首页 > 最新文献

CES Transactions on Electrical Machines and Systems最新文献

英文 中文
Harmonics in the Squirrel Cage Induction Motor Analytic Calculation Part III: Influence on the Torque-speed Characteristic 鼠笼式感应电机谐波分析计算第三部分:对转矩-速度特性的影响
Pub Date : 2024-03-01 DOI: 10.30941/CESTEMS.2024.00006
G. Kovács
The harmonics that appear in the squirrel cage asynchronous machine have been discussed in great detail in the literature for a long time. However, the systematization of the phenomenon is still pending, so we made an attempt to fill this gap in the previous parts of our study by elaborating formulas for calculation of parasitic torques. It was a general demand among those who work in this field towards the author to verify his formulas with measurements. In the literature, it seems, only one detailed, purposeful series of measurements has been published so far, the purpose of which was to investigate the effect of the number of rotor slots on the torque-speed characteristic curve of the machine. The main goal of this study is to verify the correctness of the formulas by comparing them with the referred series of measurements. Relying on this, the expected synchronous parasitic torques were developed for the frequently used rotor slot numbers - as a design guide for the engineer. Thus, together with our complete table for radial magnetic pull published in our previous work, the designer has all the principles, data and formulas available for the right number of rotor slots for his given machine and for the drive system. This brings this series of papers to an end.
关于鼠笼式异步机中出现的谐波,文献中早已有详细论述。因此,我们在前几部分的研究中试图通过阐述寄生转矩的计算公式来填补这一空白。在这一领域工作的人普遍要求作者用测量结果来验证他的公式。在文献中,迄今为止似乎只发表过一系列详细的、有针对性的测量结果,其目的是研究转子槽数对机器扭矩-速度特性曲线的影响。本研究的主要目的是通过将公式与一系列测量结果进行比较,验证公式的正确性。在此基础上,为常用的转子槽数制定了预期的同步寄生转矩,作为工程师的设计指南。这样,再加上我们在以前的工作中发布的完整径向磁拉力表,设计人员就可以利用所有原理、数据和公式,为其指定的机器和驱动系统选择合适的转子槽数。本系列论文到此结束。
{"title":"Harmonics in the Squirrel Cage Induction Motor Analytic Calculation Part III: Influence on the Torque-speed Characteristic","authors":"G. Kovács","doi":"10.30941/CESTEMS.2024.00006","DOIUrl":"https://doi.org/10.30941/CESTEMS.2024.00006","url":null,"abstract":"The harmonics that appear in the squirrel cage asynchronous machine have been discussed in great detail in the literature for a long time. However, the systematization of the phenomenon is still pending, so we made an attempt to fill this gap in the previous parts of our study by elaborating formulas for calculation of parasitic torques. It was a general demand among those who work in this field towards the author to verify his formulas with measurements. In the literature, it seems, only one detailed, purposeful series of measurements has been published so far, the purpose of which was to investigate the effect of the number of rotor slots on the torque-speed characteristic curve of the machine. The main goal of this study is to verify the correctness of the formulas by comparing them with the referred series of measurements. Relying on this, the expected synchronous parasitic torques were developed for the frequently used rotor slot numbers - as a design guide for the engineer. Thus, together with our complete table for radial magnetic pull published in our previous work, the designer has all the principles, data and formulas available for the right number of rotor slots for his given machine and for the drive system. This brings this series of papers to an end.","PeriodicalId":100229,"journal":{"name":"CES Transactions on Electrical Machines and Systems","volume":null,"pages":null},"PeriodicalIF":0.0,"publicationDate":"2024-03-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://ieeexplore.ieee.org/stamp/stamp.jsp?tp=&arnumber=10488426","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"140342750","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
Electromagnetic Performance Analysis of Variable Flux Memory Machines with Series-magnetic-circuit and Different Rotor Topologies 采用串联磁路和不同转子拓扑结构的变磁通量记忆机的电磁性能分析
Pub Date : 2024-03-01 DOI: 10.30941/CESTEMS.2024.00012
Qiang Wei;Z.Q. Zhu;Yan Jia;Jianghua Feng;Shuying Guo;Yifeng Li;Shouzhi Feng
In this paper, the electromagnetic performance of variable flux memory (VFM) machines with series-magnetic-circuit is investigated and compared for different rotor topologies. Based on a V-type VFM machine, five topologies with different interior permanent magnet (IPM) arrangements are evolved and optimized under same constrains. Based on two-dimensional (2-D) finite element (FE) method, their electromagnetic performance at magnetization and demagnetization states is evaluated. It reveals that the iron bridge and rotor lamination region between constant PM (CPM) and variable PM (VPM) play an important role in torque density and flux regulation (FR) capabilities. Besides, the global efficiency can be improved in VFM machines by adjusting magnetization state (MS) under different operating conditions.
