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Toward Real-Time Monitoring of High-Voltage Insulators: Progressive Flashover Classification Using Quantized Deep Learning 高压绝缘子的实时监测:使用量化深度学习的渐进闪络分类
IF 3.3 Q1 ENGINEERING, ELECTRICAL & ELECTRONIC Pub Date : 2025-08-13 DOI: 10.1109/OJIA.2025.3598640
Umer Amir Khan
High-voltage insulators play a critical role in ensuring the reliability of power transmission systems by preventing flashover under severe environmental conditions. Traditional monitoring techniques rely on visual inspection or static classification schemes, which often fail to capture the progressive nature of surface discharge activity leading to flashover. This article presents a novel machine learning framework that addresses this limitation by classifying leakage current signals into five distinct operational stages: negligible leakage current, leakage current starting, leading to flashover, preflashover, and flashover. This multistage classification approach enables more accurate early warning of impending flashover by identifying subtle changes in leakage current behavior that precede catastrophic insulation failure. Controlled contamination experiments were conducted using porcelain insulators under varying environmental stressors and leakage current data was systematically acquired, segmented, and labeled based on amplitude variations, harmonic distortion, and dry band arcing characteristics. The proposed model, based on inception modules with residual connections, effectively captures multiscale temporal patterns in leakage current signals. Furthermore, posttraining quantization was applied to compress the model for edge deployment, achieving a 91.4% reduction in model size and a 90% decrease in inference time with negligible accuracy loss. Comparative evaluation against conventional neural networks and state-of-the-art ML architectures demonstrated the superior classification accuracy, robustness, and computational efficiency of the proposed framework. This architecture not only facilitates early detection of flashover stages but also enables low-latency, low-power deployment on resource-constrained devices, such as embedded systems, in remote substations.
高压绝缘子在恶劣环境下防止闪络,对保证输电系统的可靠性起着至关重要的作用。传统的监测技术依赖于目视检查或静态分类方案,这往往不能捕捉到导致闪络的表面放电活动的渐进性质。本文提出了一种新的机器学习框架,通过将泄漏电流信号分类为五个不同的操作阶段来解决这一限制:可忽略泄漏电流、泄漏电流启动、导致闪络、预闪络和闪络。这种多级分类方法通过识别泄漏电流行为在灾难性绝缘失效之前的细微变化,能够更准确地对即将发生的闪络进行早期预警。在不同的环境压力下,使用瓷绝缘子进行了受控污染实验,并根据幅度变化、谐波失真和干带电弧特性系统地获取、分割和标记了泄漏电流数据。该模型基于带有残差连接的初始模块,能够有效地捕获泄漏电流信号中的多尺度时间模式。此外,应用训练后量化来压缩模型以进行边缘部署,在精度损失可以忽略不计的情况下,模型大小减少了91.4%,推理时间减少了90%。与传统神经网络和最先进的机器学习架构的比较评估表明,所提出的框架具有优越的分类准确性、鲁棒性和计算效率。这种架构不仅有助于早期检测闪络阶段,而且还可以在远程变电站的嵌入式系统等资源受限设备上实现低延迟、低功耗部署。
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引用次数: 0
Data-Driven Fault Diagnosis Approach for Synchronous Generators 同步发电机数据驱动故障诊断方法
IF 3.3 Q1 ENGINEERING, ELECTRICAL & ELECTRONIC Pub Date : 2025-08-11 DOI: 10.1109/OJIA.2025.3591740
Zahra Masoumi;Bijan Moaveni
This article presents a data-driven approach for diagnosing interturn short-circuit (ITSC) faults in the field winding of synchronous generators (SGs). A notable advantage of this method is its independence from the load’s linearity or nonlinearity. The method’s foundation is derived from analyzing the impact of ITSC faults on the state-space model of an SG, utilizing the SG equations in the dq rotor reference frame. Based on the state-space model, subspace identification and input–output data, including voltages and currents, are used to estimate the eigenvalues of the state matrix. The detection, isolation, and estimation of faults are achieved through the estimated eigenvalues, without relying on the model. Simulation and experimental results validate the effectiveness of this data-driven fault diagnosis methodology.
