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ANN-Based Alternative Controllers for Three-Phase Four-Wire Grid-Connected NPC Inverters 基于人工神经网络的三相四线并网NPC逆变器替代控制器
IF 1.5 4区 工程技术 Q3 ENGINEERING, ELECTRICAL & ELECTRONIC Pub Date : 2025-10-24 DOI: 10.1049/elp2.70112
Yunus Emre Yağan

The synchronously rotating reference frame (SRRF)-based proportional-integral (PI) control technique has been though studied in many different inverter applications, a well-designed and clearly presented application of this technique for the three-phase, three-level, three-leg and four-wire (3P3L3L4W) grid-connected (GC) neutral point clamped (NPC) inverter has not been found. Therefore, in this study, firstly, the 3P3L3L4W GC NPC inverter is controlled with the SRRF-based PI controller. Then, to achieve an optimal artificial neural network (ANN) controller in terms of computational burden and control performance, two different ANN controllers, named ANN-1 and ANN-3, are designed with data obtained from the PI controller. The control objectives of the NPC inverter are carried out by a single ANN in ANN-1 and by three independent ANNs in ANN-3. The training results for ANN-1 and ANN-3 are approximately the same, but their computational burdens are quite different. Because ANN-3 consists of three ANNs with minimum complexity, it has much less computational burden than ANN-1. Their control performances are compared by using the MATLAB/Simulink, and presented for constant current reference, sudden changes in current reference, current reference with white Gaussian noise, sudden changes in DC source voltage, grid voltage imbalance, sag and swell, and different line filter parameters.

虽然在许多不同的逆变器应用中研究了基于同步旋转参考框架(SRRF)的比例积分(PI)控制技术,但尚未发现该技术在三相,三电平,三腿和四线(3P3L3L4W)并网(GC)中立点箝位(NPC)逆变器中的精心设计和清晰呈现的应用。因此,在本研究中,首先使用基于srrf的PI控制器对3P3L3L4W GC - NPC逆变器进行控制。然后,为了在计算量和控制性能方面实现最优的人工神经网络(ANN)控制器,利用PI控制器获得的数据设计了ANN-1和ANN-3两个不同的ANN控制器。NPC逆变器的控制目标由ANN-1中的单个人工神经网络和ANN-3中的三个独立人工神经网络来实现。ANN-1和ANN-3的训练结果大致相同,但它们的计算量有很大的不同。由于ANN-3由复杂度最小的3个ann组成,其计算量比ANN-1小得多。通过MATLAB/Simulink对比了两种方法的控制性能,并对恒流基准、电流基准突变、带高斯白噪声的电流基准、直流源电压突变、电网电压不平衡、凹陷和膨胀以及不同的线路滤波器参数进行了分析。
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引用次数: 0
Research on X-DR Image Detection Method for Defects in Basin Insulators Based on DSPN-Transformer 基于dsp -变压器的盆形绝缘子缺陷X-DR图像检测方法研究
IF 1.5 4区 工程技术 Q3 ENGINEERING, ELECTRICAL & ELECTRONIC Pub Date : 2025-10-18 DOI: 10.1049/elp2.70113
Bing Luo, Tingting Wang, Wei Xiao

To address the critical challenges in defect detection of basin insulators utilised in power distribution systems, this study proposes a Dilated Weighted-Across Stages Pyramid Network-Transformer (DSPN-Transformer) framework specifically designed for x-ray digital radiography (X-DR) applications. The current methods face issues such as limited robustness to imaging artefacts, high miss rates for subtle defects, and indistinct feature representations in low-contrast regions. The proposed framework leverages a Swin Transformer backbone to model long-range dependencies while enhancing attention to subtle defect boundaries in low-contrast regions. Building upon this foundation, a new Dilated Weighted-Across Stages Pyramid Network (DSPN) is designed to dynamically adjust multi-scale receptive fields and spatial-channel weights, effectively amplifying defect-related features. Additionally, a Dynamically-Aggregated Feature Module (DAFM) is introduced to achieve adaptive channel-wise fusion of hierarchical features, further improving the discrimination of defect patterns. Experiments on the MLDB_IRD dataset demonstrate that the proposed DSPN-Transformer achieves 97.58% accuracy, 97.23% AUC, and 95.57% F1-score. The DSPN-Transformer ensures reliable operation of power systems through intelligent diagnosis of critical grid components.

