首页 > 最新文献

CES Transactions on Electrical Machines and Systems最新文献

英文 中文
Reduction of Unipolar Leakage Flux and Torque Ripple in Consequent-pole PM Vernier Machine 降低顺极永磁电机单极漏磁通和转矩脉动
Pub Date : 2023-01-30 DOI: 10.30941/CESTEMS.2023.00015
Liang Xu;Yang Li;Wenxiang Zhao;Guohai Liu
This paper proposes a new consequent-pole permanent magnet vernier machine (CPMVM), which can be regarded as a combination of two conventional CPMVM with opposite polarities. Based on the simplified axial magnetic circuit model, it is verified that the proposed CPMVM can reduce the unipolar leakage flux. In order to reduce the torque ripple of machine and improve the output torque of machine, the flux barrier is placed on the rotor of the proposed machine. Then, the parameters of the proposed CPMVM are optimized and determined. Moreover, the electromagnetic performance, including no-load air-gap flux density, average torque and torque ripple, flux linkage, back-electromotive force, cogging torque, average torque, torque ripple, power factor and loss, is compared with conventional surface-mounted permanent magnet vernier machine (SPMVM) and CPMVM. Finally, it is demonstrated that proposed CPMVM with flux barrier can effectively reduce the unipolar leakage flux and greatly reduce the torque ripple of machine. Also, compared with the SPMVM, the proposed CPMVM with flux barrier saves more than 45% of the permanent magnet material without reducing output torque.
本文提出了一种新的顺极永磁游标机(CPMVM),它可以看作是两个相反极性的传统CPMVM的组合。基于简化的轴向磁路模型,验证了所提出的CPMVM可以降低单极漏磁通。为了减小电机的转矩脉动,提高电机的输出转矩,在电机的转子上设置了磁通屏障。然后,对所提出的CPMVM的参数进行了优化和确定。此外,将空载气隙磁通密度、平均转矩和转矩脉动、磁链、反电动势、齿槽转矩、平均转矩、转矩脉动、功率因数和损耗等电磁性能与传统的表面安装永磁游标机和CPMVM进行了比较。最后,研究表明,所提出的带磁通屏障的CPMVM可以有效地降低单极漏磁通,并大大降低电机的转矩脉动。此外,与SPMVM相比,所提出的具有磁通屏障的CPMVM在不降低输出转矩的情况下节省了45%以上的永磁体材料。
{"title":"Reduction of Unipolar Leakage Flux and Torque Ripple in Consequent-pole PM Vernier Machine","authors":"Liang Xu;Yang Li;Wenxiang Zhao;Guohai Liu","doi":"10.30941/CESTEMS.2023.00015","DOIUrl":"https://doi.org/10.30941/CESTEMS.2023.00015","url":null,"abstract":"This paper proposes a new consequent-pole permanent magnet vernier machine (CPMVM), which can be regarded as a combination of two conventional CPMVM with opposite polarities. Based on the simplified axial magnetic circuit model, it is verified that the proposed CPMVM can reduce the unipolar leakage flux. In order to reduce the torque ripple of machine and improve the output torque of machine, the flux barrier is placed on the rotor of the proposed machine. Then, the parameters of the proposed CPMVM are optimized and determined. Moreover, the electromagnetic performance, including no-load air-gap flux density, average torque and torque ripple, flux linkage, back-electromotive force, cogging torque, average torque, torque ripple, power factor and loss, is compared with conventional surface-mounted permanent magnet vernier machine (SPMVM) and CPMVM. Finally, it is demonstrated that proposed CPMVM with flux barrier can effectively reduce the unipolar leakage flux and greatly reduce the torque ripple of machine. Also, compared with the SPMVM, the proposed CPMVM with flux barrier saves more than 45% of the permanent magnet material without reducing output torque.","PeriodicalId":100229,"journal":{"name":"CES Transactions on Electrical Machines and Systems","volume":"7 1","pages":"35-44"},"PeriodicalIF":0.0,"publicationDate":"2023-01-30","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://ieeexplore.ieee.org/iel7/7873789/10091481/10032060.pdf","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"68173250","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 2
Investigation of Nonlinear PI Multi-loop Control Strategy for Aircraft HVDC Generator System with Wound Rotor Synchronous Machine 绕线转子同步电机航空高压直流发电系统的非线性PI多回路控制策略研究
Pub Date : 2023-01-17 DOI: 10.30941/CESTEMS.2023.00002
Zhaoyang Qu;Zhuoran Zhang;Jincai Li;Heng Shi
In order to enhance the transient performance of aircraft high voltage DC (HVDC) generation system with wound rotor synchronous machine (WRSM) under a wide speed range, the nonlinear PI multi-loop control strategy is proposed in this paper. Traditional voltage control method is hard to achieve the dynamic performance requirements of the HVDC generation system under a wide speed range, so the nonlinear PI parameter adjustment, load current feedback and speed feedback are added to the voltage and excitation current double loop control. The transfer function of the HVDC generation system is derived, and the relationship between speed, load current and PI parameters is obtained. The PI parameters corresponding to the load at certain speed are used to shorten the adjusting time when the load suddenly changes. The dynamic responses in transient processes are analyzed by experiment. The results illustrate that the WRSM HVDC generator system with this method has better dynamic performance.
