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Research on the Influence of Multi-Harmonic Magnetic Field on the Stability of the Radial Suspension Force and Electromagnetic Torque of Bearingless Motors 多谐磁场对无轴承电机径向悬架力和电磁转矩稳定性的影响研究
IF 1.5 4区 工程技术 Q3 ENGINEERING, ELECTRICAL & ELECTRONIC Pub Date : 2025-11-28 DOI: 10.1049/elp2.70096
Zexing Li, Huaiyuan Zhang, Hongbo Qiu, Cunxiang Yang

Bearingless motors can realise the rotor active suspension by the radial electromagnetic force, whereas the suspension force and torque ripple will increase the difficulty of motor control, which may lead to the stator and rotor collision and irreversible damage to the motor. In order to obtain the principle and variation of the suspension force ripple and torque ripple of bearingless induction motors under the condition of multi-harmonic magnetic field, the complex coupling relationship between harmonic magnetomotive force (MMF), magnetic permeance and harmonic magnetic field is clarified firstly. Based on the traditional mathematical model of the suspension force, the calculation formula of the radial suspension force is derived and the mechanism of the radial suspension force ripple is revealed. Secondly, the radial suspension force and the electromagnetic torque are calculated by the finite element method, and the torque magnetic field and the suspension magnetic field are decoupling analysed. The dynamic changes of the radial suspension force and the torque with the time are given, and the relationship among multi-harmonic magnetic field coupling, radial suspension force ripple and torque ripple is clarified. Finally, the accuracy of analytical calculation and finite element calculation is proved by experiments.

无轴承电机可以通过径向电磁力实现转子主动悬架,而悬架力和转矩脉动会增加电机控制的难度,可能导致定子和转子碰撞,对电机造成不可逆的损坏。为了获得多次谐波磁场条件下无轴承异步电动机悬架力脉动和转矩脉动的原理和变化规律,首先阐明了谐波磁动势(MMF)、磁导率和谐波磁场之间的复杂耦合关系。在传统悬架力数学模型的基础上,推导了径向悬架力的计算公式,揭示了径向悬架力脉动的机理。其次,采用有限元法计算了径向悬架力和电磁转矩,并对转矩磁场和悬架磁场进行了解耦分析。给出了径向悬架力和转矩随时间的动态变化,阐明了多谐磁场耦合、径向悬架力脉动和转矩脉动之间的关系。最后,通过实验验证了解析计算和有限元计算的准确性。
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引用次数: 0
Design and Multi-Objective Optimisation of Double-Sided Flux-Concentrating and Stacked-Winding Permanent Magnet Linear Motor 双面聚磁叠绕组永磁直线电机的设计与多目标优化
IF 1.5 4区 工程技术 Q3 ENGINEERING, ELECTRICAL & ELECTRONIC Pub Date : 2025-11-28 DOI: 10.1049/elp2.70127
Ying Wang, Aoni Xia, Yu Hu, Yuxuan Liu, Aoyu Xiao

Aiming at the problems of large normal force, large electromagnetic force pulsation and high cost of permanent magnet track of permanent magnet linear motor (PMLM), this paper proposes a novel double-sided flux-concentrating and stacked-winding permanent magnet linear motor (DFS-PMLM). To seek a PMLM with high thrust density and low electromagnetic force pulsation, this paper analyses and compares various motor structures and then optimises the parameters of the proposed motor structure. During optimisation, the objective function is first determined and then a Kriging model is established. Global optimisation is then performed within the agent model using the genetic algorithm-particle swarm optimisation (GA-PSO) and nondominated sorting genetic algorithm II (NSGA-II) sequentially. Finally, the structural parameters optimised by NSGA-II are more capable of improving the performance of the motor as verified by finite element simulation. Compared to conventional motors, the DFS-PMLM achieves a thrust of 506 N, a 30.3% increase in volumetric thrust density; a thrust fluctuation of 11.8%, a 62.5% reduction and a normal force of 21 N, a 2124 N reduction. Overall, the DFS-PMLM has higher thrust density, lower normal force and lower thrust fluctuation than conventional motors.