为了解决配电系统中使用的盆形绝缘子缺陷检测的关键挑战,本研究提出了一种专门为x射线数字射线照相(X-DR)应用设计的扩展加权跨级金字塔网络变压器(DSPN-Transformer)框架。目前的方法面临着诸如对成像伪影的鲁棒性有限、对细微缺陷的高缺失率以及在低对比度区域中特征表示不清晰等问题。提出的框架利用Swin Transformer主干对远程依赖关系建模,同时增强对低对比度区域中细微缺陷边界的关注。在此基础上,设计了一种新的扩展加权跨阶段金字塔网络(DSPN)来动态调整多尺度接受域和空间通道权重,有效地放大缺陷相关特征。此外,引入动态聚合特征模块(DAFM)实现分层特征的自适应通道融合,进一步提高缺陷模式的识别能力。在MLDB_IRD数据集上的实验表明,该方法的准确率为97.58%,AUC为97.23%,F1-score为95.57%。DSPN-Transformer通过对电网关键部件的智能诊断,确保电力系统的可靠运行。
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引用次数: 0
Comprehensive Study of a Novel Six-Phase Rotor-Permanent Magnet Axial Field Modular Fault Tolerant Flux-Switching Machine for Electric Vehicle/Hybrid Electric Vehicle Application 一种新型电动汽车/混合动力汽车用六相转子-永磁轴向磁场模块化容错开关电机的综合研究
IF 1.5 4区 工程技术 Q3 ENGINEERING, ELECTRICAL & ELECTRONIC Pub Date : 2025-10-18 DOI: 10.1049/elp2.70109
Yixiang Tu, Mingyao Lin, Keman Lin, Yong Kong

In this paper, a novel six-phase rotor-permanent magnet axial field modular fault-tolerant flux-switching machine (RPM-AFMFTFSM) is proposed. The separated stator core and rotor cells provide effective electromagnetic isolation for the armature windings, and this leads to enhanced fault-tolerant operating capability. The segmented permanent magnet (PM) is integrated in the rotor, by which the magnetic saturation of the stator iron core is alleviated and the PM eddy current loss is reduced. The stator-slots and rotor pole-pairs (Ps/Pr) combination of the proposed machine is optimised, and the cogging torque is reduced. A comparative study between the RPM-AFMFTFSM and conventional stator permanent magnet axial field flux-switching machine (SPM-AFFSM) is carried out by 3-D finite element analysis (FEA) method. The advantage of the proposed machine with respect to the overload capability, flux-weakening capacity and antidemagnetisation ability are revealed. The fault-tolerant performance under single-phase and two-phase open-circuited conditions is analysed. The full-bridge inverters are employed on the six-phase armature windings to achieve the reduced amplitude of the fault-tolerant current and copper loss by adopting the round rotating magnetomotive force reconfiguration control strategy. Finally, a prototype of the RPM-AFMFTFSM is manufactured and the FEA predicted results are validated by experimental measurements.

