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Cooling System Design Optimization of an Enclosed PM Traction Motor for Subway Propulsion Systems
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作者 Longnv Li Nan Jia +2 位作者 Xizhe Wang Yiran Yun Gaojia Zhu 《CES Transactions on Electrical Machines and Systems》 CSCD 2023年第4期390-396,共7页
This paper presents the design optimization of a self-circulated ventilation system for an enclosed permanent magnet(PM)traction motor utilized in the propulsion systems for subway trains.In order to analyze accuratel... This paper presents the design optimization of a self-circulated ventilation system for an enclosed permanent magnet(PM)traction motor utilized in the propulsion systems for subway trains.In order to analyze accurately the machine's inherent cooling capacity when the train is running,the ambient airflow and the related heat transfer coefficient(HTC)are numerically investigated considering synchronously the bogie installation structure.The machine is preliminary cooled with air ducts set on the motor shell,and the fluidic-thermal field distributions with only the shell air duct cooling are numerically calculated.During simulations,the HTC obtained in the former steps is applied to the external surface of the machine to model the inherent cooling characteristic caused by the train movement.To reduce the temperature rise and thus guarantee the motor's working reliability,an internal self-circulated air cooling system is proposed according to the machine temperature distribution.The air enclosed in the end-caps is driven by the blades mounted on both sides of the rotor core and forms two air circuits to bring the excessive power losses generated in the heating components to cool regions.The fluid flow and temperature rise distributions of the cooling system's structural parameters are further improved by the Taguchi method in order to confirm the efficacy of the internal air cooling system. 展开更多
关键词 Permanent magnet(PM)traction motor Bogie installation structure Self-circulated ventilation system Taguchi method
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Dynamic analysis of traction motor in a locomotive considering surface waviness on races of a motor bearing 被引量:8
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作者 Yuqing Liu Zaigang Chen +1 位作者 Wei Li Kaiyun Wang 《Railway Engineering Science》 2021年第4期379-393,共15页
The traction motor is the power source of the locomotive.If the surface waviness occurs on the races of the motor bearing,it will cause abnormal vibration and noise,accelerate fatigue and wear,and seriously affect the... The traction motor is the power source of the locomotive.If the surface waviness occurs on the races of the motor bearing,it will cause abnormal vibration and noise,accelerate fatigue and wear,and seriously affect the stability and safety of the traction power transmission.In this paper,an excitation model coupling the time-varying displacement and contact stiffness excitations is adopted to investigate the effect of the surface waviness of the motor bearing on the traction motor under the excitation from the locomotive-track coupled system.The detailed mechanical power transmission path and the internal/external excitations(e.g.,wheel–rail interaction,gear mesh,and internal interactions of the rolling bearing)of the locomotive are comprehensively considered to provide accurate dynamic loads for the traction motor.Effects of the wavenumber and amplitude of the surface waviness on the traction motor and its neighbor components of the locomotive are investigated.The results indicate that controlling the amplitude of the waviness and avoiding the wavenumber being an integer multiple of the number of the rollers are helpful for reducing the abnormal vibration and noise of the traction motor. 展开更多
关键词 Rolling bearing traction motor WAVINESS Vibration responses Vehicle-track coupled dynamics
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Wide speed range for traction motor in braking force of electric braking control system 被引量:2
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作者 Young-Choon Kim Moon-Taek Cho 《Journal of Central South University》 SCIE EI CAS 2014年第10期3837-3843,共7页