本文提出了一种数据驱动的同步发电机励磁绕组匝间短路故障诊断方法。该方法的一个显著优点是不受载荷线性或非线性的影响。利用dq转子参照系中的SG方程,分析了ITSC故障对SG状态空间模型的影响,得出了该方法的基础。基于状态空间模型,利用子空间识别和输入输出数据(包括电压和电流)估计状态矩阵的特征值。通过估计的特征值来实现故障的检测、隔离和估计,而不依赖于模型。仿真和实验结果验证了该数据驱动故障诊断方法的有效性。
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引用次数: 0
High-Fidelity Voltage-Behind-Reactance Model of Electrically Excited Synchronous Machines Using Flux Maps 基于磁通图的电激励同步电机高保真电压-电抗模型
IF 3.3 Q1 ENGINEERING, ELECTRICAL & ELECTRONIC Pub Date : 2025-08-11 DOI: 10.1109/OJIA.2025.3597812
Alessandro Ionta;Sandro Rubino;Federica Graffeo;Radu Bojoi
Electrically excited synchronous machines (EESMs) have historically been used as efficient and reliable synchronous generators. However, the actual need for cost-effective, sustainable motors without rare-earth magnets has notably increased the interest in EESMs, which are considered a valid replacement for permanent magnet synchronous machines (PMSMs) in electrified powertrains. As the electrical machines employed in automotive applications exhibit deep magnetic saturation, the EESM introduces significant challenges in properly modeling the magnetic behavior, especially considering the cross-coupling effects between stator and rotor. EESM-based electrical drive development requires accurate circuital models to predict EESM behavior. Therefore, this article proposes a novel voltage-behind-reactance (VBR) model based on flux maps provided by finite element analysis (FEA) or experimental identification procedures. The proposed VBR model has been validated in simulation and experimentally on a commercial 100 kW EESM currently used on the Renault Zoe EV R135, demonstrating its potential for accurately modeling EESMs designed for traction applications.
电激励同步电机(eesm)历来被用作高效可靠的同步发电机。然而,对经济高效、可持续的无稀土磁铁电机的实际需求显著增加了对eesm的兴趣,eesm被认为是电气化动力系统中永磁同步电机(pmsm)的有效替代品。由于汽车应用中使用的电机表现出深度磁饱和,EESM在正确建模磁行为方面引入了重大挑战,特别是考虑到定子和转子之间的交叉耦合效应。基于EESM的电气驱动开发需要精确的电路模型来预测EESM的行为。因此,本文提出了一种基于有限元分析(FEA)或实验识别程序提供的磁通图的新型电抗电压(VBR)模型。该VBR模型已在雷诺Zoe EV R135上使用的100 kW商用EESM上进行了仿真和实验验证,证明了其在为牵引应用设计的EESM精确建模方面的潜力。
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引用次数: 0
Commissioning of a Modular Active-Magnetic-Bearing-Suspended Rotor System 模块化主动磁悬浮转子系统的调试
IF 3.3 Q1 ENGINEERING, ELECTRICAL & ELECTRONIC Pub Date : 2025-08-08 DOI: 10.1109/OJIA.2025.3596973
Atte Putkonen;Juuso Narsakka;Gyan Ranjan;Tuomo Lindh;Jussi Sopanen;Niko Nevaranta
Traditional high-speed rotor configurations employing magnetic bearing technology, which typically integrates two radial bearings and one axial bearing to suspend the rotor, are sensitive to changes in impeller mass properties. This article focuses on modular magnetically levitated rotor technology, which enables drivelines with two or more impellers and three or more radial active magnetic bearings (AMBs). This configuration ensures the reliability and robustness of the rotordynamic behavior by providing a structure that enables adaptable integration of components, such as compressors and turbines, onto the same long high-speed shaft. The structure considered here includes a 2-MW, 12 000 r/min induction machine with three radial magnetic bearings and a rotor system where the impeller is installed on a separate shaft and connected to the motor drive with a flexible coupling. The main focus of this article is on the proof-of-concept testing and commissioning of such a technology, with particular attention given to modeling and control aspects. An $H_{infty }$ loop-shaping approach is adopted for model-based control design, using a model that incorporates two flexible modes and adaptive notch structures to eliminate speed-synchronous components from the feedback signal. The AMB–rotor system modeling is validated through system identification routines. The experimental results demonstrate that the proposed modular technology provides improvements in rotordynamics despite the increased complexity of the system and control.