提出了一种新型的六相转子-永磁轴向磁场模块化容错磁通开关机(RPM-AFMFTFSM)。分离的定子铁芯和转子单元为电枢绕组提供了有效的电磁隔离,从而增强了容错操作能力。在转子中集成了分段式永磁体,减轻了定子铁芯的磁饱和,降低了永磁涡流损耗。优化了定子槽和转子极对(Ps/Pr)组合,减小了齿槽转矩。采用三维有限元分析(FEA)方法对RPM-AFMFTFSM与传统定子永磁轴向磁场开关电机(SPM-AFFSM)进行了对比研究。揭示了该电机在过载能力、弱磁能力和抗退磁能力方面的优势。分析了单相和两相开路条件下的容错性能。在六相电枢绕组上采用全桥逆变器,采用圆形旋转磁动势重构控制策略,实现了容错电流幅值的降低和铜损的降低。最后,制作了RPM-AFMFTFSM样机,并通过实验测量验证了有限元分析的预测结果。
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引用次数: 0
Design and Multi-Physics Field Analysis of an Ultra High Speed PMSM With Integrated Rotor 超高速集成转子永磁同步电机设计及多物理场分析
IF 1.5 4区 工程技术 Q3 ENGINEERING, ELECTRICAL & ELECTRONIC Pub Date : 2025-10-17 DOI: 10.1049/elp2.70100
Ming Cheng, Zhiye Li, Yuxiao Li, Weizhou Li, Ruilin Pei

In order to improve the power density and efficiency of a hydrogen fuel vehicle, it is an effective method to design an ultra-high-speed centrifugal air compressor to supercharge the incoming air, which is also a great challenge. In this paper, four types of ultra-high-speed permanent magnet motors with integrated rotors are proposed based on permanent magnet materials and structures, and the maximum speed of the motors reaches 100 krpm. The integrated rotor considering interference assembly is designed and analysed by the finite element method. Furthermore, the integrated rotor was analysed in terms of electromagnetism, temperature, stress and dynamics, and the reliability of the rotor with different structures and materials was investigated. Finally, a 25 kW ultra-high speed permanent magnet motor is manufactured and tested to verify the effectiveness of the design, which provides guidance for the design and manufacture of ultra-high speed permanent magnet motor.

为了提高氢燃料汽车的功率密度和效率,设计超高速离心式空压机对进气进行增压是一种有效的方法,也是一项巨大的挑战。本文提出了基于永磁材料和结构的四种集成化转子超高速永磁电机,电机最高转速可达100krpm。采用有限元法对考虑过盈装配的一体化转子进行了设计和分析。在此基础上,对集成转子进行了电磁、温度、应力和动力学分析,并对不同结构和材料转子的可靠性进行了研究。最后,制造了一台25kw超高速永磁电机并进行了试验,验证了设计的有效性,为超高速永磁电机的设计与制造提供了指导。
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引用次数: 0
Winding Configurations and Performance of Heteropolar Electrodynamic Magnetic Bearings 异极电磁轴承的绕组结构与性能
IF 1.5 4区 工程技术 Q3 ENGINEERING, ELECTRICAL & ELECTRONIC Pub Date : 2025-10-01 DOI: 10.1049/elp2.70105
Abdoalateef Alzhrani, Kais Atallah

The requirement for high speed reliable and efficient bearing operation drove the research into magnetic bearings. In the past decades, active magnetic bearings (AMBs), which are known for their operational cost and complexity, have received significant attention, and have been utilised in high-speed industrial applications. On the other hand, electrodynamic magnetic bearings (EDBs) are a different type of magnetic bearing that offers passive, efficient and more importantly stable operation. Nevertheless, despite these advantages, EDBs have received relatively little attention. This paper focuses on the heteropolar variant of EDB, with particular emphasis on winding configurations and the effects of design parameters. A comparison between winding configurations recommended in the literature and a simpler winding configuration proposed by the authors is undertaken. It is shown that both winding configurations exhibit similar performance, in terms of restoring force production and stability. Furthermore, the effects of the leading design parameters of EDB employing the proposed windings are investigated. Moreover, to validate some of the findings a test rig is developed, and good agreement between measured and predicted forces is shown for different eccentricities.

