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Accurate calculation of induced electromotive force for axial field hybrid permanent magnet memory machine
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作者 YANG Gongde MA Junchao LIN Mingyao 《Journal of Southeast University(English Edition)》 2025年第3期375-383,共9页
The axial field hybrid permanent magnet memory machine(AFHPM-MM)employs a hybrid permanent magnet excitation combining NdFeB and AlNiCo,achieving high torque density and a wide flux adjustment range.A separated stator... The axial field hybrid permanent magnet memory machine(AFHPM-MM)employs a hybrid permanent magnet excitation combining NdFeB and AlNiCo,achieving high torque density and a wide flux adjustment range.A separated stator structure is adopted to enhance its antidemagnetization capability.To analyze the contributions of AlNiCo and NdFeB to the induced electromotive force(EMF)in the AFHPM-MM,a frozen permeability-based induced EMF calculation method is proposed.Theoretical analysis reveals that the conventional method exhibits substantial errors in calculating the AlNiCo-induced EMF,primarily attributed to its failure to adequately account for the dynamic magnetization characteristic discrepancies of AlNiCo under varying magnetization states.Through the analysis of magnetization variations in AlNiCo during the flux adjustment process under different magnetization states,an improved induced EMF calculation method is proposed.Comparative results indicate that,during the flux enhancement process,the average calculation error of the AlNiCo-induced EMF is reduced from 19.84%to 2.09%,whereas during the flux weakening process,the error is reduced from 3.87%to 1.67%.The proposed method achieves accurate induced EMF calculation for the AFHPM-MM. 展开更多
关键词 axial field hybrid permanent magnet excita-tion memory machine induced electromotive force(EMF) accurate calculation
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Feasibility of a New Ironless-stator Axial Flux Permanent Magnet Machine for Aircraft Electric Propulsion Application 被引量:18
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作者 Zhuoran Zhang Weiwei Geng +1 位作者 Ye Liu Chen Wang 《CES Transactions on Electrical Machines and Systems》 CSCD 2019年第1期30-38,共9页
With the development of aviation electrification,higher demands for electrical machines are put forward in aircraft electric propulsion systems.The aircraft electric propulsion requirements and propulsion motor featur... With the development of aviation electrification,higher demands for electrical machines are put forward in aircraft electric propulsion systems.The aircraft electric propulsion requirements and propulsion motor features are analyzed in this paper.Comparing with conventional PM machines,ironless stator axial flux permanent magnet(AFPM)machine topologies with Litz wire windings allow designs with higher compactness,lightness and efficiency,which are suitable for high-frequency and high-power density applications.Based on the motor requirements and constraints of aircraft electric propulsion systems,this paper investigates a high-power 1 MW multi-stack ironless stator AFPM machine,which is composed of four 250kW modular motors by stacking in axial.The design guidelines and special attentions are presented,in term of electromagnetic,thermal,and mechanical performance for the high-frequency coils and Halbach-array PM rotor.Finally,an ironless stator AFPM motor is manufactured,tested and evaluated with the consideration of cost and processing cycle.The results show that the output power is up to 53.8kW with 95%efficiency at 9000r/min at this stage.The proposed ironless stator AFPM machine with oil immersed forced cooling proves to be a favorable candidate for application in electric aircraft as propulsion motors. 展开更多
关键词 axial flux machine electric aircraft electric propulsion ironless stator permanent magnet machine oil cooling.
