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Cooling System Design Optimization of an Enclosed PM Traction Motor for Subway Propulsion Systems 被引量:1
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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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A Loss-model-based Efficiency Optimization Control Method for Induction Traction System of High-speed Train under Emergency Self-propelled Mode
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作者 Yutong Zhu Yaohua Li 《CES Transactions on Electrical Machines and Systems》 EI CSCD 2024年第2期227-239,共13页
Increasing attention has been paid to the efficiency improvement of the induction traction system of high-speed trains due to the high demand for energy saving. In emergency self-propelled mode, however, the dc-link v... Increasing attention has been paid to the efficiency improvement of the induction traction system of high-speed trains due to the high demand for energy saving. In emergency self-propelled mode, however, the dc-link voltage and the traction power of the motor are significantly reduced, resulting in decreased traction efficiency due to the low load and low speed operations. Aiming to tackle this problem, a novel efficiency improved control method is introduced to the emergency mode of high-speed train traction system in this paper. In the proposed method, a total loss model of induction motor considering the behaviors of both iron and copper loss is established. An improved iterative algorithm with decreased computational burden is then introduced, resulting in a fast solving of the optimal flux reference for loss minimization at each control period. In addition, considering the parameter variation problem due to the low load and low speed operations, a parameter estimation method is integrated to improve the controller's robustness. The effectiveness of the proposed method on efficiency improvement at low voltage and low load conditions is demonstrated by simulated and experimental results. 展开更多
关键词 Efficiency optimization Induction motor Loss model control motor drives traction system
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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 wide speed range electric braking control traction motor
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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
The traction motor of electric vehicle is differing from the general industry traction motor completely. Not only frequently start, parking, accelerate, decelerate and low speed, but also high torque in climbing slope... The traction motor of electric vehicle is differing from the general industry traction motor completely. Not only frequently start, parking, accelerate, decelerate and low speed, but also high torque in climbing slope, low torque in high speed and wide range speed are requested. Base on the theory of sound intensi- ty, the experiment of noise are study through the measurement at discrete points. The sizing grid is 10mm × 10mm, The sound intensity map of traction motor are protracted at 1000r/min and the result show that the main noise sources are fan, gear-box and the traction motor in turn. 展开更多
关键词 electric vehicle traction motor noise sound intensity EXPERIMENT
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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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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 environmental impact life cycle assessment traction motor secondary material