为了提高带绕线转子同步电机的飞机高压直流输电系统在宽转速范围内的暂态性能,本文提出了一种非线性PI多回路控制策略。传统的电压控制方法难以满足HVDC发电系统在宽速度范围内的动态性能要求,因此在电压和励磁电流双环控制中加入了非线性PI参数调节、负载电流反馈和速度反馈。推导了HVDC发电系统的传递函数,得到了速度、负载电流和PI参数之间的关系。当负载突然变化时,使用与特定速度下的负载相对应的PI参数来缩短调整时间。通过实验分析了瞬态过程的动力响应。结果表明,采用该方法的WRSM高压直流发电系统具有较好的动态性能。
{"title":"Investigation of Nonlinear PI Multi-loop Control Strategy for Aircraft HVDC Generator System with Wound Rotor Synchronous Machine","authors":"Zhaoyang Qu;Zhuoran Zhang;Jincai Li;Heng Shi","doi":"10.30941/CESTEMS.2023.00002","DOIUrl":"https://doi.org/10.30941/CESTEMS.2023.00002","url":null,"abstract":"In order to enhance the transient performance of aircraft high voltage DC (HVDC) generation system with wound rotor synchronous machine (WRSM) under a wide speed range, the nonlinear PI multi-loop control strategy is proposed in this paper. Traditional voltage control method is hard to achieve the dynamic performance requirements of the HVDC generation system under a wide speed range, so the nonlinear PI parameter adjustment, load current feedback and speed feedback are added to the voltage and excitation current double loop control. The transfer function of the HVDC generation system is derived, and the relationship between speed, load current and PI parameters is obtained. The PI parameters corresponding to the load at certain speed are used to shorten the adjusting time when the load suddenly changes. The dynamic responses in transient processes are analyzed by experiment. The results illustrate that the WRSM HVDC generator system with this method has better dynamic performance.","PeriodicalId":100229,"journal":{"name":"CES Transactions on Electrical Machines and Systems","volume":"7 1","pages":"92-99"},"PeriodicalIF":0.0,"publicationDate":"2023-01-17","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://ieeexplore.ieee.org/iel7/7873789/10091481/10018847.pdf","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"68171832","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Introduction to Mesh Based Generated Lumped Parameter Models for Electromagnetic Problems using Triangular Elements 介绍使用三角单元的电磁问题的基于网格的生成集总参数模型
Pub Date : 2023-01-17 DOI: 10.30941/CESTEMS.2023.00012
Haidar Diab;Salim Asfirane;Nicolas Bracikowski;Frédéric Gillon;Yacine Amara
This paper is an introduction to mesh based generated reluctance network modeling using triangular elements. Many contributions on mesh based generated reluctance networks using rectangular shaped elements have been published, but very few on those generated from a mesh using triangular elements. The use of triangular elements is aimed at extending the application of the approach to any shape of modeled devices. Basic concepts of the approach are presented in the case of electromagnetic devices. The procedure for coding the approach in the case of a flat linear permanent magnet machine is presented. Codes developed under MATLAB environment are also included.
本文介绍了基于网格的三角形单元磁阻网络建模方法。已经发表了许多关于使用矩形单元的基于网格的生成磁阻网络的贡献,但很少有关于使用三角形单元的网格生成的贡献。三角形元件的使用旨在将该方法的应用扩展到任何形状的建模设备。该方法的基本概念是在电磁设备的情况下提出的。介绍了在平面线性永磁电机的情况下对该方法进行编码的过程。还包括在MATLAB环境下开发的代码。
{"title":"Introduction to Mesh Based Generated Lumped Parameter Models for Electromagnetic Problems using Triangular Elements","authors":"Haidar Diab;Salim Asfirane;Nicolas Bracikowski;Frédéric Gillon;Yacine Amara","doi":"10.30941/CESTEMS.2023.00012","DOIUrl":"https://doi.org/10.30941/CESTEMS.2023.00012","url":null,"abstract":"This paper is an introduction to mesh based generated reluctance network modeling using triangular elements. Many contributions on mesh based generated reluctance networks using rectangular shaped elements have been published, but very few on those generated from a mesh using triangular elements. The use of triangular elements is aimed at extending the application of the approach to any shape of modeled devices. Basic concepts of the approach are presented in the case of electromagnetic devices. The procedure for coding the approach in the case of a flat linear permanent magnet machine is presented. Codes developed under MATLAB environment are also included.","PeriodicalId":100229,"journal":{"name":"CES Transactions on Electrical Machines and Systems","volume":"7 1","pages":"21-34"},"PeriodicalIF":0.0,"publicationDate":"2023-01-17","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://ieeexplore.ieee.org/iel7/7873789/10091481/10018857.pdf","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"68173248","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Coupler Loss Analysis of Magnetically Coupled Resonant Wireless Power Transfer System 磁耦合谐振无线电力传输系统的耦合器损耗分析
Pub Date : 2023-01-17 DOI: 10.30941/CESTEMS.2023.00010
Da Li;XuSheng Wu;Wei Gao;Di Luo;Jianxin Gao
The demand for electric vehicles has increased over the past few years. Wireless power transfer for electric vehicles provides more flexibility than traditional plug-in charging technology. Charging couplers are critical components in wireless power transfer systems. The thermal effect produced by the magnetic coupler in work will cause the temperature of the device to rise rapidly, affecting the work efficiency, transfer power, operation reliability, and service life. This paper modeled and analyzed each component's temperature distribution characteristics and thermal behavior. Firstly, the magnetic coupler's mutual inductance and magnetic circuit model are established, and the thermal model of the magnetic coupler analyzes the heat generation process. The thermal models of the coupler under three different magnetic core distributions are established, and the temperature rise of each component is obtained. The temperature rise of different parts of the coupler is verified by the temperature rise test structure of the experiment.