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Multi-layer Quasi Three-dimensional Equivalent Model of Axial-Flux Permanent Magnet Synchronous Machine 被引量:7
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作者 Mingjie He Weiye Li +1 位作者 Jun Peng Jiangtao Yang 《CES Transactions on Electrical Machines and Systems》 CSCD 2021年第1期3-12,共10页
Axial-flux permanent magnet synchronous machine(AFPMSM)enjoys the merits of high torque density and high efficiency,which make it one good candidate in the direct-drive application.The AFPMSM is usually analyzed based... Axial-flux permanent magnet synchronous machine(AFPMSM)enjoys the merits of high torque density and high efficiency,which make it one good candidate in the direct-drive application.The AFPMSM is usually analyzed based on the three-dimensional finite element method(3D FEM)due to its three-dimensional magnetic field distribution.However,the 3D FEM suffers large amount of calculation,time-consuming and is not suitable for the optimization of AFPMSM.Addressing this issue,a multi-layer quasi three-dimensional equivalent model of the AFPMSM is investigated in this paper,which could take the end leakage into consideration.Firstly,the multi-layer quasi three-dimensional equivalent model of the AFPMSM with single stator and single rotor is derived in details,including the equivalent processes and conversions of structure dimensions,motion conditions and electromagnetic parameters.Then,to consider the influence of end leakage on the performance,a correction factor is introduced in the multi-layer quasi three-dimensional equivalent model.Finally,the proposed multi-layer quasi three-dimensional equivalent model is verified by the 3D FEM based on an AFPMSM under different structure parameters.It demonstrates that the errors of flux linkage and average torque obtained by the multi-layer quasi three-dimensional equivalent model and 3D FEM are only around 2%although the structure parameters of the AFPMSM are varied.Besides,the computation time of one case based on the multi-layer quasi three-dimensional equivalent model is only 6 min,which is much less than that of the 3D FEM,1.8 h,under the same conditions.Thus,the proposed multi-layer quasi three-dimensional equivalent model could be used to optimize the AFPMSM and much time could be saved by this method compared with the 3D FEM. 展开更多
关键词 axial flux equivalent model end leakage permanent magnet machine
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Design and Performance Analysis of Axial Flux Permanent Magnet Machines with Double-Stator Dislocation Using a Combined Wye-Delta Connection 被引量:7
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作者 Bing Peng Xiaoyu Zhuang 《CES Transactions on Electrical Machines and Systems》 CSCD 2022年第1期53-59,共7页
Conventional fractional slot concentrated winding three-phase axial flux permanent magnet machines have an abundance of armature reaction magnetic field harmonics which deteriorate the torque performance of the machin... Conventional fractional slot concentrated winding three-phase axial flux permanent magnet machines have an abundance of armature reaction magnetic field harmonics which deteriorate the torque performance of the machine.This paper presents a double-stator dislocated axial flux permanent magnet machine with combined wye-delta winding.A wye-delta(Y-△)winding connection method is designed to eliminate the 6 th ripple torque generated by air gap magnetic field harmonics.Then,the accurate subdomain method is adopted to acquire the no-load and armature magnetic fields of the machine,respectively,and the magnetic field harmonics and torque performance of the designed machine are analyzed.Finally,a 6 k W,4000 r/min,18-slot/16-pole axial flux permanent magnet machine is designed.The finite element simulation results show that the proposed machine can effectively eliminate the 6 th ripple torque and greatly reduce the torque ripple while the average torque is essentially identical to that of the conventional three-phase machines with wye-winding connection. 展开更多