采用磁轴承技术的传统高速转子配置对叶轮质量特性的变化非常敏感,通常采用两个径向轴承和一个轴向轴承来悬浮转子。本文重点介绍模块化磁悬浮转子技术,该技术使传动系统具有两个或多个叶轮和三个或更多径向主动磁轴承(AMBs)。这种配置确保了转子动力学行为的可靠性和稳健性,提供了一种结构,可以将压缩机和涡轮机等组件适应性集成到同一根长高速轴上。这里考虑的结构包括一个2兆瓦、12 000转/分钟的感应电机,带有三个径向磁轴承和一个转子系统,其中叶轮安装在单独的轴上,并通过柔性联轴器连接到电机驱动器。本文的主要焦点是这种技术的概念验证测试和调试,特别关注建模和控制方面。基于模型的控制设计采用$H_{infty }$环整形方法,使用包含两种柔性模式和自适应陷波结构的模型来消除反馈信号中的速度同步分量。通过系统辨识例程验证了amb -转子系统的建模。实验结果表明,尽管系统和控制的复杂性增加,但所提出的模块化技术可以改善转子动力学。
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引用次数: 0
Predictive DC Fault Ride-Through for Offshore MMC-Based MT-HVDC Grid 基于mmc的海上MT-HVDC电网预测直流故障穿越
IF 3.3 Q1 ENGINEERING, ELECTRICAL & ELECTRONIC Pub Date : 2025-07-17 DOI: 10.1109/OJIA.2025.3590306
Ajay Shetgaonkar;Vaibhav Nougain;Marjan Popov;Peter Palensky;Aleksandra Lekić
Unscheduled event handling capability and swift recovery from transient events are indispensable study areas to ensure reliability in offshore multiterminal high-voltage dc (MT-HVdc) grids. This article focuses on enhancing the reliability of half-bridge modular multilevel converters (HB-MMCs) in MT-HVdc grids by introducing a predictive dc fault ride-through (DC-FRT) recovery controller and fault separation devices. A novel dc protection-informed zonal DC-FRT scheme for HB-MMCs is proposed, incorporating a model predictive planner for optimized control inputs based on local and interstation measurements and converter constraints. A real-time digital simulator environment simulates the approach, which improves lower level control during fault interruption and suppression by utilizing fault detection and location information. In addition, the study examines two control schemes to assess the impact of communication delays in MT-HVdc grids, a critical factor for system stability and reliability during faults. These schemes include a centralized scheme with delays in input and output signals and a decentralized approach focusing on external signal delays. Both are compared against a baseline centralized control with no delays. These approaches explore alternatives for the placement of the proposed controller, considering potential delays in interstation high-speed communication. The findings underscore the significance of the proposed DC-FRT control in reinforcing MT-HVdc systems against faults, which contributes to efficient recovery and grid stability.