针对永磁直线电机(PMLM)法向力大、电磁力脉动大、永磁轨迹成本高等问题,提出了一种新型的双面聚磁叠绕组永磁直线电机(DFS-PMLM)。为了寻求高推力密度、低电磁力脉动的永磁直线电机,本文对各种电机结构进行了分析和比较,并对所提出的电机结构参数进行了优化。在优化过程中,首先确定目标函数,然后建立克里格模型。然后使用遗传算法-粒子群优化(GA-PSO)和非支配排序遗传算法II (NSGA-II)在代理模型中依次进行全局优化。最后,通过有限元仿真验证了NSGA-II优化后的结构参数更能提高电机的性能。与传统电机相比,DFS-PMLM实现了506 N的推力,体积推力密度增加了30.3%;推力波动为11.8%,减小62.5%,法向力为21牛,减小2124牛。总体而言,与传统电机相比,DFS-PMLM具有更高的推力密度、更小的法向力和更小的推力波动。
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引用次数: 0
Ageing Behaviours and Mechanisms of SiC MOSFET and Si IGBT in DC Solid-State Circuit Breaker 直流固态断路器中SiC MOSFET和Si IGBT的老化行为及机理
IF 1.5 4区 工程技术 Q3 ENGINEERING, ELECTRICAL & ELECTRONIC Pub Date : 2025-11-28 DOI: 10.1049/elp2.70134
Jiajia Song, Bo Zhang, Yanfeng Song

The rapid development of DC power systems in applications such as electric aircraft and microgrids has highlighted the need for high-performance DC short-circuit protection. Solid-state circuit breakers (SSCBs), utilising power semiconductor devices, offer superior performance compared to traditional mechanical circuit breakers by providing fast arc-free interruption and improved reliability. Whereas silicon carbide (SiC) MOSFETs and silicon (Si) insulated-gate bipolar transistors (IGBTs) are widely used in these applications, their overcurrent capabilities and long-term reliability under repetitive operation remain critical research topics. This paper investigates the overcurrent capability of SiC MOSFETs and Si IGBTs and analyzes their degradation mechanisms under repetitive overcurrent cycling. Experimental results show that although the SiC MOSFET has a longer overcurrent withstand time due to its saturation characteristics, it suffers from more severe ageing behaviours. Its gate-source voltage (VGS) was found to drop by 3.3 V, its saturation current (Isat) dropped by 45.2 A, and its on-state voltage drop significantly increased as the number of cycles reached 250. In contrast, the Si IGBT exhibited minimal degradation in its dynamic performance under the same conditions. To understand the underlying physics of these behaviours, detailed TCAD simulation models were developed based on the real device structures. Simulations revealed a single, concentrated hotspot in the SiC MOSFET near the gate, reaching a peak temperature of ∼1000 K. The Si IGBT, however, presented two distinct hotspots: one near the gate and another near the interface between the buffer and drift regions. We propose that this distributed thermal profile in the IGBT mitigates localised stress, which explains its superior long-term reliability. Conversely, the high concentration of thermal stress in the SiC MOSFET's gate region leads to its severe ageing.

随着电动飞机和微电网等应用领域直流电源系统的快速发展,对高性能直流短路保护的需求日益突出。固态断路器(SSCBs)利用功率半导体器件,通过提供快速无电弧中断和提高可靠性,与传统的机械断路器相比,具有卓越的性能。尽管碳化硅(SiC) mosfet和硅(Si)绝缘栅双极晶体管(igbt)广泛应用于这些应用中,但它们的过流能力和重复操作下的长期可靠性仍然是关键的研究课题。本文研究了SiC mosfet和Si igbt的过流性能,并分析了它们在重复过流循环下的退化机理。实验结果表明,尽管SiC MOSFET由于其饱和特性具有较长的过流耐受时间,但其老化行为更为严重。当循环次数达到250次时,其栅源电压(VGS)下降了3.3 V,饱和电流(Isat)下降了45.2 A,导通电压降显著增加。相比之下,Si IGBT在相同条件下表现出最小的动态性能退化。为了了解这些行为的潜在物理原理,基于实际设备结构开发了详细的TCAD仿真模型。模拟显示,在栅极附近的SiC MOSFET中有一个单一的、集中的热点,峰值温度达到了~ 1000 K。然而,Si IGBT呈现出两个明显的热点:一个靠近栅极,另一个靠近缓冲区和漂移区之间的界面。我们认为IGBT中的这种分布热剖面减轻了局部应力,这解释了其优越的长期可靠性。相反,在SiC MOSFET的栅区存在高浓度的热应力,导致其严重老化。
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引用次数: 0
Detent Force Suppression in DSPMLSM Using Magnetic Bridges With Windings 用带绕组的磁桥抑制DSPMLSM的制动力
IF 1.5 4区 工程技术 Q3 ENGINEERING, ELECTRICAL & ELECTRONIC Pub Date : 2025-11-28 DOI: 10.1049/elp2.70120
Qinhong Zhong, Qinfeng Hu, Shushu Zhu, Chuang Liu