关键词 axial flux permanent magnet machine combined star-delta winding double-stator dislocation accurate subdomain model
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Comparative Study of Novel Axial Flux Magnetically Geared and Conventional Axial Flux Permanent Magnet Machines 被引量:3
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作者 Mohammed F.H.Khatab Z.Q.Zhu +1 位作者 Hua-Yang Li Yue Liu 《CES Transactions on Electrical Machines and Systems》 2018年第4期392-398,共7页
In this paper,a performance comparison between the novel axial flux magnetically geared machines(AFMG)and the conventional axial flux YASA machine is presented.The AFMG and YASA machines have the same stator construct... In this paper,a performance comparison between the novel axial flux magnetically geared machines(AFMG)and the conventional axial flux YASA machine is presented.The AFMG and YASA machines have the same stator construction in which segments are equipped with concentrated windings to form the stator.However,the AFMG machine has two rotors with different pole-pair numbers.Magnetic gear effect can be obtained to increase the torque density.The performance comparisons at no-load and on-load conditions are then studied by 3D-finite element analysis(FEM).Moreover,both machines are prototyped,tested and compared. 展开更多
关键词 axial flux magnetically geared machine finite element analysis performance comparison YASA machine
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Optimization of Power Density for Axial-Flux Machinethrough Generalized Sizing Equations
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作者 黄苏融 谢国栋 《Advances in Manufacturing》 SCIE CAS 1997年第3期232-236,共5页
With the cvolution of various high powerr-density machines, it beeomes important to optimize the power potential of machines of vastly different topologies with a variety of waveforms of back emf and current. The appr... With the cvolution of various high powerr-density machines, it beeomes important to optimize the power potential of machines of vastly different topologies with a variety of waveforms of back emf and current. The approach of tins paper is based oil the gencral-purpose sizing equations. which permit the optinlization method of machine power density to be applied to the axial-flux toroidal permanent-magnet (AFTPM) machine, and,furthermore, the power-production capabilities of the AFTPM machinc and the wen-known squirrel-cage indution machine are compared. 展开更多
关键词 optimization of power density generalized sizing equation axial-flux machine
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Electric Drive for an In-wheel Fractional-slot Axial Flux Machine
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作者 Luigi Alberti Nicola Bianchi 《电力电子技术》 CSCD 北大核心 2008年第10期7-10,共4页
This paper describes the electric drive for an in-wheel fractional-slot axial flux machine,designed for achieving a wide flux-weakening operating region.By using a slotted stator with fractional-slot windings and addi... This paper describes the electric drive for an in-wheel fractional-slot axial flux machine,designed for achieving a wide flux-weakening operating region.By using a slotted stator with fractional-slot windings and additional cores enclosing end windings,the axial flux machine reaches a wide constant power speed range.The machine is designed for increasing flux-weakening capability while obtaining low harmonic back-electromotive force and low cogging torque.A 10 N.m axial flux machine exhibiting 3 to 1 flux-weakening speed range has been built.A flux-weakening controller,able to maximize the output torque in the flux-weakening region,is designed and implemented.The goodness of both design and control algorithm is proved by experimental tests.However,such a fractional-slot machine has not only advantages.Rotor losses are very high,and they have to be properly considered during the design process. 展开更多
关键词 电气传动技术 轴向磁机 电子技术 传动系统
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Wire electrochemical machining with axial electrolyte flushing for titanium alloy 被引量:21