本文研究并比较了不同转子拓扑结构的串联磁路可变磁通记忆(VFM)机器的电磁性能。以 V 型变磁通量记忆机为基础,在相同的约束条件下演化并优化了五种具有不同内部永磁体 (IPM) 布置的拓扑结构。基于二维(2-D)有限元(FE)方法,对它们在磁化和退磁状态下的电磁性能进行了评估。结果表明,恒定永磁发电机(CPM)和可变永磁发电机(VPM)之间的铁桥和转子叠片区域对转矩密度和磁通调节(FR)能力起着重要作用。此外,在不同的运行条件下,通过调整磁化状态(MS),可提高变频调速器的整体效率。
{"title":"Electromagnetic Performance Analysis of Variable Flux Memory Machines with Series-magnetic-circuit and Different Rotor Topologies","authors":"Qiang Wei;Z.Q. Zhu;Yan Jia;Jianghua Feng;Shuying Guo;Yifeng Li;Shouzhi Feng","doi":"10.30941/CESTEMS.2024.00012","DOIUrl":"https://doi.org/10.30941/CESTEMS.2024.00012","url":null,"abstract":"In this paper, the electromagnetic performance of variable flux memory (VFM) machines with series-magnetic-circuit is investigated and compared for different rotor topologies. Based on a V-type VFM machine, five topologies with different interior permanent magnet (IPM) arrangements are evolved and optimized under same constrains. Based on two-dimensional (2-D) finite element (FE) method, their electromagnetic performance at magnetization and demagnetization states is evaluated. It reveals that the iron bridge and rotor lamination region between constant PM (CPM) and variable PM (VPM) play an important role in torque density and flux regulation (FR) capabilities. Besides, the global efficiency can be improved in VFM machines by adjusting magnetization state (MS) under different operating conditions.","PeriodicalId":100229,"journal":{"name":"CES Transactions on Electrical Machines and Systems","volume":null,"pages":null},"PeriodicalIF":0.0,"publicationDate":"2024-03-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://ieeexplore.ieee.org/stamp/stamp.jsp?tp=&arnumber=10488427","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"140342667","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
Utility and Application of a Versatile Analytical Method for MMF Calculation in AC Machines 交流电机 MMF 计算多功能分析方法的实用性与应用
Pub Date : 2024-03-01 DOI: 10.30941/CESTEMS.2024.00005
Ze-Zheng Wu;Robert Nilssen;Jian-Xin Shen
A versatile analytical method (VAM) for calculating the harmonic components of the magneto-motive force (MMF) generated by diverse armature windings in AC machines has been proposed, and the versatility of this method has been established in early literature. However, its practical applications and significance in advancing the analysis of AC machines need further elaboration. This paper aims to complement VAM by augmenting its theory, offering additional insights into its conclusions, as well as demonstrating its utility in assessing armature windings and its application of calculating torque for permanent magnet synchronous machines (PMSM). This work contributes to advancing the analysis of AC machines and underscores the potential for improved design and performance optimization.