在过去几年中,对电动汽车的需求有所增加。电动汽车的无线电力传输比传统的插电式充电技术提供了更大的灵活性。充电耦合器是无线电力传输系统中的关键部件。磁性耦合器在工作中产生的热效应会导致设备温度迅速升高,影响工作效率、传输功率、运行可靠性和使用寿命。本文对每个部件的温度分布特性和热行为进行了建模和分析。首先,建立了磁耦合器的互感和磁路模型,并对磁耦合器的热模型进行了发热过程分析。建立了耦合器在三种不同磁芯分布下的热模型,得到了各部件的温升。通过实验的温升测试结构,验证了耦合器不同部件的温升。
{"title":"Coupler Loss Analysis of Magnetically Coupled Resonant Wireless Power Transfer System","authors":"Da Li;XuSheng Wu;Wei Gao;Di Luo;Jianxin Gao","doi":"10.30941/CESTEMS.2023.00010","DOIUrl":"https://doi.org/10.30941/CESTEMS.2023.00010","url":null,"abstract":"The demand for electric vehicles has increased over the past few years. Wireless power transfer for electric vehicles provides more flexibility than traditional plug-in charging technology. Charging couplers are critical components in wireless power transfer systems. The thermal effect produced by the magnetic coupler in work will cause the temperature of the device to rise rapidly, affecting the work efficiency, transfer power, operation reliability, and service life. This paper modeled and analyzed each component's temperature distribution characteristics and thermal behavior. Firstly, the magnetic coupler's mutual inductance and magnetic circuit model are established, and the thermal model of the magnetic coupler analyzes the heat generation process. The thermal models of the coupler under three different magnetic core distributions are established, and the temperature rise of each component is obtained. The temperature rise of different parts of the coupler is verified by the temperature rise test structure of the experiment.","PeriodicalId":100229,"journal":{"name":"CES Transactions on Electrical Machines and Systems","volume":"7 1","pages":"63-72"},"PeriodicalIF":0.0,"publicationDate":"2023-01-17","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://ieeexplore.ieee.org/iel7/7873789/10091481/10018855.pdf","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"68173246","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 2
MPC-based Torque Distribution for Planar Motion of Four-wheel Independently Driven Electric Vehicles: Considering Motor Models and Iron Losses 基于MPC的四轮独立驱动电动汽车平面运动转矩分布:考虑电机模型和铁损耗
Pub Date : 2023-01-17 DOI: 10.30941/CESTEMS.2023.00004
Yiyan Su;Deliang Liang;Peng Kou
The most critical obstacle for four-wheel independently driven electric vehicles (4WID-EVs) is the driving range. Being the actuators of 4WID-EVs, motors account for its major power consumption. In this sense, by properly distributing torques to minimize the power consumption, the driving range of 4WID-EV can be effectively improved. This paper proposes a model predictive control (MPC)-based torque distribution scheme, which minimizes the power consumption of 4WID-EVs while guaranteeing its tracking performance of planar motions. By incorporating the motor model considering iron losses, the optimal torque distribution can be achieved without an additional torque controller. Also, for this reason, the proposed control scheme is computationally efficient, since the power consumption term to be optimized, which is expressed as the product of the motor voltages and currents, is much simpler than that derived from the efficiency map. With reasonable simplification and linearization, the MPC problem is converted to a quadratic programming problem, which can be solved efficiently. The simulation results in MATLAB and CarSim co-simulation environments demonstrate that the proposed scheme effectively reduces power consumption with guaranteed tracking performance.