A vehicle stopping method using an electric brake until a traction motor is stopped is studied. At the moment of vehicle stop, electric brake is changed to control mode where torque is reduced at a low speed. Gradient... A vehicle stopping method using an electric brake until a traction motor is stopped is studied. At the moment of vehicle stop, electric brake is changed to control mode where torque is reduced at a low speed. Gradient is controlled by estimating the load torque of motor, thereby traction motor is not rotated after stop. In addition, coasting operation and brake test are performed from normal-opposite operation and start using a small-scale model comprising the inertial load equipment and the power converter. Further, traction motor is made to be equipped with a suspension torque. Pure electric braking that makes traction motor stop by an air brake at the time of stop is also implemented. Constant torque range and constant power range are expanded during braking so that braking force is secured with the electric brakes even in high speed region. Therefore, vehicle reduction effect can be expected by reducing parts related with an air brake which is not used frequently by using a pure electric brake in the M car in wide speed region. Further, maintenance of brake system can be reduced. Besides, ride comfort of passenger in the electric rail car, energy efficiency improvement, and noise reduction effect can be additionally expected. Further, an improved brake method that uses only an electric brake till motor stop is proposed by comparing those in the blending brake that uses an air brake while reducing brake torque at vehicle stop. 展开更多
关键词 牵引电动机 牵引电机 制动力 制动控制系统 调速范围 空气制动器 电动制动器 扭矩控制
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Evaluation of Environmental Impacts of Traction Motor Production and Disposal 被引量:2
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作者 李书华 李君 +3 位作者 李楠楠 卢强 佟达夫 高莹 《Transactions of Tianjin University》 EI CAS 2013年第6期413-418,共6页
By the application of life cycle assessment(LCA) methodology, this paper estimates the environmental impacts of production and disposal of traction motors used in electric vehicles in China. The results show that the ... By the application of life cycle assessment(LCA) methodology, this paper estimates the environmental impacts of production and disposal of traction motors used in electric vehicles in China. The results show that the total energy use, the criteria emissions and the greenhouse gases(GHG) emissions of a traction motor production and disposal are about 2,899,MJ, 4.5,kg and 259.5,kg per motor, respectively. Among the regulated emissions, the SOxemission ranks first by total mass, followed by CO, PM10, NOx, PM2.5, and volatile organic compound(VOC). The motor material production stage accounts for most of the energy consumption and emissions, followed by the assembly stage and the end-of-life disposal stage. In this study, the environmental performance analysis is extended to the comparison between the use of secondary material and primary material for the material production stage. It is found that using 100% secondary material results in a 52.9% reduction in energy consumption, a 49.8% reduction in regulated emissions, and a 49.3% reduction in GHG emissions compared with the use of 100% primary material. 展开更多
关键词 生命周期评价 生产阶段 环境影响 牵引电机 温室气体排放量 出售 挥发性有机化合物 电机材料
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Experimental research of traction motor system for electric vehicle base on sound tensity 被引量:1
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作者 张春香 Wang Zaizhou +1 位作者 Song Qiang Zhang Chengning 《High Technology Letters》 EI CAS 2010年第1期67-69,共3页
关键词 牵引电机 实验 电动车 张力 一般工业 电动汽车 频繁启动 噪声源
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Performance Evaluation of a 60kW IPM Motor for Medium Commercial EV Traction Application 被引量:1
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作者 Zhenyang Zhang Huijuan Liu +3 位作者 Tengfei Song Qian Zhang Wenluan Hu Wei Liu 《CES Transactions on Electrical Machines and Systems》 CSCD 2019年第2期195-203,共9页
This paper presented the design and performance analysis of a 60kW interior permanent-magnet(IPM)synchronous motor used as traction drive in a medium commercial electric vehicle(EV),according to the traction requireme... This paper presented the design and performance analysis of a 60kW interior permanent-magnet(IPM)synchronous motor used as traction drive in a medium commercial electric vehicle(EV),according to the traction requirements of the electric vehicle under the rated operating conditions and overload conditions.The key dimensions were calculated on the basis of the permanent-magnet(PM)motor theory,and the 2D finite element method(FEM)simulation model of the IPM motor was built by using 2D Maxwell software.The influence geometric structures of the IPM motor including the PM dimensions and skewed PMs on electromagnetic torque were investigated,and the temperature distribution of the motor under rated operating condition and the condition of maximum speed were calculated.Finally,the simulation results of the IPM motor running in various operating modes were compared with the experimental results,which demonstrated that the designed IPM motor can match all requirements of the medium commercial electric vehicle driving applications. 展开更多
关键词 Electric vehicle IPM motor electromagnetic design FEM traction motor.