有人提出了一种通用分析方法 (VAM),用于计算交流电机中不同电枢绕组产生的磁动力 (MMF) 谐波分量,该方法的通用性已在早期文献中得到证实。然而,其实际应用和对交流电机分析的推动意义还需要进一步阐述。本文旨在通过增强 VAM 的理论、提供对其结论的更多见解,以及展示其在评估电枢绕组和计算永磁同步电机 (PMSM) 扭矩方面的应用,对其进行补充。这项工作有助于推进交流机器的分析,并强调了改进设计和性能优化的潜力。
{"title":"Utility and Application of a Versatile Analytical Method for MMF Calculation in AC Machines","authors":"Ze-Zheng Wu;Robert Nilssen;Jian-Xin Shen","doi":"10.30941/CESTEMS.2024.00005","DOIUrl":"https://doi.org/10.30941/CESTEMS.2024.00005","url":null,"abstract":"A versatile analytical method (VAM) for calculating the harmonic components of the magneto-motive force (MMF) generated by diverse armature windings in AC machines has been proposed, and the versatility of this method has been established in early literature. However, its practical applications and significance in advancing the analysis of AC machines need further elaboration. This paper aims to complement VAM by augmenting its theory, offering additional insights into its conclusions, as well as demonstrating its utility in assessing armature windings and its application of calculating torque for permanent magnet synchronous machines (PMSM). This work contributes to advancing the analysis of AC machines and underscores the potential for improved design and performance optimization.","PeriodicalId":100229,"journal":{"name":"CES Transactions on Electrical Machines and Systems","volume":null,"pages":null},"PeriodicalIF":0.0,"publicationDate":"2024-03-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://ieeexplore.ieee.org/stamp/stamp.jsp?tp=&arnumber=10488428","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"140342732","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
A Novel Multiple DBC-staked units Package to Parallel More Chips for SiC Power Module 一种新颖的多 DBC-staked 单元封装,可并联更多 SiC 功率模块芯片
Pub Date : 2024-03-01 DOI: 10.30941/CESTEMS.2024.00010
Xiaoshuang Hui;Puqi Ning;Tao Fan;Yuhui Kang;Kai Wang;Yunhui Mei;Guangyin Lei
Silicon carbide (SiC) power modules play an essential role in the electric vehicle drive system. To improve their performance, reduce their size, and increase production efficiency, this paper proposes a multiple staked direct bonded copper (DBC) unit based power module packaging method to parallel more chips. This method utilizes mutual inductance cancellation effect to reduce parasitic inductance. Because the conduction area in the new package is doubled, the overall area of power module can be reduced. Entire power module is divided into smaller units to enhance manufacture yield, and improve design freedom. This paper provides a detailed design, analysis and fabrication procedure for the proposed package structure. Additionally, this paper offers several feasible solutions for the connection between power terminals and DBC untis. With the structure, 18 dies were paralleled for each phase-leg in a econodual size power module. Both simulation and double pulse test results demonstrate that, compared to conventional layouts, the proposed package method has 74.8% smaller parasitic inductance and 34.9% lower footprint.
碳化硅(SiC)功率模块在电动汽车驱动系统中发挥着重要作用。为了提高其性能、减小其尺寸并提高生产效率,本文提出了一种基于多片直接键合铜(DBC)单元的功率模块封装方法,以并联更多芯片。这种方法利用互感抵消效应来减少寄生电感。由于新封装中的传导面积增加了一倍,因此功率模块的整体面积可以减小。整个功率模块被分割成更小的单元,从而提高了生产良率,并改善了设计自由度。本文提供了拟议封装结构的详细设计、分析和制造程序。此外,本文还为电源端子和 DBC untis 之间的连接提供了几种可行的解决方案。利用这种结构,在一个经济型功率模块中,每个相脚可并联 18 个芯片。仿真和双脉冲测试结果表明,与传统布局相比,拟议的封装方法寄生电感降低了 74.8%,占地面积减少了 34.9%。
{"title":"A Novel Multiple DBC-staked units Package to Parallel More Chips for SiC Power Module","authors":"Xiaoshuang Hui;Puqi Ning;Tao Fan;Yuhui Kang;Kai Wang;Yunhui Mei;Guangyin Lei","doi":"10.30941/CESTEMS.2024.00010","DOIUrl":"https://doi.org/10.30941/CESTEMS.2024.00010","url":null,"abstract":"Silicon carbide (SiC) power modules play an essential role in the electric vehicle drive system. To improve their performance, reduce their size, and increase production efficiency, this paper proposes a multiple staked direct bonded copper (DBC) unit based power module packaging method to parallel more chips. This method utilizes mutual inductance cancellation effect to reduce parasitic inductance. Because the conduction area in the new package is doubled, the overall area of power module can be reduced. Entire power module is divided into smaller units to enhance manufacture yield, and improve design freedom. This paper provides a detailed design, analysis and fabrication procedure for the proposed package structure. Additionally, this paper offers several feasible solutions for the connection between power terminals and DBC untis. With the structure, 18 dies were paralleled for each phase-leg in a econodual size power module. Both simulation and double pulse test results demonstrate that, compared to conventional layouts, the proposed package method has 74.8% smaller parasitic inductance and 34.9% lower footprint.","PeriodicalId":100229,"journal":{"name":"CES Transactions on Electrical Machines and Systems","volume":null,"pages":null},"PeriodicalIF":0.0,"publicationDate":"2024-03-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://ieeexplore.ieee.org/stamp/stamp.jsp?tp=&arnumber=10488430","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"140342751","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