Permanent magnet linear synchronous motors (PMLSMs) are widely used in high-precision servo systems. However, the detent force negatively affects servo performance. To address this issue, a novel double-sided PMLSM with closed-secondary structure is proposed in this paper. The magnetic bridges with auxiliary windings are installed at both secondary core ends. The magnetic flux paths through bridges and primary end teeth influence end leakage flux. Therefore, the detent force is suppressed utilising this magnetic path. First, the compensation current in the auxiliary windings is designed based on detent force and back EMF in auxiliary windings. Affected by nonlinear factors, such as core saturation, significant detent force remains after applying compensation current. Thus, the compensation current is iteratively adjusted according to the residual detent force. When a staggered-tooth design is applied to the primary core, the compensation current amplitude decreases, but the detent force can still be effectively suppressed. When the secondary core is extended to 30 pole pitches, the required compensation current increases due to diminished flux bridge influence. Nevertheless, FEM verification confirms that the suppression strategy maintains effectiveness. The prototype shows detent force reduction from 3.7 to 0.8 N with optimised compensation current. Experimental results verify the method's feasibility.

永磁直线同步电动机广泛应用于高精度伺服系统中。然而,制动力对伺服性能有负面影响。为了解决这一问题,本文提出了一种具有封闭二次结构的双面永磁同步电动机。带辅助绕组的磁桥安装在二次铁芯两端。通过桥和初级端齿的磁通路径影响端漏磁。因此,利用这条磁路抑制张力。首先,根据辅助绕组的抑制力和反电动势设计辅助绕组的补偿电流。由于磁芯饱和等非线性因素的影响,施加补偿电流后仍存在较大的支撑力。因此,补偿电流是根据剩余的缓冲力迭代调整的。当主铁心采用交错齿设计时,补偿电流幅值减小,但仍能有效抑制支撑力。当次级磁芯扩展到30极螺距时,由于磁通桥影响的减小,所需的补偿电流增加。然而,有限元验证证实了该抑制策略保持了有效性。在优化的补偿电流下,原型机的制动力从3.7降至0.8牛。实验结果验证了该方法的可行性。
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引用次数: 0
Fault-Tolerant Scheme for Single-Switch Open-Circuit Fault in CSI-Fed Five-Phase PMSM csi馈电五相永磁同步电机单开关开路故障容错方案
IF 1.5 4区 工程技术 Q3 ENGINEERING, ELECTRICAL & ELECTRONIC Pub Date : 2025-11-28 DOI: 10.1049/elp2.70131
Chao Chen, Zhen Chen, Xiaoyong Sun, Lei Zhao, Xiangdong Liu

Due to their inherent capability to provide short-circuit fault protection, combined with features, such as high torque density and reduced torque ripple, five-phase permanent magnet synchronous motors (PMSMs) driven by current-source inverters are highly suitable for mission-critical applications. However, unlike PMSMs, current-source inverters are more susceptible to faults. Conventional fault-tolerant techniques for mitigating open-circuit faults in current-source inverters typically assume that all the semiconductors in the affected inverter leg are faulty. In reality, the possibility of an open-circuit fault occurring in only one power switch has not been thoroughly studied. Consequently, this article introduces a fault-tolerant control (FTC) approach specifically designed to address single-switch open faults in five-phase PMSMs driven by current-source inverters. First, the paper evaluates the fault-tolerant capabilities under this particular fault condition. Then, two space vector pulse width modulation (SVPWM) strategies are developed and compared with existing SVPWM methods, focusing on winding copper losses and torque ripple. Finally, the effectiveness of the proposed FTC scheme is verified through experiments, demonstrating that this method can effectively reduce torque ripple and decrease winding copper losses.