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Improved Dynamics Model of Locomotive Traction Motor with Elasticity of Rotor Shaft and Supporting Bearings
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作者 Yuqing Liu Zaigang Chen +2 位作者 Jieyu Ning Kaiyun Wang Wanming Zhai 《Chinese Journal of Mechanical Engineering》 SCIE EI CAS CSCD 2022年第5期333-350,共18页
The locomotive traction motor is described as a rotor-bearing system coupling the kinetic equations of the traction shaft and its support bearings with the determination of their elastic deformations in this study.Und... The locomotive traction motor is described as a rotor-bearing system coupling the kinetic equations of the traction shaft and its support bearings with the determination of their elastic deformations in this study.Under the effect of excitations induced by the dynamic rotor eccentric distance and time-varying mesh stiffness,the elastic structure deformations of the shaft and support bearings are formulated in the vibration environment of the locomotive.In addition,the nonlinear contact forces between the components of the rolling bearing,the lubricating oil film,and radial clearance are comprehensively considered in this study.The results indicate that the elastic deformations of the shaft and bearings can change the dynamic responses of the traction motor and its support bearings.There are large differences between the ranges of the rotor motion calculated by the rigid and the flexible traction motor models when the intensified wheel-rail interaction is considered.With the increase of the rotor eccentricity,the results underscore the role of the elasticity of traction shaft and support bearings in dynamic researches of the traction motor.The critical value of the initial eccentric distance for the rub-impact phenomenon decreases from 1.23 mm to 1.15 mm considering the flexible effect of the shaft and bearings.This dynamics model of the traction motor can provide more accurate and reasonable simulation results for correlational dynamic researches. 展开更多
关键词 traction motor BEARING Gear mesh Vehicle-track coupled dynamics
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Analysis of Temperature Rise in High-Speed Permanent Magnet Synchronous Traction Motors by Coupling the Equivalent Thermal Circuit Method and Computational Fluid Dynamics
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作者 Jungang Jia 《Fluid Dynamics & Materials Processing》 EI 2020年第5期919-933,共15页