Message from Editors 编辑致辞
Pub Date : 2024-03-01 DOI: 10.30941/CESTEMS.2024.00000
IN recent years, the electrical machines and systems have grown so rapidly with more and more applications in emerging civilian industries as well as cutting-edge areas. A group of novel and exciting technologies have been developed every year. First, the research of motors in new and extreme fields have constantly brought amazing progress to achieve better performance through new technologies such as digitalization, etc. Meanwhile, the fast development of power electronics in recent decades has also changed the overall system to be more flexible, and widely extent our boundary of research area. What is more, the advancing technologies such as information technology, new energy technology, artificial intelligence technology, etc., have shown their potential roles in this area, bringing more opportunities but more technique challenges as well. It was the best of times, it was the worst of times. At this point, we would like to share these most insightful ideas and progress to our peers. For this reason, CES TEMS promoted this new column Frontier.
近年来,电机和系统发展迅速,在新兴民用工业和尖端领域的应用越来越多。每年都有一批令人振奋的新技术被开发出来。首先,电机在新领域和极端领域的研究不断取得惊人进展,通过数字化等新技术实现了更好的性能。同时,近几十年来电力电子技术的飞速发展也使整个系统变得更加灵活,并广泛拓展了我们的研究领域。更重要的是,信息技术、新能源技术、人工智能技术等不断进步的技术在这一领域显示出了其潜在的作用,在带来更多机遇的同时也带来了更多技术上的挑战。这是一个最好的时代,也是一个最坏的时代。此时此刻,我们希望与同行分享这些最有见地的想法和进展。为此,CES TEMS 推出了这一新栏目《前沿》。
{"title":"Message from Editors","authors":"","doi":"10.30941/CESTEMS.2024.00000","DOIUrl":"https://doi.org/10.30941/CESTEMS.2024.00000","url":null,"abstract":"IN recent years, the electrical machines and systems have grown so rapidly with more and more applications in emerging civilian industries as well as cutting-edge areas. A group of novel and exciting technologies have been developed every year. First, the research of motors in new and extreme fields have constantly brought amazing progress to achieve better performance through new technologies such as digitalization, etc. Meanwhile, the fast development of power electronics in recent decades has also changed the overall system to be more flexible, and widely extent our boundary of research area. What is more, the advancing technologies such as information technology, new energy technology, artificial intelligence technology, etc., have shown their potential roles in this area, bringing more opportunities but more technique challenges as well. It was the best of times, it was the worst of times. At this point, we would like to share these most insightful ideas and progress to our peers. For this reason, CES TEMS promoted this new column Frontier.","PeriodicalId":100229,"journal":{"name":"CES Transactions on Electrical Machines and Systems","volume":null,"pages":null},"PeriodicalIF":0.0,"publicationDate":"2024-03-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://ieeexplore.ieee.org/stamp/stamp.jsp?tp=&arnumber=10488441","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"140342764","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
Airgap-Harmonic-Oriented Partitioned Design Method of PMV Motor with Improved Torque Performances 改善扭矩性能的永磁发电机气隙-谐波导向分区设计方法
Pub Date : 2024-02-27 DOI: 10.30941/CESTEMS.2024.00002
Zhaopeng Wu;Li Quan;Zixuan Xiang;Deyang Fan;Tengguang Wang;Xiaoyong Zhu
Here, we introduce a partitioned design method that is oriented toward airgap harmonic for permanent magnet vernier (PMV) motors. The method proposes the utilization of airgap flux harmonics as an effective bridge between the torque design region and the torque performances. To illustrate the efficacy of this method, a partitioned design PMV motor is presented and compared with the initial design. Firstly, the torque design region of the rotor is artfully divided into the torque enhancement region and ripple reduction region. Meanwhile, the main harmonics that generate output torque are chosen and enhanced, optimization. Moreover, the harmonics that generate torque ripple are selected and reduced based on torque harmonics optimization. Finally, the functions of the partitioned PMV motor torque are assessed based on the finite element method. By the purposeful design of these two regions, the output torque is strengthened while torque ripple is inhibited effectively, verifying the effectiveness and reasonability of the proposed design method.
