数值解法对双屏蔽电机端部漏抗进行计算,利用端部漏抗计算结果采用二维场路耦合有限元法对双屏蔽电机性能进行计算,并将计算结果与实测值进行对比。

在此基础上,分析了解析法在计算端部漏抗时产生误差的原因以及解析法的计算误差对电机性能计算的影响。

计算结果表明:利用数值法计算端部漏抗得到的电机性能与实测值更接近,与数值法相比,由解析法计算误差引起的起动电流倍数和起动转矩倍数相对误差可分别达到11.75%和20.48%。

计算结果为双屏蔽电机设计及计算提供了更准确的参考依据。

%For the complex end structure of double canned motor, it is difficult to calculate the end leak-age reactance. Numerical method based on three-dimensional finite element method was adopted to cal-culate the stator end leakage reactance of double canned motor. Then two -dimensional field -circuit coupling finite element method was utilized to calculate the performance of a double canned motor with the end leakage reactance calculation results. The performance calculation value was compared with the test value. Furthermore, the reasons of analysis method errors and the impacts of analysis method calcula-tion error on the motor performance were studied. The calculation results indicate that the motor perform-ances obtained by numerical method for end leakage reactance calculation is close to the measured val-ues. Compared with numerical method, the starting current ratio and starting torque ratio relative error calculated by analysis method are 11. 75% and20. 48%, respectively. Calculation results provide more accurate references for the design and analysis of double canned motor.【期刊名称】《电机与控制学报》【年(卷),期】2015(000)005【总页数】5页(P53-57)【关键词】双屏蔽电机;三维有限元法;电机性能;端部磁场;端部漏抗【作者】高莲莲;梁艳萍【作者单位】哈尔滨理工大学电气与电子工程学院,黑龙江哈尔滨150080;哈尔滨理工大学电气与电子工程学院,黑龙江哈尔滨150080【正文语种】中文【中图分类】TM343双屏蔽电机是核工业、国防化工等行业内不可或缺的电磁设备之一,运行在密闭的环境中,通常用来运送有毒、有腐蚀的液体。

电机常用英语词汇翻译

电机常用英语词汇翻译

电机常用英语词汇一、总装配general assembly座式轴承pedestal bearing滑动轴承sliding bearing滚动轴承roll bearing轴瓦bearing shell轴承座bearing pedestal轴承内盖internal bearing cover轴承外盖external bearing cover气隙air gap磁力中心magnetic center轴瓦间隙clearance between shaft and shell振动vibration双倍振幅值double amplitude振速vibration speed定子电密stator current density热负荷specific heat load(W/cm2)磁场magnetic field振动加速度vibration speed mm/s Acceleration unites mm/s2电磁感应electromagnetic induction内圈inner ring外圈outer ring滚动体roller保持架cage端盖end cover底板base plate垫片spacer轴承测温元件bearing temperature probe 三相交流电three-phase alternative current 温升temperature rise对地击穿earth breakdown击穿电压breakdown voltage金属热处理metal heat treatment无氧退火natural cooling60度相带60 degrees phase zone主接线盒main terminal box加热器接线盒heater auxiliary terminal box 定子测温接线盒stator probe terminal box 电流互感器current transformer差动保护differential protection速度传感器speed sensor侧水冷side water cooling冷却器cooler空-空冷却器air-air cooler穿管工艺pipe流水线pipeline轴伸端shaft end or driving end非轴伸端non driving end漏油oil leakage轴承密封bearing seal底脚螺栓anchor bolt弹簧垫圈spring washer定位销positioning pin or locating pin 游动间隙clearance对组试验head to head test空载电流no load current起动电流starting current有功功率active power无功功率reactive power旋转磁场rotating magnetic field电磁噪音electromagnetic noise喘振surge安装尺寸installation dimension轴伸键shaft key键槽key slot现场测试factory acceptance test (FAT)空载试验no load test温升试验temperature rise test堵转试验rotor blocked test高压摇表high voltage megohm meter 无刷励磁brushless excitation励磁机exciter功率因数power factor起动电流starting current起动转矩starting torque最大转矩maximum torque效率efficiency二、定子装配stator assembly定子stator定子线圈coil定子冲片lamination定子槽型stator slot节距pitch槽楔wedge槽绝缘slot insulation开口槽open slot闭口槽close slot电晕corona低阻带low resistance tape高阻带high resistance tape每极每相槽数number of slots per pole per phase 分数槽fractional slot云母带mica tape半导体材料semi-conductor material垫条strip环氧玻璃布板epoxy bonded fiber-glass board 补强材料reinforcing material真空浸漆VPI定子下线winding定子接线connecting定子引线lead高压电缆high voltage cable线圈上层边top lead双层叠绕组two tier coil齿压片tooth supporter通风槽板vent spacer线圈直线部分straight part线圈端部end winding线圈绑绳coil fixation strip层间垫条separator端箍end winding fixation铁耗试验core loss test加强筋strengthening bar电机风路motor wind path半成品试验semi-product test耐压试验voltage withstanding test匝间试验inter turn test冲击电压impulse voltage直流脉冲DC pulse击穿场强breakdown strength定子接线stator connecting绕组系数winding factor短矩系数short pitch factor分布系数distribution factor接地earth交流耐压试验AC voltage withstanding test 半成品semi-product铂电阻platinum resistance灭磁电阻de-excitation resistance极相组数number of groups per pole per phase 高速电动机high speed motor拉紧螺杆tightening bolt鸽尾槽dovetail slot三、转子装配rotor assembly汽轮发电机转子turbo generator rotor 风力发电机转子wind generator rotor 轴流式风扇shaft flow fan铸铝转子cast-aluminum rotor铜条转子copper bar rotor铜端环copper end ring焊接应力消除welding stress release 时效处理aging treatment自然时效natural aging振动时效vibration aging静平衡static balance动平衡dynamic balance离心式风扇centrifugal fan风叶blower fans风扇内板inner plate风扇座fan pedestal集肤效应skin effect双鼠笼转子double squirrel-cage rotor 梯形槽terrace slot显极salient pole隐极non salient pole双层波绕组bi-layer wave winding轴深孔shaft deep hole转子车加工rotor lathing轴磨加工shaft grinding轴承室bearing cavity挡风板wind deflector风路循环wind cycling轴向通风shaft ventilation频敏电阻frequency sensitive resistance 风力发电wind generator机械加工工艺mechanical machining 磨加工grinding铣键槽milling key双面镗床bidirectional boring machine 落地镗床ground borer气隙不均度air gap irregularity轴弯曲shaft bending轴变形shaft deformation冷挤压cold extrusion金属热处理metal heat treatment转子吊具rotor lifter专用工装special tooling中频焊工艺mid-frequency welding钻孔drilling镗孔boring如有侵权请联系告知删除,感谢你们的配合!。