四轮独立驱动电动汽车(4WID EV)最关键的障碍是续航里程。作为4WID电动汽车的执行器,电机占其主要功耗。从这个意义上讲,通过适当分配扭矩以最大限度地降低功耗,可以有效地提高4WID-EV的行驶里程。本文提出了一种基于模型预测控制(MPC)的转矩分配方案,该方案在保证4WID电动汽车平面运动跟踪性能的同时,最大限度地降低了其功耗。通过结合考虑铁损的电机模型,可以在没有额外扭矩控制器的情况下实现最佳扭矩分配。同样,由于这个原因,所提出的控制方案在计算上是有效的,因为要优化的功耗项(其表示为电动机电压和电流的乘积)比从效率映射导出的功耗项简单得多。通过合理的简化和线性化,将MPC问题转化为二次规划问题,可以有效地求解。在MATLAB和CarSim联合仿真环境中的仿真结果表明,该方案在保证跟踪性能的前提下,有效地降低了功耗。
{"title":"MPC-based Torque Distribution for Planar Motion of Four-wheel Independently Driven Electric Vehicles: Considering Motor Models and Iron Losses","authors":"Yiyan Su;Deliang Liang;Peng Kou","doi":"10.30941/CESTEMS.2023.00004","DOIUrl":"https://doi.org/10.30941/CESTEMS.2023.00004","url":null,"abstract":"The most critical obstacle for four-wheel independently driven electric vehicles (4WID-EVs) is the driving range. Being the actuators of 4WID-EVs, motors account for its major power consumption. In this sense, by properly distributing torques to minimize the power consumption, the driving range of 4WID-EV can be effectively improved. This paper proposes a model predictive control (MPC)-based torque distribution scheme, which minimizes the power consumption of 4WID-EVs while guaranteeing its tracking performance of planar motions. By incorporating the motor model considering iron losses, the optimal torque distribution can be achieved without an additional torque controller. Also, for this reason, the proposed control scheme is computationally efficient, since the power consumption term to be optimized, which is expressed as the product of the motor voltages and currents, is much simpler than that derived from the efficiency map. With reasonable simplification and linearization, the MPC problem is converted to a quadratic programming problem, which can be solved efficiently. The simulation results in MATLAB and CarSim co-simulation environments demonstrate that the proposed scheme effectively reduces power consumption with guaranteed tracking performance.","PeriodicalId":100229,"journal":{"name":"CES Transactions on Electrical Machines and Systems","volume":"7 1","pages":"45-53"},"PeriodicalIF":0.0,"publicationDate":"2023-01-17","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://ieeexplore.ieee.org/iel7/7873789/10091481/10018849.pdf","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"68173249","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Loss Analysis of Magnetic Gear with Slotted in Magnetic Modulation Ring 磁调制环开槽磁齿轮的损耗分析
Pub Date : 2023-01-17 DOI: 10.30941/CESTEMS.2023.00001
Can Tan;Wei Liu;Yingying Rao;Weizhao Tang;Libing Jing
In order to improve the operation efficiency of coaxial magnetic gear (CMG), in this paper, a CMG model with slotted in magnetic modulation ring is proposed. In this model, the permanent magnets (PMs) of internal and external rotors are distributed in Halbach array, the inner rotor PMs are equally divided into 3 small pieces, and the outer rotor PMs are equally divided into 2 small pieces. At the same time, the static magnetic modulation ring iron blocks are slotted, each iron block has 3 slots, the width of the slot is 0.4°, and the depth of the single side slot is 1mm. Finally, a two-dimensional model is established, and the eddy current loss and iron loss of the model are optimized, compared with the conventional CMG model, it is found that the changed pattern can increase the internal and external output torque by 4% and 4.12%, respectively. The eddy current loss is reduced by 66.57%, and the iron loss is reduced by 8.9%, which significantly improve the operation efficiency of the CMG.