由于其固有的短路故障保护能力,加上高转矩密度和减少转矩脉动等特性,由电流源逆变器驱动的五相永磁同步电机(pmms)非常适合关键任务应用。然而,与永磁同步电动机不同,电流源逆变器更容易发生故障。用于减轻电流源逆变器开路故障的传统容错技术通常假设受影响的逆变器分支中的所有半导体都是故障的。在现实中,仅在一个电源开关中发生开路故障的可能性还没有得到充分的研究。因此,本文介绍了一种容错控制(FTC)方法,专门设计用于解决由电流源逆变器驱动的五相pmms中的单开关开路故障。首先,本文评估了该特定故障条件下的容错能力。然后,提出了两种空间矢量脉宽调制(SVPWM)策略,并对现有的SVPWM方法进行了比较,重点研究了绕组铜损耗和转矩脉动。最后,通过实验验证了所提出的FTC方案的有效性,表明该方法可以有效地减小转矩脉动,降低绕组铜损耗。
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引用次数: 0
Dynamic Performance Enhancement of YASA-AFFSPM Motors Using Smoothed Active Disturbance Rejection Control and Sensorless Tracking 采用平滑自抗扰控制和无传感器跟踪增强YASA-AFFSPM电机动态性能
IF 1.5 4区 工程技术 Q3 ENGINEERING, ELECTRICAL & ELECTRONIC Pub Date : 2025-11-27 DOI: 10.1049/elp2.70129
Javad Rahmani-Fard, Mohammed Jamal Mohammed, Ali Mohammed Ridha

This paper proposes a smoothed active disturbance rejection control (ADRC) strategy integrated with a hybrid sensorless algorithm to enhance the dynamic performance of a 12-stator/19-pole yokeless and segmented armature axial flux-switching permanent magnet (12S/19P YASA-AFFSPM) motor. The improved ADRC replaces the conventional nonlinear fal function with a smooth, exponentially interpolated function (efal) and employs linear error feedback to simplify tuning while maintaining robustness. A hybrid sensorless scheme, combining a pulsed high-frequency injection method for low speeds and a sliding mode observer (SMO) for medium-to-high speeds, ensures accurate rotor position estimation across the entire operational range. Experimental results demonstrate the outstanding performance of the proposed method: the rotor position error remains within ± 2°, the speed tracking error is limited to ± 5 rpm even during direction reversals and the transient speed deviation during sudden load torque changes (0–5 N m) is kept below 5% of the rated speed. The proposed approach significantly enhances dynamic response, disturbance rejection and operational robustness, validating its suitability for high-performance applications such as electric vehicles and industrial automation.