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Department of Electrical and Computer Engineering Marquette University Milwaukee, Wisconsin USA
Abstract—The main objective of this paper is to develop and experimentally verify a method of identifying the faulty phase in a three-phase armature of an induction motor with concentric coil construction, when such an armature suffers from an inter-turn within one of its phases. This work leads to a new technique for identifying the faulty phase in concentric wound machines and estimating the associated fault severity without any requirement for additional sensors, wiring constrains, or knowledge of any other details of the machine design. The technique has been verified through several experimental test results. Index Terms—magnetic field pendulous oscillation, stator fault diagnostics, inter-turn shorts, induction motor winding faults
Behrooz Mirafzal, Member, IEEE
Rockwell Automation/Allen-Bradley Mequon, Wisconsin USA
amplitude of the angle of the magnetic field pendulous oscillation as an index for estimating the fault severity in a motor’s winding. In the fourth section, the theoretical development which was introduced in the second section is analyzed. This is carried out through a 2-hp, 460-volt, 60-Hz, 2-pole case study three-phase induction motor. The proposed technique is verified using experimental results obtained for this case study. The last section includes the main conclusion. II. MAGNETIC FIELD SPACE VECTOR ANALYSIS OF AN INTERTURN SHORT-CIRCUIT FOR IDENTIFICATION OF THE FAULTY PHASE Consider an ideal case of a healthy three-phase induction motor with a balanced sinusoidal three-phase voltage applied at its terminals, and sinusoidal three-phase currents passing through its windings. The voltage and the current space vectors can be accordingly expressed as follows [7]:
This paper is based upon work supported by the National Science Foundation under Grant No. ECS-0322974.
(1) (2)
Consequently, under healthy conditions, the resultant forward rotating field, f s , in space-vector form can be written as follows: G G f s (t ) = N se i s (t ) = N se I s e j (ωt +α −φ ) (3) In the above equations, V s and I s are the peak values of the instantaneousG voltage and G current waveforms, respectively. G Meanwhile, vs , is , and f s are the instantaneous space vectors of the polyphase voltages, currents, as well as the resultant rotating stator MMF waveform in the air-gap, respectively. Here, N se , is the equivalent number of stator turns per phase, α is an arbitrary phase shift from the reference, and φ is the power factor angle. It follows that when a motor winding encounters an inter-turn short-circuit, see Fig. 1, the previous formulations in (2) and (3) are no longer valid since the polyphase balanced currents condition would be violated. Hence, the faulty phase winding can be represented by a healthy winding and an additional shorted (faulty) one as shown in Fig. 2, [6]. The latter winding can be considered as a separate phase, the so-called shorted coil, which is magnetically coupled to the other coils of the phase windings.
G v s (t )பைடு நூலகம்= V s e j (ωt +α ) G i s (t ) = I s e j (ωt +α −φ )
I. INTRODUCTION Over the last decade, premature failures in the windings of electrical machines have led to various investigations concerning the detection of commonly occurring stator winding shorts. Several interesting techniques have been introduced in the literature for purposes of diagnosing such types of fault at their early stages [1-5]. However, to these authors’ knowledge, most of these techniques do not offer the capability of identifying the specific faulty phase unless the neutral point is accessible or intrusive sensors are installed inside the machine. In addition, these techniques lacked the capability of accurately estimating the extent of the fault severity. In some of these investigations, additional sensors and/or knowledge of the details of a machine design were required. This paper introduces a space-vector magnetic field analysis based technique in case of a one-phase fault event occurring in a concentric polyphase winding. The method utilizes a magnetic field pendulous oscillation phenomenon presented earlier in [6] in order to identify the specific faulty phase and estimate the fault severity in that faulty phase. Such are considered as vital information about the fault extent and location for purposes of devising a fault mitigation strategy. This paper contains four additional sections. In the next section, a space-vector analysis of the disturbance in a motor magnetic field due to an inter-turn short circuit is introduced. The result of this analysis will be utilized to extract a time domain correlation between the so-called magnetic field pendulous oscillation (MFPO), which was introduced in [6], and the applied phase voltage associated with the faulty phase. This analysis is extended in the third section to the use of the
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