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作者 Qu Ningsong Fang Xiaolong +2 位作者 Li Wei Zeng Yongbin Zhu Di 《Chinese Journal of Aeronautics》 SCIE EI CAS CSCD 2013年第1期224-229,共6页
Titanium and its alloys have found very wide application in aerospace due to their excellent characteristics although their processing is still a challenge. Electrochemical machining is an important issue in the fabri... Titanium and its alloys have found very wide application in aerospace due to their excellent characteristics although their processing is still a challenge. Electrochemical machining is an important issue in the fabrication of titanium and titanium alloys. Wire electrochemical machining (WECM) is mainly used for workpiece cutting under the condition of different thickness plates. It has a great advantage over wire electro-discharge machining, which is the absence of heat-affected zone around the cutting area. Moreover, the wire electrode in WECM could be used repetitively because it is not worn out. Thus, much attention has been paid to WECM. The effective way of removing electrolysis products is of importance to WECM. In this paper, the axial electrolyte flushing is presented to WECM for removing electrolysis products and renewing electrolyte. The Taguchi experiment is conducted to optimize the machining parameters, such as wire feedrate, machining voltage, electrolyte concentration, etc. Experimental results show that WECM with axial electrolyte flushing is a promising issue in the fabrication of titanium alloy (TC1). The feasibility of multi-wire electrochemical machining is also demonstrated to improve the machining productivity of WECM. 展开更多
关键词 axial electrolyte flushing Electro machining Electrochemical machining Titanium alloy Wire electrochemical machining
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Wear Analysis of Disc Cutters of Full Face Rock Tunnel Boring Machine 被引量:20
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作者 ZHANG Zhaohuang MENG Liang SUN Fei 《Chinese Journal of Mechanical Engineering》 SCIE EI CAS CSCD 2014年第6期1294-1300,共7页
Wear is a major factor of disc cutters’ failure. No current theory offers a standard for the prediction of disc cutter wear yet. In the field the wear prediction method commonly used is based on the excavation length... Wear is a major factor of disc cutters’ failure. No current theory offers a standard for the prediction of disc cutter wear yet. In the field the wear prediction method commonly used is based on the excavation length of tunnel boring machine(TBM) to predict the disc cutter wear and its wear law, considering the location number of each disc cutter on the cutterhead(radius for installation); in theory, there is a prediction method of using arc wear coefficient. However, the preceding two methods have their own errors, with their accuracy being 40% or so and largely relying on the technicians’ experience. Therefore, radial wear coefficient, axial wear coefficient and trajectory wear coefficient are defined on the basis of the operating characteristics of TBM. With reference to the installation and characteristics of disc cutters, those coefficients are modified according to penetration, which gives rise to the presentation of comprehensive axial wear coefficient, comprehensive radial wear coefficient and comprehensive trajectory wear coefficient. Calculation and determination of wear coefficients are made with consideration of data from a segment of TBM project(excavation length 173 m). The resulting wear coefficient values, after modification, are adopted to predict the disc cutter wear in the follow-up segment of the TBM project(excavation length of 5621 m). The prediction results show that the disc cutter wear predicted with comprehensive radial wear coefficient and comprehensive trajectory wear coefficient are not only accurate(accuracy 16.12%) but also highly congruous, whereas there is a larger deviation in the prediction with comprehensive axial wear coefficient(accuracy 41%, which is in agreement with the prediction of disc cutters’ life in the field). This paper puts forth a new method concerning prediction of life span and wear of TBM disc cutters as well as timing for replacing disc cutters. 展开更多