为了提高12定子/19极无栅分段电枢轴向开关永磁(12S/19P)电机的动态性能,提出了一种与无传感器混合算法相结合的平滑自抗扰控制策略。改进的自抗扰控制器用平滑的指数插值函数(efal)代替传统的非线性fal函数,并采用线性误差反馈简化整定,同时保持鲁棒性。一种混合无传感器方案,结合了用于低速的脉冲高频注入方法和用于中高速的滑模观测器(SMO),确保了在整个操作范围内准确估计转子位置。实验结果表明,该方法性能优异,转子位置误差保持在±2°以内,即使在方向反转时,速度跟踪误差也控制在±5 rpm以内,负载转矩突然变化(0-5 N m)时的瞬态速度偏差保持在额定转速的5%以下。所提出的方法显著提高了动态响应、抗干扰性和操作鲁棒性,验证了其适用于电动汽车和工业自动化等高性能应用。
{"title":"Dynamic Performance Enhancement of YASA-AFFSPM Motors Using Smoothed Active Disturbance Rejection Control and Sensorless Tracking","authors":"Javad Rahmani-Fard,&nbsp;Mohammed Jamal Mohammed,&nbsp;Ali Mohammed Ridha","doi":"10.1049/elp2.70129","DOIUrl":"10.1049/elp2.70129","url":null,"abstract":"<p>This paper proposes a smoothed active disturbance rejection control (ADRC) strategy integrated with a hybrid sensorless algorithm to enhance the dynamic performance of a 12-stator/19-pole yokeless and segmented armature axial flux-switching permanent magnet (12S/19P YASA-AFFSPM) motor. The improved ADRC replaces the conventional nonlinear <i>fal</i> function with a smooth, exponentially interpolated function (e<i>fal</i>) and employs linear error feedback to simplify tuning while maintaining robustness. A hybrid sensorless scheme, combining a pulsed high-frequency injection method for low speeds and a sliding mode observer (SMO) for medium-to-high speeds, ensures accurate rotor position estimation across the entire operational range. Experimental results demonstrate the outstanding performance of the proposed method: the rotor position error remains within ± 2°, the speed tracking error is limited to ± 5 rpm even during direction reversals and the transient speed deviation during sudden load torque changes (0–5 N m) is kept below 5% of the rated speed. The proposed approach significantly enhances dynamic response, disturbance rejection and operational robustness, validating its suitability for high-performance applications such as electric vehicles and industrial automation.</p>","PeriodicalId":13352,"journal":{"name":"Iet Electric Power Applications","volume":"19 1","pages":""},"PeriodicalIF":1.5,"publicationDate":"2025-11-27","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://ietresearch.onlinelibrary.wiley.com/doi/epdf/10.1049/elp2.70129","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"145619230","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":4,"RegionCategory":"工程技术","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Multi-Physics Distribution Characteristics of Modules for Large-Capacity HVDC Transformer Under Intermediate Frequency Conditions 中频条件下大容量直流变压器模块的多物理场分布特性
IF 1.5 4区 工程技术 Q3 ENGINEERING, ELECTRICAL & ELECTRONIC Pub Date : 2025-11-25 DOI: 10.1049/elp2.70130
Jianwen Nie, Jiachen Gao, Tongshu Ding, Tingxiu Jiang, Zhikang Shuai

Large-capacity high voltage direct current (HVDC) transformers are the core equipment of the future power system. The design and operation of these transformers involve the interaction of multiple physical fields. The use of multiphysics simulation technology can comprehensively consider the coupling effects of various physics, which can help optimise the design scheme, improve the efficiency and reliability of the equipment, reduce the system loss and extend the life of the equipment. This paper proposes a multiphysics coupling simulation method for high-voltage DC transformers based on COMSOL multiphysics. Using this method, the distribution characteristics of the electric, magnetic, temperature and stress fields of the key components of the HVDC transformer under intermediate frequency conditions are analysed in detail. Through the analysis of the simulation results at different frequencies, the influence of frequency on the multiphysics distribution of the equipment is revealed, which provides a theoretical basis and practical guidance for the design and performance optimisation of HVDC transformers.

大容量高压直流变压器是未来电力系统的核心设备。这些变压器的设计和运行涉及多个物理场的相互作用。利用多物理场仿真技术可以综合考虑各种物理场的耦合效应,有助于优化设计方案,提高设备的效率和可靠性,减少系统损耗,延长设备寿命。提出了一种基于COMSOL多物理场的高压直流变压器多物理场耦合仿真方法。利用该方法,详细分析了中频条件下高压直流变压器关键部件的电场、磁场、温度和应力场的分布特征。通过对不同频率下的仿真结果进行分析,揭示了频率对设备多物理场分布的影响,为高压直流变压器的设计和性能优化提供了理论依据和实践指导。
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引用次数: 0
Design of a Novel Torque-Angle Approximation Permanent Magnet Synchronous Reluctance Machine for Electric Vehicles 一种新型电动汽车用矩角近似永磁同步磁阻电机设计
IF 1.5 4区 工程技术 Q3 ENGINEERING, ELECTRICAL & ELECTRONIC Pub Date : 2025-11-25 DOI: 10.1049/elp2.70132
Tian Yu, Xiaoyuan Wang, Qizhi Dong, Yankun Wang, Haoyu Shen