To solve the problem of temperature rise caused by the high power density of high-speed permanent magnet synchronous traction motors,the temperature rise of various components in the motor is analyzed by coupling the ... To solve the problem of temperature rise caused by the high power density of high-speed permanent magnet synchronous traction motors,the temperature rise of various components in the motor is analyzed by coupling the equivalent thermal circuit method and computational fluid dynamics.Also,a cooling strategy is proposed to solve the problem of temperature rise,which is expected to prolong the service life of these devices.First,the theoretical bases of the approaches used to study heat transfer and fluid mechanics are discussed,then the fluid flow for the considered motor is analyzed,and the equivalent thermal circuit method is introduced for the calculation of the temperature rise.Finally,the stator,rotor loss,motor temperature rise,and the proposed cooling method are also explored through experiments.According to the results,the stator temperature at 50,000 r/min and 60,000 r/min at no-load operation is 68℃ and 76℃,respectively.By monitoring the temperature of the air outlets inside and outside the motor at different speeds,it is also found that the motor reaches a stable temperature rise after 65 min of operation.Coupling of the thermal circuit method and computational fluid dynamics is a strategy that can provide the average temperature rise of each component and can also comprehensively calculate the temperature of each local point.We conclude that a hybrid cooling strategy based on axial air cooling of the inner air duct of the motor and water cooling of the stator can meet the design requirements for the ventilation and cooling of this type of motors. 展开更多
关键词 Thermal circuit method computational fluid dynamics high-speed permanent magnet synchronous traction motor rotor temperature rise stator temperature rise
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Research and improvement of leakage protection system in traction motor
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作者 陈霞 席新博 +3 位作者 褚鹏 裴咏春 尹俊华 王德兰 《Journal of Measurement Science and Instrumentation》 CAS 2012年第3期294-297,共4页
Because the leakage protection circuit in traction motor of coal mining machine is impacted by frequency converter devices,malfunctions appear frequently.This paper makes an in-depth analysis,proposes a solution of us... Because the leakage protection circuit in traction motor of coal mining machine is impacted by frequency converter devices,malfunctions appear frequently.This paper makes an in-depth analysis,proposes a solution of using the subtraction circuit to offset interference signals and conducts a simulation analysis.The above scheme,which is simple and easily realized,can improve the reliability of leakage protection device in traction motor. 展开更多