关键词 full face rock tunnel boring machine disc cutter radial wear coefficient axial wear coefficient trajectory wear coefficient
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Design Research on Drive System of Underwater Tapping Machine 被引量:1
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作者 喻开安 《China Ocean Engineering》 SCIE EI 2009年第1期175-184,共10页
The underwater tapping machine is composed of a center bit, a tapping cutter, a seal box, a main drive box, a boring bar assembly, a envelop, a gear case, a counter and so on. The drive system in underwater tapping ma... The underwater tapping machine is composed of a center bit, a tapping cutter, a seal box, a main drive box, a boring bar assembly, a envelop, a gear case, a counter and so on. The drive system in underwater tapping machine consists of a worm drive, a gear drive system and a screw drive. The worm drive is in the main drive box. The worm is connected with a hydraulic motor and driven by the hydraulic motor. The gear drive system is a combined gear train which is the combinations of the fixed axes and differential gear train in the gear case. On the one hand, by means of the fixed axes gear trains the turn and power of transmission shaft are transferred to the boring bar and the screw rod, causing differential turn between the boring bar and the screw rod. On the other hand, the turns of the boring bar and the screw rod are transferred to the differential gear train. The differential gear train is used to drive a special counter to count axial travel of the boring bar. The screw drive is composed of a feed screw and a nut on the boring bar. There is the differential turn between the boring bar and the feed screw. By means of the nut, the boring bar can feed automatically. With the movement of the sliding gear 7 in the gear case, the designed drive system can also be provided with the ability of fast forward and fast backward movement of the boring bar in its idle motion, resulting in the increase of the tapping efficiency. 展开更多
关键词 underwater tapping machine mechanical drive system axial travel counting device DESIGN
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Analysis and design of excitation system in homopolar inductor machine
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作者 Fu Xinghe Fu Xiangda +1 位作者 Xu Yutian He Hang 《Journal of Southeast University(English Edition)》 EI CAS 2020年第2期163-169,共7页
The excitation system of the homopolar inductor machine(HIM)is analyzed and designed to establish the design approach and evaluation criteria of the excitation system.The finite element method is used to calculate the... The excitation system of the homopolar inductor machine(HIM)is analyzed and designed to establish the design approach and evaluation criteria of the excitation system.The finite element method is used to calculate the three-dimensional electromagnetic field in the HIM,and the distribution and characteristics of the magnetic field are described.The analytical method is applied to investigate the design process of the excitation winding.The ratio of the axial length of the armature winding to the excitation winding and the ratio of the axial length of the working air-gap to the non-working air-gap are investigated by the numerical calculation method.A prototype HIM is designed and manufactured,and some experiments are implemented to verify the correctness of the theoretical analysis and numerical calculation results.The research results show that the established design method of the excitation winding is practical and feasible.Under the conditions of constant excitation magnetomotive force or constant excitation power,the optimum range of the axial length ratio of the armature winding and the excitation winding is 0.45 to 0.5.The optimal axial length of the non-working air-gap can be determined by the ratio of the stator inner diameter and pole-pairs. 展开更多