To improve the torque performance of permanent magnet synchronous reluctance machine (PMSRM) for electric vehicles, a novel torque-angle approximation PMSRM (TAA_PMSRM) is proposed in this article. This design utilises asymmetric permanent magnets (PMs) and inter-pole cavity to shift the axis of PM magnetic field, so as to make the peak of the PM torque component approximate to the peak of the reluctance torque component, and to increase the resultant torque without increasing the cost. And asymmetric tangential ribs are introduced to suppress torque ripple effectively. Through the parameter sensitivity analysis, the specific influence of the key structure parameters related to the PM magnetic field shift on the electromagnetic performance of the TAA_PMSRM is clarified, providing a theoretical basis for torque performance optimisation. Based on the step-by-step multi-objective optimisation design, the average torque and torque ripple are optimised while ensuring the mechanical integrity of rotor. A comparative analysis between the proposed TAA_PMSRM and the conventional PMSRM, both optimised using the same method under multiple operating conditions, confirms the torque improvement and overall performance advantages of the proposed design. Finally, a prototype of the TAA_PMSRM is fabricated and tested to validate the simulation accuracy and demonstrate its practical performance benefits.

为了提高电动汽车永磁同步磁阻电机(PMSRM)的转矩性能,本文提出了一种新的矩角近似PMSRM (TAA_PMSRM)。本设计利用非对称永磁体(PM)和极间腔对PM磁场的轴线进行移位,使PM转矩分量的峰值接近磁阻转矩分量的峰值,在不增加成本的情况下增加合成转矩。引入非对称切向肋,有效抑制转矩脉动。通过参数灵敏度分析,明确了与永磁磁场位移相关的关键结构参数对TAA_PMSRM电磁性能的具体影响,为转矩性能优化提供了理论依据。基于分步多目标优化设计,在保证转子机械完整性的前提下,优化了转子的平均转矩和转矩脉动。通过对TAA_PMSRM和传统PMSRM的对比分析,证实了所提出设计的扭矩改进和整体性能优势,两者都使用相同的方法在多种工况下进行了优化。最后,制作了TAA_PMSRM的原型并进行了测试,以验证其仿真精度和实际性能优势。
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引用次数: 0
Transposition Design of Parallel-Stranded Superconducting Tapes for Large-Capacity Superconducting Armature Generator 大容量超导电枢发电机并联超导带的换位设计
IF 1.5 4区 工程技术 Q3 ENGINEERING, ELECTRICAL & ELECTRONIC Pub Date : 2025-11-21 DOI: 10.1049/elp2.70124
Yabin Liu, Xinkai Zhu, Wei Hua, Yupeng Zhao, Zhiheng Zhang, Zhiyu Qiu, Zhongze Wu

Large-capacity superconducting (SC) generators have broad application prospects in offshore wind power. Replacing copper armature windings with higher current-carrying capacity SC tapes can further increase the power density of the generator. The phase current in high-capacity SC armature generators can be on the order of kiloamperes. To conduct such high armature current, multiple parallel-stranded SC tapes need to be employed. However, the current-carrying capacity and AC losses of SC armature windings will be affected by both the external magnetic field and their own magnetic field. Because of the effects of the external magnetic field, the current distribution in the parallel SC tapes is uneven, resulting in low tape utilisation. In order to weaken the influence of the external magnetic field on SC tape, the electromagnetic shield is usually utilised, but these shielding components introduce additional losses and reduce reliability. Therefore, this paper proposes a double-pancake coil tape transposition method based on analysis of the coupled magnetic fields between multiple SC tapes. This method can improve the uniformity of current transmission within the SC tapes and the overall current-carrying capacity of the SC coils, thereby further enhancing the power density of the SC generator.