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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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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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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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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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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
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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CRH5动车组牵引脉冲整流器自适应优化控制方法研究 被引量:1
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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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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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考虑逆变器谐波耦合的牵引传动系统机电耦合振动特性研究
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作者 葛兴来 常玉 +3 位作者 王帅帅 沐俊文 左运 王惠民 《电机与控制学报》 EI CSCD 北大核心 2024年第6期109-119,共11页
作为牵引传动系统能量转换的关键部件,牵引电机在电气激励作用下会受到各种冲击载荷和周期激振力的作用,从而产生机电耦合振动,威胁牵引传动系统的可靠运行。对此,基于双惯量模型对牵引传动系统机电耦合振动特性开展研究。首先,建立牵... 作为牵引传动系统能量转换的关键部件,牵引电机在电气激励作用下会受到各种冲击载荷和周期激振力的作用,从而产生机电耦合振动,威胁牵引传动系统的可靠运行。对此,基于双惯量模型对牵引传动系统机电耦合振动特性开展研究。首先,建立牵引电机的双惯量模型,依据此模型对其固有频率进行计算,并介绍了机械传动系统的同频受迫振动模态。其次,根据逆变器的开关特性,着重分析了脉宽调制(PWM)导致的边带谐波转矩对机电耦合同频共振的影响,探索逆变器的频率耦合产生的间谐波对机电耦合系统的影响。接着,以传递函数的形式对考虑双惯量负载的牵引传动系统进行建模,从频域角度对系统机电耦合共振特性进行理论分析。最后,利用硬件在环测试对所分析结果进行验证。 展开更多
关键词 牵引传动系统 机电耦合 同频共振 双惯量系统 边带谐波 感应电机
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共母线开绕组永磁同步牵引电机级联模型预测电流控制
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作者 高锋阳 吴银波 +3 位作者 徐昊 史志龙 岳文瀚 孙伟 《铁道科学与工程学报》 EI CAS CSCD 北大核心 2024年第8期3321-3334,共14页
为抑制共母线开绕组永磁同步牵引电机传动系统转矩脉动和由共模电压以及三次谐波反电动势作用于零轴回路产生的零序电流,提出一种自抗扰级联模型预测电流控制方法。首先,在第1级采用第1个有效电压矢量使得q轴电流增加,第2个有效电压矢... 为抑制共母线开绕组永磁同步牵引电机传动系统转矩脉动和由共模电压以及三次谐波反电动势作用于零轴回路产生的零序电流,提出一种自抗扰级联模型预测电流控制方法。首先,在第1级采用第1个有效电压矢量使得q轴电流增加,第2个有效电压矢量使得q轴电流减小,这一新的筛选组合规则将2个有效矢量根据对q轴电流作用效果分组寻优和作用时间分配;其次,在第2级对第1级所选有效电压矢量的零轴分量局部寻优,在第3级对第1级和第2级优化后系统产生的零轴电流分量采用极性相反的零矢量进行矢量分类寻优抑制,并精确分配作用时间;然后,在第4级对前3级所选电压矢量进行开关状态局部寻优,确定最优电压矢量的低开关频率状态组合作用于逆变器。最后,引入自抗扰控制减少电机启动加速过程中的调速超调,并对所提策略和双矢量模型预测电流控制进行稳态和动态仿真对比。结果表明:所提策略对转矩脉动、零轴电流、总谐波畸变率、开关频率和调速超调都具有很好的抑制效果,避免了传统模型预测控制的多目标代价函数中权重系数整定,对系统的控制性能有明显的提升作用。研究结果为进一步对共母线开绕组永磁同步牵引电机传动系统弱磁控制进行究,以及将驱动控制系统应用于机车牵引提供参考。 展开更多
关键词 开绕组永磁同步牵引电机 级联模型预测 转矩脉动 零轴电流 自抗扰控制
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基于信息图-MCKD的高速列车牵引电机轴承故障诊断算法研究
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作者 杨岗 杨惠心 张东兴 《铁道车辆》 2024年第4期140-148,共9页
高速列车牵引电机轴承故障特征微弱且干扰噪声强,为解决电机轴承故障特征难以提取的问题,文章提出了一种基于谱负熵信息图与最大相关峭度解卷积(MCKD)的电机轴承故障诊断方法。首先,对故障轴承振动信号进行基于谱负熵的信息图处理,确定... 高速列车牵引电机轴承故障特征微弱且干扰噪声强,为解决电机轴承故障特征难以提取的问题,文章提出了一种基于谱负熵信息图与最大相关峭度解卷积(MCKD)的电机轴承故障诊断方法。首先,对故障轴承振动信号进行基于谱负熵的信息图处理,确定最佳中心频带和带宽,从而对轴承振动信号进行带通滤波;然后,对滤波后的信号采用MCKD方法进行故障特征增强;最后,对故障特征增强后的信号进行包络分析,识别出电机轴承的故障特征。经仿真信号和台架试验数据验证,结果表明,信息图-MCKD方法对牵引电机轴承故障诊断具有良好效果。 展开更多
关键词 高速列车 牵引电机轴承 故障诊断 谱负熵 信息图 MCKD
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基于电机振动的动车组牵引逆变器故障诊断研究 被引量:1
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作者 施以旋 毛庆洲 +2 位作者 戴焕云 汪群生 施翔宇 《机车电传动》 2024年第2期151-157,共7页
牵引逆变器的安全性和可靠性对高速动车组车辆的稳定运行至关重要,为了对逆变器工作状态进行识别,文章结合车辆系统动力学,提出了一种基于电机振动信号分析的故障诊断方法。将电机振动信号作为监测对象,通过检测逆变器故障时电流畸变引... 牵引逆变器的安全性和可靠性对高速动车组车辆的稳定运行至关重要,为了对逆变器工作状态进行识别,文章结合车辆系统动力学,提出了一种基于电机振动信号分析的故障诊断方法。将电机振动信号作为监测对象,通过检测逆变器故障时电流畸变引起电机异常振动的特征信号来进行判断。以CRH2型动车组牵引传动系统为例,建立了基于空间矢量脉宽调制策略下的三电平牵引逆变器电路仿真模型,对逆变器结构故障模式进行仿真。仿真结果表明,逆变器故障会显著影响交流侧输出电流谐波含量,尤其是5倍频、7倍频、11倍频、13倍频电流谐波;而这些谐波电流输入到牵引电机后转化为6P(1-s)倍频、12P(1-s)倍频的脉动转矩,并作用于电机,使得其输出振动中含有相应频率的谐波成分。通过对高速动车组实际运行过程中的牵引电机振动信号进行分析可发现,在正常情况下振动信号不明显含有此类谐波频率成分,而当逆变器存在故障时,则会导致在振动信号中该频率信号含量非常明显。因此,文章所提出的基于振动信号分析法能够有效地监测并诊断牵引逆变器工作状态,并具有一定的工程应用价值。 展开更多
关键词 高速动车组 牵引逆变器 电机振动 电流谐波 故障诊断 仿真
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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 被引量:1
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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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