在此,我们介绍一种面向永磁游标(PMV)电机气隙谐波的分区设计方法。该方法建议利用气隙磁通谐波作为转矩设计区域和转矩性能之间的有效桥梁。为了说明该方法的有效性,介绍了一个分区设计的永磁游标电机,并与初始设计进行了比较。首先,转子的转矩设计区域被巧妙地划分为转矩增强区域和纹波减小区域。同时,选择并优化了产生输出转矩的主要谐波。此外,在转矩谐波优化的基础上,选择并降低产生转矩纹波的谐波。最后,基于有限元法对分区 PMV 电机转矩的功能进行评估。通过对这两个区域进行有针对性的设计,输出转矩得到了增强,转矩纹波得到了有效抑制,验证了所提设计方法的有效性和合理性。
{"title":"Airgap-Harmonic-Oriented Partitioned Design Method of PMV Motor with Improved Torque Performances","authors":"Zhaopeng Wu;Li Quan;Zixuan Xiang;Deyang Fan;Tengguang Wang;Xiaoyong Zhu","doi":"10.30941/CESTEMS.2024.00002","DOIUrl":"https://doi.org/10.30941/CESTEMS.2024.00002","url":null,"abstract":"Here, we introduce a partitioned design method that is oriented toward airgap harmonic for permanent magnet vernier (PMV) motors. The method proposes the utilization of airgap flux harmonics as an effective bridge between the torque design region and the torque performances. To illustrate the efficacy of this method, a partitioned design PMV motor is presented and compared with the initial design. Firstly, the torque design region of the rotor is artfully divided into the torque enhancement region and ripple reduction region. Meanwhile, the main harmonics that generate output torque are chosen and enhanced, optimization. Moreover, the harmonics that generate torque ripple are selected and reduced based on torque harmonics optimization. Finally, the functions of the partitioned PMV motor torque are assessed based on the finite element method. By the purposeful design of these two regions, the output torque is strengthened while torque ripple is inhibited effectively, verifying the effectiveness and reasonability of the proposed design method.","PeriodicalId":100229,"journal":{"name":"CES Transactions on Electrical Machines and Systems","volume":null,"pages":null},"PeriodicalIF":0.0,"publicationDate":"2024-02-27","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://ieeexplore.ieee.org/stamp/stamp.jsp?tp=&arnumber=10452308","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"140342765","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
Optimization of Generator Based on Gaussian Process Regression Model with Conditional Likelihood Lower Bound Search 基于高斯过程回归模型的发电机优化与条件似然下限搜索
Pub Date : 2024-02-27 DOI: 10.30941/CESTEMS.2024.00001
Xiao Liu;Pingting Lin;Fan Bu;Shaoling Zhuang;Shoudao Huang
The noise that comes from finite element simulation often causes the model to fall into the local optimal solution and over fitting during optimization of generator. Thus, this paper proposes a Gaussian Process Regression (GPR) model based on Conditional Likelihood Lower Bound Search (CLLBS) to optimize the design of the generator, which can filter the noise in the data and search for global optimization by combining the Conditional Likelihood Lower Bound Search method. Taking the efficiency optimization of 15 kW Permanent Magnet Synchronous Motor as an example. Firstly, this method uses the elementary effect analysis to choose the sensitive variables, combining the evolutionary algorithm to design the super Latin cube sampling plan; Then the generator-converter system is simulated by establishing a co-simulation platform to obtain data. A Gaussian process regression model combing the method of the conditional likelihood lower bound search is established, which combined the chi-square test to optimize the accuracy of the model globally. Secondly, after the model reaches the accuracy, the Pareto frontier is obtained through the NSGA-II algorithm by considering the maximum output torque as a constraint. Last, the constrained optimization is transformed into an unconstrained optimizing problem by introducing maximum constrained improvement expectation (CEI) optimization method based on the re-interpolation model, which cross-validated the optimization results of the Gaussian process regression model. The above method increase the efficiency of generator by 0.76% and 0.5% respectively; And this method can be used for rapid modeling and multi-objective optimization of generator systems.