关键词 coal mining machine traction motor leakage protection frequency converter
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Study of Traction Motor Feedback Testing SystemControlled by Microcomputer
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作者 Hu Hanchun Chen Qifan(Department of Mechanical Engineering Ⅱ,Southwest Jiaotong University,)Chengdu 610031,China 《Journal of Modern Transportation》 1994年第1期28-35,共8页
this paper describes the design of a feedback testing system for locomtive tractionmotor. The structures and features of the software and hardware of themicrocomputer control system have been studied. This testing sys... this paper describes the design of a feedback testing system for locomtive tractionmotor. The structures and features of the software and hardware of themicrocomputer control system have been studied. This testing system hasalready been put into operation successfully in several locomotive depots inChina. 展开更多
关键词 traction motor feedback test microcomputer control SOFTWARE HARDWARE
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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
关键词 预测滤波器 边界元法 诊断方法 异步牵引电动机 有限元法 异步牵引电机 电动机故障 模糊逻辑控制
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轨道交通能量互馈式交流牵引传动综合测试系统的设计 被引量:1
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作者 李华柏 粟慧龙 邵瑞 《自动化技术与应用》 2024年第1期125-128,共4页
针对轨道交通牵引传动系统性能测试与特性试验需求,设计一种列车交流牵引传动测试系统。系统由四象限整流器、DSP控制单元、牵引变流器、负载变流器、牵引电机与负载电机组成。牵引变流系统采用全新的“双变流器--交流电机负载反馈”方... 针对轨道交通牵引传动系统性能测试与特性试验需求,设计一种列车交流牵引传动测试系统。系统由四象限整流器、DSP控制单元、牵引变流器、负载变流器、牵引电机与负载电机组成。牵引变流系统采用全新的“双变流器--交流电机负载反馈”方案,能量通过直流侧在牵引电机与负载电机之间互馈,避免试验过程中能量的大量消耗。系统可实现牵引变流器的牵引/制动工况性能测试,牵引电机性能测试、特性试验与功率测量,具有高智能化与自动化、安全可靠、测试准确度高、能量利用率高的优点。 展开更多
关键词 能量互馈 牵引电机 牵引变流器 负载变流器 牵引传动
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Design of Axial-Flux Motor for Traction Application
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作者 Nadia Chaker Ibrahim Ben Salah +1 位作者 Souhir Tounsi Rafik Neji 《Journal of Electromagnetic Analysis and Applications》 2009年第2期73-84,共12页
This paper deals with the design of high power – low dimensions axial-flux permanent-magnet motor intended for trac-tion application. First, two motor configurations are analytically designed and compared using finit... This paper deals with the design of high power – low dimensions axial-flux permanent-magnet motor intended for trac-tion application. First, two motor configurations are analytically designed and compared using finite element calcula-tion. Then, the configuration yielding the best performances is integrated and modelled with the whole traction chain under MATLAB/SIMULINK environment in order to demonstrate the motor operation on a large speed band. 展开更多