关键词 homopolar inductor machine excitation system exciting coil axial length ratio
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A Detailed Thermal Analysis for Performance Improvement of Axial Transverse-flux-switching PM Wind Turbine Generator
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作者 A.Ghaheri A.Zarghani +1 位作者 E.Afjei H.Torkaman 《CES Transactions on Electrical Machines and Systems》 2025年第2期212-223,共12页
The efficiency of energy conversion from mechanical to electrical in AC generators is not entirely optimal,as power losses are converted into heat.Accurate thermal modeling and temperature measurement of advanced elec... The efficiency of energy conversion from mechanical to electrical in AC generators is not entirely optimal,as power losses are converted into heat.Accurate thermal modeling and temperature measurement of advanced electric machines with complex structures are mandatory to confirm their reliability and safe operation.In a unique axial transverse flux switching permanent magnet(ATFSPM)generator,due to its high power density,large stray loss from leakage flux,compact topology,and totally enclosed structure,thermal analysis is of paramount significance.In this paper,thermal modeling and analysis of ATFSPM are carried out in detail using a three-dimensional(3D)finite element analysis(FEA)to evaluate the thermal condition for a precise performance improvement.To begin,all loss sources are accurately derived using 3-D FEA and analytical methods,taking into account the temperature dependence of material properties,and then losses are coupled to the thermal model as heat sources.Afterward,aiming for realistic thermal modelling,the convection heat transfer in the different regions of internal and external areas as well as thin layers of interface gaps between components are all considered.In addition,the prototype of ATFSPM is supplied to validate the accuracy of 3-D FEA temperature prediction.Furthermore,a novel technique is carried out to effectively improve thermal performance,enhance the efficiency,and limit hot-spot temperatures.The steady-state and transient temperature results demonstrate the high accuracy of the thermal modeling,enhance the secure operation of the ATFSPM,and facilitate increased loading utilizing the proposed technique.(1) 展开更多
关键词 axial flux machine Efficiency Flux switching Loss calculation Thermal analysis
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跨声速压气机转子通用k-ω湍流模型的机器学习辅助优化
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作者 范智翔 张夏雯 +2 位作者 李震 琚亚平 张楚华 《西安交通大学学报》 北大核心 2026年第1期180-189,200,共11页
针对雷诺平均纳维-斯托克斯(RANS)方法中现有涡黏湍流模型普遍存在对压气机非设计工况下气动特性及复杂流动计算精度不足的共性问题,通用k-ω(GEKO)湍流模型引入了6个自由参数,可根据不同类型流动进行校准,提高了压气机内流计算精度。... 针对雷诺平均纳维-斯托克斯(RANS)方法中现有涡黏湍流模型普遍存在对压气机非设计工况下气动特性及复杂流动计算精度不足的共性问题,通用k-ω(GEKO)湍流模型引入了6个自由参数,可根据不同类型流动进行校准,提高了压气机内流计算精度。针对跨声速轴流压气机转子NASA Rotor 67近堵塞、设计点和近失速3个工况进行GEKO湍流模型自由参数的机器学习及多目标优化,并对比分析优化后的GEKO湍流模型、默认的GEKO湍流模型及标准的剪切应力传输(SST)湍流模型的计算精度。结果表明:相较于默认的GEKO湍流模型,优化后的GEKO湍流模型在气动性能曲线、转子出口平面展向参数分布和流场细节方面的计算精度都显著提高;相较于SST湍流模型,优化后的GEKO湍流模型对性能曲线计算更精准,特别对失速裕度的计算精度提高了5.4%,对激波位置和强度的计算精度更高。GEKO湍流模型对于提高跨声速轴流压气机转子的数值模拟精度效果显著,可为发展高精度的RANS湍流模型提供参考。 展开更多
关键词 跨声速轴流压气机转子 湍流模型 机器学习 气动性能
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基于集成学习的圆钢管再生混凝土短柱轴压承载力研究
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作者 张玉琢 席萌 +2 位作者 刘进隆 张信龙 刘发起 《建筑科学与工程学报》 北大核心 2026年第1期75-84,共10页
为快速、准确地计算圆钢管再生混凝土短柱的轴压承载力,了解设计变量对轴压承载力的影响机制,提出了一种基于集成学习算法的智能预测模型。通过收集现有文献资料建立包含120组试验样本的数据库,对设计变量与轴压承载力进行Spearman相关... 为快速、准确地计算圆钢管再生混凝土短柱的轴压承载力,了解设计变量对轴压承载力的影响机制,提出了一种基于集成学习算法的智能预测模型。通过收集现有文献资料建立包含120组试验样本的数据库,对设计变量与轴压承载力进行Spearman相关性分析,基于单一学习算法和集成学习中的Bagging与Boosting算法构建轴压承载力预测模型。在此基础上,引入拟合优度、均方根偏差和平均绝对偏差对模型性能进行综合评价,利用SHAP方法定量分析各输入变量对轴压承载力的影响机制。结果表明:轴压承载力与截面直径、混凝土抗压承载力与钢管抗压承载力之间的Spearman秩相关系数均超过0.9,钢管抗压承载力和混凝土抗压承载力是影响圆钢管再生混凝土短柱轴压承载力的关键因素;随机森林(RF)模型的综合性能最佳,拟合优度、均方根偏差和平均绝对偏差分别为0.973、20.001和12.758;相较于现行规范和规程中的3种计算方法,RF模型基于平均相对误差的预测精度分别提高了12.79%、19.87%和9.30%;与单一学习模型相比,集成学习模型在提升预测准确性方面表现出显著优势;研究成果可为钢管再生混凝土柱的设计提供参考。 展开更多