在发电机优化过程中,有限元仿真产生的噪声往往会导致模型陷入局部最优解和过拟合。因此,本文提出了一种基于条件似然下限搜索(CLLBS)的高斯过程回归(GPR)模型来优化发电机的设计,该模型可以过滤数据中的噪声,并结合条件似然下限搜索方法进行全局优化搜索。以 15 kW 永磁同步电机的效率优化为例。该方法首先利用基元效应分析选择敏感变量,结合进化算法设计超拉丁立方体采样方案;然后通过建立协同仿真平台对发电机-变流器系统进行仿真,获取数据。结合条件似然下界搜索方法建立高斯过程回归模型,并结合卡方检验对模型精度进行全局优化。其次,在模型达到精度后,以最大输出扭矩为约束条件,通过 NSGA-II 算法得到帕累托前沿。最后,通过引入基于重插值模型的最大约束改进期望(CEI)优化方法,将约束优化转化为无约束优化问题,对高斯过程回归模型的优化结果进行交叉验证。上述方法使发电机的效率分别提高了 0.76% 和 0.5%;该方法可用于发电机系统的快速建模和多目标优化。
{"title":"Optimization of Generator Based on Gaussian Process Regression Model with Conditional Likelihood Lower Bound Search","authors":"Xiao Liu;Pingting Lin;Fan Bu;Shaoling Zhuang;Shoudao Huang","doi":"10.30941/CESTEMS.2024.00001","DOIUrl":"https://doi.org/10.30941/CESTEMS.2024.00001","url":null,"abstract":"The noise that comes from finite element simulation often causes the model to fall into the local optimal solution and over fitting during optimization of generator. Thus, this paper proposes a Gaussian Process Regression (GPR) model based on Conditional Likelihood Lower Bound Search (CLLBS) to optimize the design of the generator, which can filter the noise in the data and search for global optimization by combining the Conditional Likelihood Lower Bound Search method. Taking the efficiency optimization of 15 kW Permanent Magnet Synchronous Motor as an example. Firstly, this method uses the elementary effect analysis to choose the sensitive variables, combining the evolutionary algorithm to design the super Latin cube sampling plan; Then the generator-converter system is simulated by establishing a co-simulation platform to obtain data. A Gaussian process regression model combing the method of the conditional likelihood lower bound search is established, which combined the chi-square test to optimize the accuracy of the model globally. Secondly, after the model reaches the accuracy, the Pareto frontier is obtained through the NSGA-II algorithm by considering the maximum output torque as a constraint. Last, the constrained optimization is transformed into an unconstrained optimizing problem by introducing maximum constrained improvement expectation (CEI) optimization method based on the re-interpolation model, which cross-validated the optimization results of the Gaussian process regression model. The above method increase the efficiency of generator by 0.76% and 0.5% respectively; And this method can be used for rapid modeling and multi-objective optimization of generator systems.","PeriodicalId":100229,"journal":{"name":"CES Transactions on Electrical Machines and Systems","volume":null,"pages":null},"PeriodicalIF":0.0,"publicationDate":"2024-02-27","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://ieeexplore.ieee.org/stamp/stamp.jsp?tp=&arnumber=10452307","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"140342669","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
Investigation of Various Laminating Materials for Interior Permanent Magnet Brushless DC Motor for Cooling Fan Application 用于冷却风扇的内部永磁无刷直流电机的各种层压材料研究
Pub Date : 2023-12-28 DOI: 10.30941/CESTEMS.2023.00048
A. Infantraj;M. Augustine;E. Fantin Irudaya Raj;M. Appadurai