关键词 Axial-Flux Permanent-Magnet motor DESIGN Criteria Finite Elements traction CHAIN CIRCULATION Mission
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CRH5动车组牵引脉冲整流器自适应优化控制方法研究
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作者 李蔚 冉治 +2 位作者 孙博 肖友刚 刘哲霖 《铁道科学与工程学报》 EI CAS CSCD 北大核心 2024年第2期476-486,共11页
针对CRH5动车组牵引主回路脉冲整流器在牵引网压波动下的稳定性问题,提出一种基于自抗扰算法的参数自适应优化控制策略。在CRH5动车组牵引脉冲整流器现采用的dq双环控制结构基础上,针对电流内环采用最速综合fal函数实现控制响应及控制... 针对CRH5动车组牵引主回路脉冲整流器在牵引网压波动下的稳定性问题,提出一种基于自抗扰算法的参数自适应优化控制策略。在CRH5动车组牵引脉冲整流器现采用的dq双环控制结构基础上,针对电流内环采用最速综合fal函数实现控制响应及控制量大小随误差变化自适应调整,基于状态空间方程构建一阶线性自抗扰电压外环控制器以实现对系统扰动的观测及跟踪。由此改善控制器对外部扰动的估计及补偿能力,增强控制器对车网耦合特性变化的适应能力。通过Matlab/Simulink仿真对比分析了基于PID控制和基于参数自适应优化控制的dq电流控制器性能,仿真结果表明,基于参数自适应的dq电流优化控制策略下的整流器直流侧输出电压在启动过程中超调量更小,且在应对网压波动时输出电压波动恢复后的稳态误差小于指标值的1/6,抗干扰能力更强。为进一步验证该控制器应对网压低频振荡的抗扰动效果,在RT-LAB半实物实验平台上搭建动车组-牵引网级联耦合模型对比分析2种控制策略下的牵引网网压波形。结果表明:基于参数自适应的dq电流优化控制更能适应多列动车组同时接入而引发的扰动,抑制牵引网网压大幅度振荡;fal电流环的参数自适应特性能改善控制器动态特性,可根据瞬态误差及时调整控制器响应,且其控制参数适应范围较宽,易于整定。 展开更多
关键词 CRH5动车组 牵引脉冲整流器 自抗扰控制 牵引网网压 低频振荡
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高速动车组用滚动轴承失效模式及对策展望 被引量:1
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作者 李秋泽 谌亮 +2 位作者 徐建新 陈国锋 杨广雪 《轴承》 北大核心 2024年第3期1-8,共8页
全面介绍了各主型高速动车组用轴箱轴承、齿轮箱轴承、牵引电动机轴承以及各类风机用轴承的型号、结构以及相应的车载和地面安全保证措施,汇总了轴承运行过程以及检修过程中的典型故障和主要失效模式,分析了轴承故障的产生原因,建议从... 全面介绍了各主型高速动车组用轴箱轴承、齿轮箱轴承、牵引电动机轴承以及各类风机用轴承的型号、结构以及相应的车载和地面安全保证措施,汇总了轴承运行过程以及检修过程中的典型故障和主要失效模式,分析了轴承故障的产生原因,建议从车辆系统匹配设计角度确定旋转系统中轴承的边界载荷、顶层技术要求,优化轴承钢冶炼、热处理、机加工和组装等轴承制造工艺,以保证轴承产品质量一致性,进而避免轴承早期失效,为动车组安全运营,各系统旋转部件修程修制的制定和动车组用滚动轴承国产化提供借鉴和帮助。 展开更多
关键词 滚动轴承 电动车组 轴箱轴承 牵引电动机 齿轮箱 失效分析
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基于耦合模型的地铁牵引电机轴承复合缺陷振动特性分析
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作者 孙长江 师蔚 +1 位作者 廖爱华 胡定玉 《噪声与振动控制》 CSCD 北大核心 2024年第3期138-145,共8页
为探究车辆运行工况下牵引电机轴承缺陷状态的振动特性,基于轨道-车辆耦合动力学及轴承动力学理论,提出一种包含齿轮传动系统和牵引电机的轨道-车辆-轴承耦合动力学模型。模型中综合考虑轨道不平顺、时变啮合刚度、轴承表面单一和复合... 为探究车辆运行工况下牵引电机轴承缺陷状态的振动特性,基于轨道-车辆耦合动力学及轴承动力学理论,提出一种包含齿轮传动系统和牵引电机的轨道-车辆-轴承耦合动力学模型。模型中综合考虑轨道不平顺、时变啮合刚度、轴承表面单一和复合缺陷等复杂激励。基于该动力学模型研究在轨道不平顺激励下牵引电机轴承在单一缺陷和复合缺陷状态下的振动特性。计算结果表明:相对于单一缺陷状态,牵引电机轴承在复合缺陷状态下所受到的缺陷冲击更加强烈和复杂;受轨道不平顺激励以及自身缺陷冲击的综合影响,电机轴承振动加剧;缺陷轴承的振动加速度会随着车辆运行速度的提高和缺陷宽度的增大而增大。计算结果可为牵引电机轴承的故障诊断和状态监测提供理论依据。 展开更多
关键词 故障诊断 牵引电机轴承 耦合动力学 复合缺陷 联合仿真
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齿轨车辆牵引电机布置模式及系统耦合振动特性
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作者 陈兆玮 李世辉 +2 位作者 袁密奥 陈志辉 杨吉忠 《振动工程学报》 EI CSCD 北大核心 2024年第4期612-622,共11页