大容量超导发电机在海上风电中具有广阔的应用前景。用更高载流容量的SC带代替铜电枢绕组可以进一步提高发电机的功率密度。大容量SC电枢发电机的相电流可达千安培量级。为了传导如此高的电枢电流,需要使用多个并联的SC带。然而,SC电枢绕组的载流能力和交流损耗会受到外加磁场和自身磁场的双重影响。由于外部磁场的影响,并联SC带中的电流分布不均匀,导致带利用率低。为了减弱外部磁场对SC胶带的影响,通常采用电磁屏蔽,但这些屏蔽元件会带来额外的损耗,降低可靠性。因此,本文在分析多个SC带之间耦合磁场的基础上,提出了一种双煎饼线圈带换位方法。这种方法可以提高SC带内电流传输的均匀性和SC线圈的整体载流能力,从而进一步提高SC发电机的功率密度。
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引用次数: 0
Multi-Modal Feature Fusion-Based Method for Acoustic Signal Analysis of Fastener Loosening in Saturable Reactors 基于多模态特征融合的饱和反应器紧固件松动声信号分析方法
IF 1.5 4区 工程技术 Q3 ENGINEERING, ELECTRICAL & ELECTRONIC Pub Date : 2025-11-21 DOI: 10.1049/elp2.70117
Yimiao Wang, Yunpeng Liu, Rui Yang, Yaozhong Zhang, Jianghai Geng, Xiaolong Zhang

The loosening of fasteners in converter valve saturable reactors presents a significant and often concealed operational hazard. To address the deficiencies in effective feature extraction from acoustic-vibration signals and their incomplete correlation, this study proposes a novel fault diagnosis methodology for these fasteners based on multi-modal feature fusion (MFF). Initially, the Gramian Angular Summation Field (GASF) extracted time-domain features reflecting global information, whereas the continuous wavelet transform (CWT) obtained time-frequency domain features capturing local characteristics. These were subsequently integrated within a 2D feature fusion framework through vertical channel-wise concatenation. Secondly, the methodology employed a gated recurrent unit (GRU) to fuse the temporal sequences of acoustic signals, which were then combined with the 2D features using convolutional neural networks (CNNs) to achieve progressive multi-source feature fusion from local to global scales. Furthermore, the model incorporated a multi-head attention (MA) mechanism to specifically enhance fault-indicative features, culminating in a deep fusion of time-domain, frequency-domain and time-frequency domain information. Finally, this study acquired acoustic data using a bespoke single-valve-layer experimental platform, supplemented by field data from the ± 800 kV Qingnan converter station. These datasets facilitated the analysis of overall acoustic-vibration signals from saturable reactor fasteners under both normal and faulty conditions. The proposed MFF model achieved a maximum detection accuracy of 96% for noncontact loosening faults. This work highlights the feasibility of acoustic-based fault detection in saturable reactor fasteners and provides practical guidance for enhancing predictive maintenance and operational safety in HVDC converter stations.

在转炉阀饱和反应器中,紧固件的松动是一个重大的、往往是隐蔽的操作危险。针对声-振动信号有效特征提取的不足和声-振动信号不完全相关的问题,提出了一种基于多模态特征融合(MFF)的紧固件故障诊断方法。首先,格拉姆角求和场(GASF)提取反映全局信息的时域特征,而连续小波变换(CWT)提取捕捉局部特征的时频域特征。随后,通过垂直通道级联将这些特征集成到2D特征融合框架中。其次,该方法采用门控循环单元(GRU)对声信号的时间序列进行融合,然后利用卷积神经网络(cnn)将其与二维特征结合,实现从局部到全局尺度的渐进多源特征融合。此外,该模型还引入了多头注意(MA)机制来增强断层指示特征,最终实现了时域、频域和时频域信息的深度融合。最后,本研究使用定制的单阀层实验平台获取声学数据,并辅以±800 kV青南换流站的现场数据。这些数据集有助于分析正常和故障条件下饱和反应堆紧固件的整体声振动信号。所提出的MFF模型对非接触松动故障的检测精度达到96%。本研究突出了基于声学的饱和电抗器紧固件故障检测的可行性,为加强高压直流换流站的预测性维护和运行安全提供了实践指导。
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引用次数: 0
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