为了提高同轴磁齿轮(CMG)的工作效率,本文提出了一种带开槽磁调制环的CMG模型。在该模型中,内外转子的永磁体以Halbach阵列分布,内转子永磁体等分为3个小块,外转子永磁体平分为2个小块。同时,静磁调制环铁块开槽,每个铁块有3个槽,槽的宽度为0.4°,单面槽的深度为1mm。最后,建立了二维模型,并对模型的涡流损耗和铁损进行了优化,与传统的CMG模型相比,发现改变的模式可以分别使内部和外部输出转矩增加4%和4.12%。涡流损耗降低了66.57%,铁损降低了8.9%,显著提高了CMG的运行效率。
{"title":"Loss Analysis of Magnetic Gear with Slotted in Magnetic Modulation Ring","authors":"Can Tan;Wei Liu;Yingying Rao;Weizhao Tang;Libing Jing","doi":"10.30941/CESTEMS.2023.00001","DOIUrl":"https://doi.org/10.30941/CESTEMS.2023.00001","url":null,"abstract":"In order to improve the operation efficiency of coaxial magnetic gear (CMG), in this paper, a CMG model with slotted in magnetic modulation ring is proposed. In this model, the permanent magnets (PMs) of internal and external rotors are distributed in Halbach array, the inner rotor PMs are equally divided into 3 small pieces, and the outer rotor PMs are equally divided into 2 small pieces. At the same time, the static magnetic modulation ring iron blocks are slotted, each iron block has 3 slots, the width of the slot is 0.4°, and the depth of the single side slot is 1mm. Finally, a two-dimensional model is established, and the eddy current loss and iron loss of the model are optimized, compared with the conventional CMG model, it is found that the changed pattern can increase the internal and external output torque by 4% and 4.12%, respectively. The eddy current loss is reduced by 66.57%, and the iron loss is reduced by 8.9%, which significantly improve the operation efficiency of the CMG.","PeriodicalId":100229,"journal":{"name":"CES Transactions on Electrical Machines and Systems","volume":"7 1","pages":"110-117"},"PeriodicalIF":0.0,"publicationDate":"2023-01-17","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://ieeexplore.ieee.org/iel7/7873789/10091481/10018606.pdf","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"68171834","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Systematic Evaluation of Deep Neural Network Based Dynamic Modeling Method for AC Power Electronic System 基于深度神经网络的交流电力电子系统动态建模方法的系统评价
Pub Date : 2023-01-17 DOI: 10.30941/CESTEMS.2023.00011
Yunlu Li;Guiqing Ma;Junyou Yang;Yan Xu
Since the high penetration of renewable energy complicates the dynamic characteristics of the AC power electronic system (ACPES), it is essential to establish an accurate dynamic model to obtain its dynamic behavior for ensure the safe and stable operation of the system. However, due to the no or limited internal control details, the state-space modeling method cannot be realized. It leads to the ACPES system becoming a black-box dynamic system. The dynamic modeling method based on deep neural network can simulate the dynamic behavior using port data without obtaining internal control details. However, deep neural network modeling methods are rarely systematically evaluated. In practice, the construction of neural network faces the selection of massive data and various network structure parameters. However, different sample distributions make the trained network performance quite different. Different network structure hyperparameters also mean different convergence time. Due to the lack of systematic evaluation and targeted suggestions, neural network modeling with high precision and high training speed cannot be realized quickly and conveniently in practical engineering applications. To fill this gap, this paper systematically evaluates the deep neural network from sample distribution and structural hyperparameter selection. The influence on modeling accuracy is analyzed in detail, then some modeling suggestions are presented. Simulation results under multiple operating points verify the effectiveness of the proposed method.
由于可再生能源的高渗透性使交流电力电子系统(ACPES)的动态特性复杂化,因此必须建立准确的动态模型来获得其动态行为,以确保系统的安全稳定运行。然而,由于没有或有限的内部控制细节,状态空间建模方法无法实现。它导致ACPES系统成为一个黑盒动态系统。基于深度神经网络的动态建模方法可以利用端口数据模拟动态行为,而无需获取内部控制细节。然而,深度神经网络建模方法很少得到系统评价。在实践中,神经网络的构建面临着海量数据和各种网络结构参数的选择。然而,不同的样本分布使得训练的网络性能大不相同。不同的网络结构超参数也意味着不同的收敛时间。由于缺乏系统的评估和有针对性的建议,高精度、高训练速度的神经网络建模在实际工程应用中无法快速方便地实现。为了填补这一空白,本文从样本分布和结构超参数选择两个方面对深度神经网络进行了系统评价。详细分析了对建模精度的影响,并提出了建模建议。在多个操作点下的仿真结果验证了该方法的有效性。
{"title":"Systematic Evaluation of Deep Neural Network Based Dynamic Modeling Method for AC Power Electronic System","authors":"Yunlu Li;Guiqing Ma;Junyou Yang;Yan Xu","doi":"10.30941/CESTEMS.2023.00011","DOIUrl":"https://doi.org/10.30941/CESTEMS.2023.00011","url":null,"abstract":"Since the high penetration of renewable energy complicates the dynamic characteristics of the AC power electronic system (ACPES), it is essential to establish an accurate dynamic model to obtain its dynamic behavior for ensure the safe and stable operation of the system. However, due to the no or limited internal control details, the state-space modeling method cannot be realized. It leads to the ACPES system becoming a black-box dynamic system. The dynamic modeling method based on deep neural network can simulate the dynamic behavior using port data without obtaining internal control details. However, deep neural network modeling methods are rarely systematically evaluated. In practice, the construction of neural network faces the selection of massive data and various network structure parameters. However, different sample distributions make the trained network performance quite different. Different network structure hyperparameters also mean different convergence time. Due