对轴承高速、可靠、高效运行的要求推动了磁轴承的研究。在过去的几十年里,以其运营成本和复杂性而闻名的主动磁轴承(AMBs)受到了极大的关注,并已在高速工业应用中得到应用。另一方面,电动力磁轴承(edb)是一种不同类型的磁轴承,提供被动,高效,更重要的是稳定的运行。然而,尽管有这些优势,经济发展银行受到的关注相对较少。本文重点研究了异极型EDB,特别强调了绕组结构和设计参数的影响。将文献中推荐的绕组配置与作者提出的更简单的绕组配置进行比较。结果表明,在恢复力产生和稳定性方面,两种绕组结构表现出相似的性能。此外,研究了采用所提出的绕组的EDB的主要设计参数的影响。此外,为了验证一些发现,开发了一个试验台,在不同的偏心距下,测量和预测的力之间表现出良好的一致性。
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引用次数: 0
Correction to “Decomposition and Investigation of Torque Components of Dual-PM Machines” 对“双pm电机转矩分量的分解与研究”的修正
IF 1.5 4区 工程技术 Q3 ENGINEERING, ELECTRICAL & ELECTRONIC Pub Date : 2025-09-30 DOI: 10.1049/elp2.70108

Xu, H., Zhu, Z.Q., Yang, L., Chen, L. and Zhou, Y. (2025), Decomposition and Investigation of Torque Components of Dual-PM Machines. IET Electr. Power Appl, 19: e70024. https://doi.org/10.1049/elp2.70024.

The conflict of interest statement in the originally published version was incorrect. The correct conflict of interest statement is given below:

The Editor-in-Chief was not involved in the handling of the article or its peer review process. The Deputy Editor-in-Chief and handling Associate Editor have taken full responsibility for the editorial process for the article. The authors declare no further conflicts of interest.

We apologise for this error.

徐辉,朱志强,杨磊,陈磊,周勇(2025),双永磁电机转矩分量的分解与研究。专业电工实习。电源应用,19:e70024。https://doi.org/10.1049/elp2.70024.The最初发布的版本中的利益冲突声明是不正确的。正确的利益冲突声明如下:总编辑未参与文章的处理或同行评议过程。副总编辑和处理副总编辑对文章的编辑过程负全部责任。作者声明没有进一步的利益冲突。我们为这个错误道歉。
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引用次数: 0
Comparative Analysis and Optimisation Design of Flux Reversal Permanent Magnet Machines for In-Wheel Applications 轮毂用磁通反转永磁电机的比较分析与优化设计
IF 1.5 4区 工程技术 Q3 ENGINEERING, ELECTRICAL & ELECTRONIC Pub Date : 2025-09-29 DOI: 10.1049/elp2.70092
Yunpeng Zhang, Zhenyang Qiao, Weinong Fu

High torque output capability is crucial for electric vehicle in-wheel machines. In order to comprehensively evaluate the performance of different out rotor flux reversal permanent magnet (FRPM) machines, a comparative study of two FRPM machines with different topologies is conducted. Different from the conventional consequent pole FRPM machines (CPFRPM), the FRPM machine with auxiliary teeth (ATFRPM) features a stator tooth with a complete piece of permanent magnet (PM) of the same polarity, whereas the adjacent stator tooth is devoid of any PM. The paper introduces the topology structure of the machine using a 24-slot/22-pole combination and analyses its operation principle. Geometrical parameters are globally optimised to improve torque performance of FRPM machines. Furthermore, the electromagnetic characteristics of the CPFRPM and ATFRPM machines are compared under the same current density. The ATFRPM machine exhibits superior performance in efficiency, power factor and torque density. Finally, an ATFRPM machine prototype is manufactured to verify the theoretical analysis, and the experimental results confirm the effectiveness of the simulation analysis and optimised design.