Permanent magnet brushless DC motors are used for various low-power applications, namely domestic fans, washing machines, mixer grinders and cooling fan applications. This paper focuses on selecting the best laminating material for the interior permanent magnet brushless DC (IPM BLDC) motor used in the cooling fan of automobiles. Various laminating materials, namely M19-29GA, M800-65A and M43, are tested using finite element analysis. The machine's vital performance metrics, namely the stator current, torque ripple, and hysteresis loss were analyzed in selecting the laminating material. The designed motor is also modelled as a mathematical model from the computed lumped parameters. The performance of the machines was validated through electromagnetic and thermal analysis.
永磁无刷直流电机用于各种小功率应用,即家用风扇、洗衣机、搅拌机和冷却风扇应用。本文的重点是为汽车冷却风扇中使用的内部永磁无刷直流(IPM BLDC)电机选择最佳层压材料。采用有限元分析法测试了各种层压材料,即 M19-29GA、M800-65A 和 M43。在选择叠片材料时,分析了机器的重要性能指标,即定子电流、转矩纹波和磁滞损耗。此外,还根据计算得出的叠加参数对所设计的电机进行了数学建模。通过电磁和热分析验证了机器的性能。
{"title":"Investigation of Various Laminating Materials for Interior Permanent Magnet Brushless DC Motor for Cooling Fan Application","authors":"A. Infantraj;M. Augustine;E. Fantin Irudaya Raj;M. Appadurai","doi":"10.30941/CESTEMS.2023.00048","DOIUrl":"https://doi.org/10.30941/CESTEMS.2023.00048","url":null,"abstract":"Permanent magnet brushless DC motors are used for various low-power applications, namely domestic fans, washing machines, mixer grinders and cooling fan applications. This paper focuses on selecting the best laminating material for the interior permanent magnet brushless DC (IPM BLDC) motor used in the cooling fan of automobiles. Various laminating materials, namely M19-29GA, M800-65A and M43, are tested using finite element analysis. The machine's vital performance metrics, namely the stator current, torque ripple, and hysteresis loss were analyzed in selecting the laminating material. The designed motor is also modelled as a mathematical model from the computed lumped parameters. The performance of the machines was validated through electromagnetic and thermal analysis.","PeriodicalId":100229,"journal":{"name":"CES Transactions on Electrical Machines and Systems","volume":null,"pages":null},"PeriodicalIF":0.0,"publicationDate":"2023-12-28","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://ieeexplore.ieee.org/stamp/stamp.jsp?tp=&arnumber=10375946","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"139060228","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
Content 内容
{"title":"Content","authors":"","doi":"","DOIUrl":"https://doi.org/","url":null,"abstract":"","PeriodicalId":100229,"journal":{"name":"CES Transactions on Electrical Machines and Systems","volume":null,"pages":null},"PeriodicalIF":0.0,"publicationDate":"2023-12-28","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://ieeexplore.ieee.org/stamp/stamp.jsp?tp=&arnumber=10375945","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"139060261","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
Content 内容
{"title":"Content","authors":"","doi":"","DOIUrl":"https://doi.org/","url":null,"abstract":"","PeriodicalId":100229,"journal":{"name":"CES Transactions on Electrical Machines and Systems","volume":null,"pages":null},"PeriodicalIF":0.0,"publicationDate":"2023-09-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://ieeexplore.ieee.org/iel7/7873789/10272303/10272305.pdf","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"68150014","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