to the lack of systematic evaluation and targeted suggestions, neural network modeling with high precision and high training speed cannot be realized quickly and conveniently in practical engineering applications. To fill this gap, this paper systematically evaluates the deep neural network from sample distribution and structural hyperparameter selection. The influence on modeling accuracy is analyzed in detail, then some modeling suggestions are presented. Simulation results under multiple operating points verify the effectiveness of the proposed method.","PeriodicalId":100229,"journal":{"name":"CES Transactions on Electrical Machines and Systems","volume":"7 2","pages":"137-143"},"PeriodicalIF":0.0,"publicationDate":"2023-01-17","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://ieeexplore.ieee.org/iel7/7873789/10172142/10018856.pdf","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"68147992","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
An Analytic Method of Segmented PWM Duty Cycle for Switched Reluctance Motor 开关磁阻电机分段PWM占空比的分析方法
Pub Date : 2023-01-17 DOI: 10.30941/CESTEMS.2023.00008
Chaozhi Huang;Yuliang Wu;Hongwei Yuan;Wensheng Cao;Yongmin Geng
In view of the large current peak and torque ripple in the actual current chopping control of switched reluctance motor, a segmented PWM duty cycle analysis method of switched reluctance motor based on current chopping control is proposed in this paper. The method realizes the control of the winding current by adjusting the average voltage of the two ends of the winding in one cycle through the PWM duty cycle. At the same time, according to the inductance linear model, the conduction phase is divided into a small inductance region and an inductance rising region, and the analytical formulas of PWM duty cycle in the two regions are deduced respectively. Finally, through matlab/simulink simulation and motor platform experiment, the current chopping control is compared with the segmented PWM duty cycle analysis method in this paper. Simulation and experimental results show that the segmented PWM duty cycle analysis method can effectively reduce the current peak and torque ripple, and has high practical application value.
针对开关磁阻电机实际电流斩波控制中电流峰值和转矩脉动较大的问题,提出了一种基于电流斩波控制的开关磁阻电机分段PWM占空比分析方法。该方法通过PWM占空比调节一个周期内绕组两端的平均电压来实现对绕组电流的控制。同时,根据电感线性模型,将导通相位划分为小电感区和电感上升区,分别推导了这两个区域PWM占空比的解析公式。最后,通过matlab/simulink仿真和电机平台实验,将本文的电流斩波控制与分段PWM占空比分析方法进行了比较。仿真和实验结果表明,分段PWM占空比分析方法能够有效地降低电流峰值和转矩纹波,具有较高的实际应用价值。
{"title":"An Analytic Method of Segmented PWM Duty Cycle for Switched Reluctance Motor","authors":"Chaozhi Huang;Yuliang Wu;Hongwei Yuan;Wensheng Cao;Yongmin Geng","doi":"10.30941/CESTEMS.2023.00008","DOIUrl":"https://doi.org/10.30941/CESTEMS.2023.00008","url":null,"abstract":"In view of the large current peak and torque ripple in the actual current chopping control of switched reluctance motor, a segmented PWM duty cycle analysis method of switched reluctance motor based on current chopping control is proposed in this paper. The method realizes the control of the winding current by adjusting the average voltage of the two ends of the winding in one cycle through the PWM duty cycle. At the same time, according to the inductance linear model, the conduction phase is divided into a small inductance region and an inductance rising region, and the analytical formulas of PWM duty cycle in the two regions are deduced respectively. Finally, through matlab/simulink simulation and motor platform experiment, the current chopping control is compared with the segmented PWM duty cycle analysis method in this paper. Simulation and experimental results show that the segmented PWM duty cycle analysis method can effectively reduce the current peak and torque ripple, and has high practical application value.","PeriodicalId":100229,"journal":{"name":"CES Transactions on Electrical Machines and Systems","volume":"7 2","pages":"163-170"},"PeriodicalIF":0.0,"publicationDate":"2023-01-17","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://ieeexplore.ieee.org/iel7/7873789/10172142/10018853.pdf","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"68147994","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Sliding Mode Control Approach with Integrated Disturbance Observer for PMSM Speed System 永磁同步电机速度系统的集成扰动观测器滑模控制方法
Pub Date : 2023-01-17 DOI: 10.30941/CESTEMS.2023.00009
Lei Yuan;Yunhao Jiang;Lu Xiong;Pan Wang
The research on high-performance vector control of permanent magnet synchronous motor (PMSM) drive system plays an extremely important role in electrical drive system. To further improve the speed control performance of the system, a fast non-singular end sliding mode (FNTSM) surface function based on traditional NTSM control is developed. The theoretical analysis proves that the FNTSM surface function has a faster dynamic response and more finite-time convergence. In addition, for the self-vibration problem caused by high sliding mode switching gain, an FNTSM control method with anti-disturbance capability was designed based on the linear disturbance observer (DO), i.e. the FNTSMDO method was employed to devise the PMSM speed regulator. The comparative simulation and experiment results with traditional PI control and NTSM control methods indicate that the FNTSMDO method could improve the dynamic performance and anti-interference of the system.