高扭矩输出能力是电动汽车轮毂机械的关键。为了综合评价不同外转子磁通反转永磁(FRPM)电机的性能,对两种不同拓扑结构的FRPM电机进行了对比研究。与传统的顺极永磁定子机(CPFRPM)不同,辅助齿式永磁定子机(ATFRPM)的特点是定子齿上有一块完全相同极性的永磁体(PM),而相邻的定子齿上没有任何永磁。介绍了24槽22极组合机床的拓扑结构,分析了其工作原理。通过对几何参数的全局优化,提高了FRPM电机的转矩性能。在相同电流密度下,比较了CPFRPM和ATFRPM电机的电磁特性。ATFRPM机器在效率,功率因数和扭矩密度方面表现出卓越的性能。最后,制造了一台ATFRPM样机来验证理论分析,实验结果证实了仿真分析和优化设计的有效性。
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引用次数: 0
Ensemble Learning-Based Data Augmentation for Condition Monitoring of Induction Machines 基于集成学习的感应电机状态监测数据增强
IF 1.5 4区 工程技术 Q3 ENGINEERING, ELECTRICAL & ELECTRONIC Pub Date : 2025-09-27 DOI: 10.1049/elp2.70106
Md Masum Billah, Ahmed Hemeida, Karolina Kudelina, Bilal Asad, Muhammad U. Naseer, Anouar Belahcen

This study addresses the challenges of machine learning-based condition monitoring of induction machines under varying load conditions, which can result in low accuracy at unmeasured loading levels. A hybrid data augmentation framework is developed that combines multiple regression models and ensemble learning techniques to generate feature values at any unmeasured loading levels. The proposed method requires feature computation from only four measured loading levels under healthy, one, two and three broken rotor bars conditions as training data, enabling feature values augmentation for other loading levels. In this study, the augmentation method is applied to generate feature values at two intermediate levels (50% and 75%) and one extreme level (100%) and the corresponding results are presented. This hybrid data augmentation method not only produces accurate feature values for intermediate loading levels but also performs exceptionally well in extrapolating feature values at extreme loading levels. Incorporating this generated data during the training phase resolves generalisation issues and substantially improves the classification accuracy of machine learning models. In particular, the integration of ensemble learning techniques helped to increase accuracy from 38.75%, 42.75% and 60%–100% for the K-nearest neighbours, support vector machine and decision tree models, respectively, at the 100% loading level.

这项研究解决了基于机器学习的感应电机在不同负载条件下的状态监测的挑战,这可能导致在未测量的负载水平下精度低。开发了一种混合数据增强框架,该框架结合了多种回归模型和集成学习技术,可以在任何未测量的负载水平下生成特征值。该方法只需要在健康、一、二和三转子断条条件下的四个测量载荷水平上进行特征计算作为训练数据,从而实现对其他载荷水平的特征值增强。在本研究中,采用增强方法在两个中间水平(50%和75%)和一个极端水平(100%)分别生成特征值,并给出相应的结果。这种混合数据增强方法不仅能在中等负荷水平下产生准确的特征值,而且在极端负荷水平下也能很好地推断出特征值。在训练阶段合并这些生成的数据解决了泛化问题,并大大提高了机器学习模型的分类准确性。特别是,集成学习技术有助于k近邻模型、支持向量机模型和决策树模型在100%负载水平下的准确率分别从38.75%、42.75%和60%-100%提高。
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引用次数: 0
Innovative Blade-Structured Rotor Design for Enhanced Self-Cooling in Permanent Magnet Machines 改进永磁电机自冷却的叶片结构转子设计
IF 1.5 4区 工程技术 Q3 ENGINEERING, ELECTRICAL & ELECTRONIC Pub Date : 2025-09-25 DOI: 10.1049/elp2.70088
Kaile Li, Guang-Jin Li

This paper proposes a novel self-cooling solution for surface-mounted permanent magnet machines, which are widely used in various industry sectors. By properly designing a propeller and integrating it into the rotor structure, leading to a blade-structured rotor design, the self-cooling capability is achieved without the need for rotor wafters or rotor mounted fans. When rotor rotates, the cooling air (coolant) is drawn into the machine through inlets and expelled from the outlets, both inlets and outlets can be in the endplates or in the housing. During this process, air will thoroughly contact various internal components, such as end-windings, stator and rotor iron cores, along its flow path. As a result, internally generated heat in the windings and in the rotor mounted permanent magnets will be removed effectively. The study focuses particularly on the hot spots (locations with highest temperature) along the airflow path, such as the end-windings and permanent magnets. Different factors that affect the efficacy of this self-cooling solution, such as the number of propeller blades, position and size of inlets and outlets and rotor rotational speeds, are studied and compared. These studies are initially based on 3-dimensional computational fluid dynamic models and later validated through a series of experiments.