为探究牵引电机布置模式对齿轨车辆动态特性及齿轮-齿轨啮合特性的影响,在考虑齿轮-齿轨非线性啮合行为及其动态时变激扰和轮轨非线性接触关系的条件下,分析了不同电机布置模式下的车辆动力学特性。以Strub齿轨系统为原型,建立了齿轨车... 为探究牵引电机布置模式对齿轨车辆动态特性及齿轮-齿轨啮合特性的影响,在考虑齿轮-齿轨非线性啮合行为及其动态时变激扰和轮轨非线性接触关系的条件下,分析了不同电机布置模式下的车辆动力学特性。以Strub齿轨系统为原型,建立了齿轨车辆-轨道垂纵耦合动力学模型,研究了三种不同电机驱动形式对齿轨车辆动态特性的影响规律,并在此基础上提出了适用于齿轨车辆的牵引电机布置方案。研究表明:牵引电机双置工况下齿轮啮合力和垂向、纵向振动加速度更小;其中电机双置时齿轮齿轨啮合力约为电机后置和前置时的50%,平直段齿轮垂向和纵向加速度的最大幅值差分别为4.04和6.01 m/s^(2),爬坡段电机后置时齿轮振动加速度最大,其垂向、纵向加速度幅值比电机双置时大45%;平直线路上电机后置与前置时齿轨车辆的舒适性较好,而爬坡段牵引电机双置模式下更好;鉴于齿轨车辆主要应用于爬坡线路,且爬坡时电机双置齿轨车辆的动力学指标最好,因此建议牵引电机双置为最优布置模式。 展开更多
关键词 车辆-齿轨耦合动力学 齿轨铁路 牵引电机布置模式 Strub齿轨系统 齿轮齿条啮合 车辆舒适性
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牵引异步电机气动和电磁混合噪声预测研究
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作者 孙艳红 张伟 +3 位作者 王文庆 朱一乔 邱毅 郑旭 《振动与冲击》 EI CSCD 北大核心 2024年第14期284-292,316,共10页
高速列车牵引异步电机在高转速下的噪声主要由气动噪声和电磁噪声组成,且前者为主导成分。该研究为准确地预测该类型电机高转速下的气动和电磁混合噪声特性,首先建立了电机气动声源的仿真计算模型,包括基于计算流体动力学的流场计算和Li... 高速列车牵引异步电机在高转速下的噪声主要由气动噪声和电磁噪声组成,且前者为主导成分。该研究为准确地预测该类型电机高转速下的气动和电磁混合噪声特性,首先建立了电机气动声源的仿真计算模型,包括基于计算流体动力学的流场计算和Lighthill声类比的声场计算;其次建立了电磁振动的计算模型,其中包含了Maxwell电磁场计算和基于模态叠加法的谐响应分析;最后通过有限元法和边界元法建立电机气动和电磁混合噪声的计算模型,最终得到电机混合噪声在各测点的总声压级和电机的声功率级,并与试验结果进行对比。结果表明,在4000 r/min和5600 r/min两个转速下的仿真计算的声功率级与试验值差距不超过0.6 dB(A),各测点总声压级与试验值接近,证明混合噪声的计算模型能够准确有效地预测牵引异步电机气动和电磁混合噪声。 展开更多
关键词 牵引异步电机 气动声源 电磁振动 混合噪声
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基于流固耦合的牵引电机流动特性分析
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作者 于磊磊 陈永艳 +3 位作者 宋力 董志明 郭海全 魏晓钢 《大电机技术》 2024年第3期8-15,共8页
为了研究电机轴向通风冷却系统的电动机内部情况,本文以某大型矿用电动车轮牵引电机为例,对其轴向通风冷却与传热进行了研究。基于流体力学以及传热学理论,结合电机轴向通风性能以及结构特点,建立了电机三维流动与传热耦合求解的有限元... 为了研究电机轴向通风冷却系统的电动机内部情况,本文以某大型矿用电动车轮牵引电机为例,对其轴向通风冷却与传热进行了研究。基于流体力学以及传热学理论,结合电机轴向通风性能以及结构特点,建立了电机三维流动与传热耦合求解的有限元模型,并给出基本假设与相应的边界条件。通过计算电机内部的电磁场和温度场,采用有限体积法对三维流体场和温度场控制方程进行耦合,避免了利用经验公式计算模型间的换热系数带来的误差,能够获得更加精确的温升及冷却结果。在此基础上,通过对电机进行流固耦合计算,研究流量分配对通风冷却效果的影响,进而在原有模型上分析不同流量、不同定子流道、不同流道宽度对电机温度场及流阻的影响,并提供优化流道从而有效降低电机最热温度区域。通过对实际运行车辆电机温度场及冷却阻力监控验证了仿真计算的准确性。通过流固耦合分析方法将有助于电机的散热优化设计,为更大功率的电机综合物理场的准确计算提供了理论依据。 展开更多
关键词 牵引电机 空冷系统 流体场 流-热耦合
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基于卷积神经网络的牵引电机定子绕组匝间短路故障诊断
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作者 张宝杰 麻宸伟 +3 位作者 贾震 江周余 卢腾 宋文胜 《铁道学报》 EI CAS CSCD 北大核心 2024年第4期73-79,共7页
为实现牵引电机定子绕组匝间短路故障诊断,提出一种基于一维卷积神经网络(one-dimensional convolutional neural network, 1D-CNN)的故障诊断方法。首先对电机健康状态、不同相发生匝间短路故障及不同故障严重程度下的定子电流进行三... 为实现牵引电机定子绕组匝间短路故障诊断,提出一种基于一维卷积神经网络(one-dimensional convolutional neural network, 1D-CNN)的故障诊断方法。首先对电机健康状态、不同相发生匝间短路故障及不同故障严重程度下的定子电流进行三层小波分解,得到小波分解高频系数和低频系数;求取小波分解系数的二范数,作为电机电流的特征;设计并训练1D-CNN,将训练好的1D-CNN作为分类器,实现牵引电机定子绕组匝间短路故障“端到端”的智能诊断。设计并搭建异步电机定子绕组匝间短路故障诊断实验平台。实验结果表明:所提方法可以准确有效诊断出轻微的匝间短路故障。在闭环控制下,电机发生1匝短路故障时,诊断正确率达到90.5%,并能够有效区分故障相。 展开更多
关键词 牵引电机 匝间短路 故障诊断 小波分解 卷积神经网络
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