关键词 机器学习 集成学习 钢管再生混凝土 轴压承载力 SHAP
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Enhancement of Wind Energy Conversion Using Axial Flux Generator 被引量:1
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作者 Ibrahim Al-Bahadly Saran Chowdary Neppalli 《Journal of Power and Energy Engineering》 2019年第2期43-58,共16页
This paper investigates the application of the axial flux machine (AFM) to the wind energy conversion systems (WECS) to obtain high power and torque at reduced cost. By developing mathematical equations using the phas... This paper investigates the application of the axial flux machine (AFM) to the wind energy conversion systems (WECS) to obtain high power and torque at reduced cost. By developing mathematical equations using the phase and active transformations, the three-phase model is transformed to two-phase equations by making both the stator and rotor as reference frames, finally converting to arbitrary reference frame, which is useful for the modelling of the axial flux machine. The torque, current, and voltage equations are expressed to improve the simulation reliability. Based on the developed equations, the mathematical model for the axial flux machine is developed using the MATLAB/Simulink. Starting with the axial flux motor model, when the load on the motor increases, how the parameters like torque, current, and speed of the motor vary are explored in this paper. Then for the axial flux generator model, when the wind speed exceeds the rated speed how the torque, line voltages, currents, power and speed of the generator behave are investigated and presented in this paper. The developed model in this paper could be extended to a twin-rotor axial flux synchronous machine, which will lead to the development of more efficient WECS. 展开更多
关键词 axial FLUX machine axial FLUX Generators Power CONVERTER WIND Energy
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Three-dimensional Analytical Modeling of Axial Flux Permanent Magnets Maglev Motor 被引量:2
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作者 Wei Qin Gang Lv Yuhua Ma 《CES Transactions on Electrical Machines and Systems》 CSCD 2022年第4期438-444,共7页
The three-dimensional(3D)analytical model of the magnetic field in an Axial Flux Permanent Magnets Maglev Motor(AFPMMM)is proposed and investigated the influence of the structural parameters on electromagnetic charact... The three-dimensional(3D)analytical model of the magnetic field in an Axial Flux Permanent Magnets Maglev Motor(AFPMMM)is proposed and investigated the influence of the structural parameters on electromagnetic characteristics.Firstly,the topology and working principle of the AFPMMM is introduced,and the model is transferred into a mathematical model in 3D cartesian coordinate.Then,the volume integral method and equivalent current sheets model is applied to find the 3D magnetic field distribution function of Halbach rotor.A unified form expression can be obtained by two dimensional discrete fourier transform(2-D DFT)is applied on the 3D magnetic field distribution function.Thirdly,the conductive and nonconductive regions of AFPMMM will be formulated by the second order vector potential(SOVP)to built the 3D analytic model.The expression of the lift force,torque and power losses was derived.Besides,the relationship between electromagnetic characteristics and structural parameters of the AFPMMM were analyzed based on 3D analytic model and validated using the 3D finite element analysis(FEA).Finally,the experiments based on a small scale prototype are carried out to verify the analytical results. 展开更多
关键词 axial flux Permanent magnet machines MAGLEV Analytical model Electromagnetic performance
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Utilization of Torque Component by Current Harmonics with Limitation of Copper Loss in Dual Three-phase YASA AFPM Machine
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作者 Lingyun Shao Xueyi Yan +1 位作者 Zhuoran Zhang Zhongze Wu 《Chinese Journal of Electrical Engineering》 2025年第4期102-111,共10页