针对广泛应用于工业领域的表面贴装永磁电机,提出了一种新颖的自冷却解决方案。通过合理设计螺旋桨并将其整合到转子结构中,形成叶片结构的转子设计,无需转子晶片或转子安装风扇即可实现自冷能力。当转子旋转时,冷却空气(冷却剂)通过进气口吸入机器,并从出口排出,进气口和出口都可以在端板或外壳内。在此过程中,空气将沿着其流动路径彻底接触内部的各种部件,如端绕组,定子和转子铁芯。因此,内部产生的热量在绕组和转子安装永磁体将被有效地去除。该研究特别关注气流路径上的热点(温度最高的位置),如末端绕组和永磁体。研究并比较了影响该自冷方案效果的不同因素,如螺旋桨叶片数量、进出口位置和尺寸、转子转速等。这些研究最初是基于三维计算流体动力学模型,后来通过一系列实验进行验证。
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引用次数: 0
Analysis and Optimisation of DC-Side Filter Capacitor Parasitic Parameters on Output Performance of Dual Three-Phase Rectifier Synchronous Generator 直流侧滤波电容寄生参数对双三相整流同步发电机输出性能的影响分析与优化
IF 1.5 4区 工程技术 Q3 ENGINEERING, ELECTRICAL & ELECTRONIC Pub Date : 2025-09-23 DOI: 10.1049/elp2.70101
Meijun Qi, Jiakuan Xia, Jianping Yu, Tingting Hou, Hang Su

The dual three-phase rectifier synchronous generator (DTP-RSG) is commonly used in areas such as electric vehicles, aviation and wind power generation because of its high power supply quality, good electromagnetic compatibility and strong fault-tolerant operation. However, when the load changes suddenly, the voltage at the DTP-RSG terminal fluctuates accordingly, which can negatively affect the overall performance of the power supply system. An electrolytic capacitor serves to store energy and stabilise the output voltage and is therefore commonly employed as a filter capacitor in DC power supply systems. The parasitic parameters, including the equivalent series resistance (ESR) and equivalent series inductance (ESL) of the filter capacitor, significantly influence the system's output. For this reason, this paper adopts an agent-aided optimisation method based on heuristic optimisation and intelligent algorithms to study the influence of the filter capacitor and its parasitic parameters on the output performance of the DTP-RSG. The objective is to reduce the difference between transient voltage and steady-state voltage, reduce the DC voltage ripple coefficient and improve efficiency to find the most suitable filter capacitor. Through experimental verification, the transient voltage mathematical model established in this paper has high accuracy. The results of the agent-aided optimisation method demonstrate that considering the parasitic parameters of the filter capacitor is crucial for analysing the output performance of the DTP-RSG, and selecting an appropriate filter capacitor can improve the power quality of the entire DC power system.

双三相整流同步发电机(DTP-RSG)以其供电质量高、电磁兼容性好、运行容错能力强等优点,广泛应用于电动汽车、航空、风力发电等领域。然而,当负载突然变化时,DTP-RSG端电压也会随之波动,从而对供电系统的整体性能产生负面影响。电解电容器用于储存能量和稳定输出电压,因此通常用作直流电源系统中的滤波电容器。寄生参数包括滤波电容的等效串联电阻(ESR)和等效串联电感(ESL),对系统输出有重要影响。为此,本文采用基于启发式优化和智能算法的agent辅助优化方法,研究滤波电容及其寄生参数对DTP-RSG输出性能的影响。目的是减小暂态电压与稳态电压的差值,减小直流电压纹波系数,提高效率,从而找到最合适的滤波电容。通过实验验证,本文建立的暂态电压数学模型具有较高的精度。agent辅助优化方法的结果表明,考虑滤波电容的寄生参数是分析DTP-RSG输出性能的关键,选择合适的滤波电容可以改善整个直流电力系统的电能质量。
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引用次数: 0
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