永磁同步电机(PMSM)驱动系统的高性能矢量控制研究在电气驱动系统中具有极其重要的地位。为了进一步提高系统的速度控制性能,在传统NTSM控制的基础上,开发了一种快速非奇异端滑模(FNTSM)表面函数。理论分析证明,FNTSM曲面函数具有更快的动态响应和更多的有限时间收敛性。此外,针对高滑模切换增益引起的自振问题,设计了一种基于线性扰动观测器(DO)的具有抗扰动能力的FNTSM控制方法,即采用FNTSMDO方法设计PMSM调速器。仿真和实验结果与传统的PI控制和NTSM控制方法的比较表明,FNTSMDO方法可以提高系统的动态性能和抗干扰能力。
{"title":"Sliding Mode Control Approach with Integrated Disturbance Observer for PMSM Speed System","authors":"Lei Yuan;Yunhao Jiang;Lu Xiong;Pan Wang","doi":"10.30941/CESTEMS.2023.00009","DOIUrl":"https://doi.org/10.30941/CESTEMS.2023.00009","url":null,"abstract":"The research on high-performance vector control of permanent magnet synchronous motor (PMSM) drive system plays an extremely important role in electrical drive system. To further improve the speed control performance of the system, a fast non-singular end sliding mode (FNTSM) surface function based on traditional NTSM control is developed. The theoretical analysis proves that the FNTSM surface function has a faster dynamic response and more finite-time convergence. In addition, for the self-vibration problem caused by high sliding mode switching gain, an FNTSM control method with anti-disturbance capability was designed based on the linear disturbance observer (DO), i.e. the FNTSMDO method was employed to devise the PMSM speed regulator. The comparative simulation and experiment results with traditional PI control and NTSM control methods indicate that the FNTSMDO method could improve the dynamic performance and anti-interference of the system.","PeriodicalId":100229,"journal":{"name":"CES Transactions on Electrical Machines and Systems","volume":"7 1","pages":"118-127"},"PeriodicalIF":0.0,"publicationDate":"2023-01-17","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://ieeexplore.ieee.org/iel7/7873789/10091481/10018854.pdf","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"68171835","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 1
Comparative Study of Linear Variable Flux Reluctance Machine with Linear Wound Field Flux Reversal Machine 线性变磁通磁阻电机与线性绕线磁场磁通反转电机的比较研究
Pub Date : 2023-01-17 DOI: 10.30941/CESTEMS.2023.00006
Tingting Jiang;Liang Xu;Jinghua Ji;Wenxiang Zhao
As members of doubly salient magnetless linear machines, linear variable flux reluctance (LVFR) and wound field flux reversal (LWFFR) machines inherit the merits of conventional magnetless linear machines such as low cost, high flux adjustment capability and high reliability. Furthermore, like linear switched reluctance machine, they have a very simple and compact long secondary, which are very attractive for long stroke applications. However, low force capability is their major defect. To solve this issue, new LVFR and LWFFR machine topologies were proposed in recent work, while lacking studies on their force improvement mechanism and further force evaluation. In this paper, LVFR and LWFFR machines with improved force performance are comparatively studied with the emphasis on their force capabilities. The operation principle of the two machines is analyzed based on magnetic field harmonics produced by flux modulation. Contributions of air-gap flux density harmonic components to no-load back electromagnetic forces of the two machines are analyzed and the average force equation is derived. Moreover, force capabilities of the both machines are investigated by means of the time-stepping finite-element analysis to verify the theoretical analysis.
作为双凸极无磁直线电机的组成部分,线性可变磁通磁阻(LVFR)和绕场磁通反转(LWFFR)电机继承了传统无磁直线机的低成本、高通量调节能力和高可靠性等优点。此外,与线性开关磁阻电机一样,它们有一个非常简单紧凑的长次级,这对长行程应用非常有吸引力。然而,低兵力能力是他们的主要缺陷。为了解决这个问题,最近的工作中提出了新的LVFR和LWFFR机器拓扑,但缺乏对其力改进机制和进一步的力评估的研究。本文对具有改进的受力性能的LVFR和LWFFR机器进行了比较研究,重点研究了它们的受力能力。基于磁通调制产生的磁场谐波,分析了两种电机的工作原理。分析了气隙磁通密度谐波分量对两台电机空载反电磁力的贡献,导出了平均力方程。此外,通过时间步进有限元分析的方法对两种机械的受力性能进行了研究,以验证理论分析的正确性。