To achieve the utilization of torque components by current harmonics and the limitation of copper loss in a dual three-phase yokeless and segmented armature(YASA)axial flux permanent magnet(AFPM)machine,optimized 5th ... To achieve the utilization of torque components by current harmonics and the limitation of copper loss in a dual three-phase yokeless and segmented armature(YASA)axial flux permanent magnet(AFPM)machine,optimized 5th and 7th current harmonic injection is proposed.The torque component generated by the current harmonics is analyzed based on the vector space decomposition(VSD)model of the dual three-phase YASA machine,with consideration of the 5th and 7th harmonics of the open-circuit flux linkage.The optimization of 5th and 7th current harmonics,aiming for maximum torque with limited copper loss(MTLCL),is conducted and compared with existing optimization methods.Subsequently,simulations with and without current harmonic injection are conducted to compare and verify the proposed optimization.The simulation results show that the torque generated by the harmonics in the proposed method is 6.91%higher than that in the existing method,with 5th and 7th open-circuit flux-linkage harmonics of 17.72%and 5.3%of the fundamental component,respectively.A prototype is built,and the experimental results show that the torque component by current harmonics achieves 2.60%of that by the fundamental current with the limitation of copper loss,which further validates the proposed method. 展开更多
关键词 axial flux machine current harmonic injection limited copper loss torque by current harmonics YASA machine
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基于特征工程优化和SHAP解释方法预测圆钢管约束混凝土短柱轴压承载力 被引量:1
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作者 韦建刚 吴洵桢 +1 位作者 郑裔 杨艳 《东南大学学报(自然科学版)》 北大核心 2025年第5期1328-1336,共9页
以钢管约束混凝土(STCC)短柱为研究背景,聚焦于数据和特征的选择与前处理、模型的可视化应用以及特征重要性分析,探究机器学习“黑匣子”背后的预测过程。以154根圆STCC短柱为例,进行学习并预测其极限承载力N_(u)。讨论了STCC短柱结构... 以钢管约束混凝土(STCC)短柱为研究背景,聚焦于数据和特征的选择与前处理、模型的可视化应用以及特征重要性分析,探究机器学习“黑匣子”背后的预测过程。以154根圆STCC短柱为例,进行学习并预测其极限承载力N_(u)。讨论了STCC短柱结构中常见的9个特征的相关性以及冗余性,从13个机器学习模型中筛选出梯度提升树(GBDT)、随机森林(Random Forest)、极端梯度提升(XGBoost)和极端随机树(Extra Trees)四个最优模型对STCC的极限轴压承载力N_(u)进行预测,并采用SHAP可解释方法对4种模型进行可视化对比分析。研究表明:截面含钢率α在统计分析中方差趋于零且与径厚比B/t呈完全负相关关系;约束效应系数ζ在F检验中与N_(u)的显著性水平小于5%,斯皮尔曼、皮尔森以及互信息量相关性分析均表明其与N_(u)弱相关。通过SHAP方法对上述4种模型可视化发现,XGBoost在测试集上的表现尤为突出,其决定系数R^(2)(0.9626)、均方根误差(287.40 kN)、平均绝对误差(139.13 kN)以及平均绝对百分比误差(5.1%)均为4个模型中的最低值。此外,XGBoost在泛化能力和避免过拟合方面也表现出色,因此更适用于STCC短柱轴压承载力预测。 展开更多
关键词 机器学习 特征工程 SHAP解释方法 圆钢管约束混凝土 轴压承载力 特征重要性分析
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基于深度符号回归的钛金属多轴疲劳寿命预测
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作者 郑战光 阳俊 +2 位作者 李理 黄增 林城 《塑性工程学报》 北大核心 2025年第11期223-231,共9页
首先基于纯钛材料的多轴疲劳实验数据规律选取剪应变幅值、正应变范围和归一化正应力作为机器学习的输入特征,再以生成数学表达式的精度与复杂度为判据构建深度符号回归模型,最后可得到既具有鲜明物理背景又具有高精度的多轴疲劳寿命预... 首先基于纯钛材料的多轴疲劳实验数据规律选取剪应变幅值、正应变范围和归一化正应力作为机器学习的输入特征,再以生成数学表达式的精度与复杂度为判据构建深度符号回归模型,最后可得到既具有鲜明物理背景又具有高精度的多轴疲劳寿命预测模型。为了充分验证该模型的优点,先将该模型与工程中应用广泛的等效应变模型、最大剪应变模型以及临界平面模型进行对比,然后采用未训练过的材料验证了其适用性。结果表明,深度符号回归生成的多轴疲劳寿命预测模型在保持较低复杂度的同时,能够捕捉变量间的非线性关系,其预测精度(e_(NMSE)为0.04875)显著优于传统模型。此外,还采用TC4材料验证了新模型的跨材料适用性,其预测结果均落在两倍误差带以内,显示出较强的鲁棒性和泛化能力。 展开更多
关键词 多轴疲劳 机器学习 符号回归 临界平面法 寿命预测
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应用特斯拉阀结构的轴流式止回阀性能优化研究
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作者 张立强 左竣仁 +1 位作者 金俊坤 施青甫 《机床与液压》 北大核心 2025年第24期174-180,共7页
为了实现轴流式止回阀的正向流动减阻和止回性能提升,提出将特斯拉阀结构应用于轴流式止回阀阀芯支撑板的设计方法。探讨特斯拉阀结构参数对轴流式止回阀正向流动阻力和止回性能的影响。通过最优拉丁超立方抽样和数值模拟,获得不同特斯... 为了实现轴流式止回阀的正向流动减阻和止回性能提升,提出将特斯拉阀结构应用于轴流式止回阀阀芯支撑板的设计方法。探讨特斯拉阀结构参数对轴流式止回阀正向流动阻力和止回性能的影响。通过最优拉丁超立方抽样和数值模拟,获得不同特斯拉阀结构参数下轴流式止回阀的正向流动压力损失和反向止回压差。随后,结合机器学习方法,构建特斯拉阀结构参数与轴流式止回阀性能之间的预测模型。运用非支配排序算法Ⅱ对所得预测模型进行寻优,并获得正向流动阻力和止回性能的Pareto前沿解,通过逼近理想解排序法(TOPSIS)筛选出最优解,得到特斯拉阀支撑板的结构参数如下:分离点角度α=46.719°,汇合点角度β=57.763°,支流道外曲线半径R=0.102 mm,流道深度H=7.819 mm。结果表明:优化后的特斯拉阀支撑板结构的轴流式止回阀正向流动压力损失降低约5.21%,止回效果提高约4.32%,显著提升了轴流式止回阀性能。 展开更多
关键词 轴流式止回阀 特斯拉阀结构 机器学习 多目标优化 逼近理想解排序法(TOPSIS)
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