{"title":"Comparative Study of Linear Variable Flux Reluctance Machine with Linear Wound Field Flux Reversal Machine","authors":"Tingting Jiang;Liang Xu;Jinghua Ji;Wenxiang Zhao","doi":"10.30941/CESTEMS.2023.00006","DOIUrl":"https://doi.org/10.30941/CESTEMS.2023.00006","url":null,"abstract":"As members of doubly salient magnetless linear machines, linear variable flux reluctance (LVFR) and wound field flux reversal (LWFFR) machines inherit the merits of conventional magnetless linear machines such as low cost, high flux adjustment capability and high reliability. Furthermore, like linear switched reluctance machine, they have a very simple and compact long secondary, which are very attractive for long stroke applications. However, low force capability is their major defect. To solve this issue, new LVFR and LWFFR machine topologies were proposed in recent work, while lacking studies on their force improvement mechanism and further force evaluation. In this paper, LVFR and LWFFR machines with improved force performance are comparatively studied with the emphasis on their force capabilities. The operation principle of the two machines is analyzed based on magnetic field harmonics produced by flux modulation. Contributions of air-gap flux density harmonic components to no-load back electromagnetic forces of the two machines are analyzed and the average force equation is derived. Moreover, force capabilities of the both machines are investigated by means of the time-stepping finite-element analysis to verify the theoretical analysis.","PeriodicalId":100229,"journal":{"name":"CES Transactions on Electrical Machines and Systems","volume":"7 1","pages":"73-80"},"PeriodicalIF":0.0,"publicationDate":"2023-01-17","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://ieeexplore.ieee.org/iel7/7873789/10091481/10018851.pdf","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"68173245","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
期刊
CES Transactions on Electrical Machines and Systems
全部 Acc. Chem. Res. ACS Applied Bio Materials ACS Appl. Electron. Mater. ACS Appl. Energy Mater. ACS Appl. Mater. Interfaces ACS Appl. Nano Mater. ACS Appl. Polym. Mater. ACS BIOMATER-SCI ENG ACS Catal. ACS Cent. Sci. ACS Chem. Biol. ACS Chemical Health & Safety ACS Chem. Neurosci. ACS Comb. Sci. ACS Earth Space Chem. ACS Energy Lett. ACS Infect. Dis. ACS Macro Lett. ACS Mater. Lett. ACS Med. Chem. Lett. ACS Nano ACS Omega ACS Photonics ACS Sens. ACS Sustainable Chem. Eng. ACS Synth. Biol. Anal. Chem. BIOCHEMISTRY-US Bioconjugate Chem. BIOMACROMOLECULES Chem. Res. Toxicol. Chem. Rev. Chem. Mater. CRYST GROWTH DES ENERG FUEL Environ. Sci. Technol. Environ. Sci. Technol. Lett. Eur. J. Inorg. Chem. IND ENG CHEM RES Inorg. Chem. J. Agric. Food. Chem. J. Chem. Eng. Data J. Chem. Educ. J. Chem. Inf. Model. J. Chem. Theory Comput. J. Med. Chem. J. Nat. Prod. J PROTEOME RES J. Am. Chem. Soc. LANGMUIR MACROMOLECULES Mol. Pharmaceutics Nano Lett. Org. Lett. ORG PROCESS RES DEV ORGANOMETALLICS J. Org. Chem. J. Phys. Chem. J. Phys. Chem. A J. Phys. Chem. B J. Phys. Chem. C J. Phys. Chem. Lett. Analyst Anal. Methods Biomater. Sci. Catal. Sci. Technol. Chem. Commun. Chem. Soc. Rev. CHEM EDUC RES PRACT CRYSTENGCOMM Dalton Trans. Energy Environ. Sci. ENVIRON SCI-NANO ENVIRON SCI-PROC IMP ENVIRON SCI-WAT RES Faraday Discuss. Food Funct. Green Chem. Inorg. Chem. Front. Integr. Biol. J. Anal. At. Spectrom. J. Mater. Chem. A J. Mater. Chem. B J. Mater. Chem. C Lab Chip Mater. Chem. Front. Mater. Horiz. MEDCHEMCOMM Metallomics Mol. Biosyst. Mol. Syst. Des. Eng. Nanoscale Nanoscale Horiz. Nat. Prod. Rep. New J. Chem. Org. Biomol. Chem. Org. Chem. Front. PHOTOCH PHOTOBIO SCI PCCP Polym. Chem.
×
引用
GB/T 7714-2015
复制
MLA
复制
APA
复制
导出至
BibTeX EndNote RefMan NoteFirst NoteExpress
×
0
微信
客服QQ
Book学术公众号 扫码关注我们
反馈
×
意见反馈
请填写您的意见或建议
请填写您的手机或邮箱
×
提示
您的信息不完整,为了账户安全,请先补充。
现在去补充
×
提示
您因"违规操作"
具体请查看互助需知
我知道了
×
提示
现在去查看 取消
×
提示
确定
Book学术官方微信
Book学术文献互助
Book学术文献互助群
群 号:481959085
Book学术
文献互助 智能选刊 最新文献 互助须知 联系我们:info@booksci.cn
Book学术提供免费学术资源搜索服务,方便国内外学者检索中英文文献。致力于提供最便捷和优质的服务体验。
Copyright © 2023 Book学术 All rights reserved.
ghs 京公网安备 11010802042870号 京ICP备2023020795号-1