海上多终端高压直流(MT-HVdc)电网的可靠性研究离不开非计划事件处理能力和瞬态事件的快速恢复。本文主要通过引入预测直流故障穿越(dc - frt)恢复控制器和故障分离装置来提高MT-HVdc电网中半桥模块化多电平变换器(HB-MMCs)的可靠性。提出了一种新的基于直流保护的hb - mmc分区dc - frt方案,该方案结合了基于局域和站间测量以及变换器约束的模型预测规划器来优化控制输入。一个实时数字模拟器环境模拟了该方法,该方法利用故障检测和定位信息提高了故障中断和抑制期间的低级控制。此外,研究考察了两种控制方案,以评估MT-HVdc电网中通信延迟的影响,通信延迟是故障期间系统稳定性和可靠性的关键因素。这些方案包括输入和输出信号延迟的集中式方案和专注于外部信号延迟的分散方法。两者都与没有延迟的基线集中控制进行比较。考虑到站间高速通信的潜在延迟,这些方法探索了拟议控制器放置的替代方案。研究结果强调了所提出的DC-FRT控制在加强MT-HVdc系统抗故障方面的重要性,这有助于有效恢复和电网稳定。
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引用次数: 0
Discontinuous Current Vector Control Using PWM Method for Switched Reluctance Motor Driven With Asymmetric H-Bridge Converter 非对称h桥变换器驱动的开关磁阻电机断续电流矢量PWM控制
IF 3.3 Q1 ENGINEERING, ELECTRICAL & ELECTRONIC Pub Date : 2025-07-17 DOI: 10.1109/OJIA.2025.3590137
Keitaro Kawarazaki;Ryoto Kojima;Nobukazu Hoshi
This article proposes a discontinuous current vector control method for a three-phase switched reluctance motor driven by an asymmetric H-bridge converter. The proposed method enables vector control with three-phase discontinuous currents, improving the torque per ampere ratio and the efficiency of both the converter and motor compared to conventional continuous current vector control. Moreover, the proposed method reduced vibration and acoustic noise, as the control parameters can be designed using a mathematical model, and the switching frequency can be determined by a carrier signal, similar to conventional vector control. This article derives a torque equation considering discontinuous current conditions and describes the configuration of the control system. In addition, the effectiveness of the proposed method is demonstrated through simulation and experimental verification. In the experimental verification, the efficiency of the proposed method was improved by a maximum of 7.73 percentage points in the converter efficiency, 4.06% points in the motor efficiency, and 9.12% points in the system efficiency compared to the conventional vector control method. Furthermore, FFT analysis of acoustic noise showed a noise level reduction of up to 36.0 dB at 10.9 kHz compared to current hysteresis control, making it equivalent to the noise level of conventional vector control.
本文提出了一种非对称h桥变换器驱动三相开关磁阻电机的不连续电流矢量控制方法。与传统的连续电流矢量控制相比,该方法可以实现三相不连续电流的矢量控制,提高每安培转矩比和转换器和电机的效率。此外,由于控制参数可以使用数学模型设计,并且开关频率可以由载波信号确定,与传统的矢量控制类似,因此所提出的方法减少了振动和噪声。本文推导了考虑不连续电流条件的转矩方程,并描述了控制系统的结构。通过仿真和实验验证了该方法的有效性。在实验验证中,与传统矢量控制方法相比,所提方法的效率最高提高了7.73个百分点,电机效率最高提高了4.06%,系统效率最高提高了9.12%。此外,声学噪声的FFT分析表明,与当前的滞后控制相比,在10.9 kHz时噪声水平降低了36.0 dB,使其与传统矢量控制的噪声水平相当。
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引用次数: 0
A New Comprehensive Methodology for Postfault Operation of Three-Phase Induction Motor Drives 三相感应电动机故障后运行的一种新的综合方法
IF 7.9 Q1 ENGINEERING, ELECTRICAL & ELECTRONIC Pub Date : 2025-07-10 DOI: 10.1109/OJIA.2025.3587342
Salvatore Pollaccia;Massimo Caruso;Antonino Oscar Di Tommaso;Rosario Miceli
This article presents a novel fault-tolerant control (FTC) strategy for three-phase induction motor drives designed to maintain adequate operation during a fault occurring on either the electrical machine or the power converter sides. The proposed FTC ensures uninterrupted operation through software and hardware reconfigurations, which are specifically related to the fault type, leveraging a flexible machine and power devices fault-tolerant inverter topology. The system employs modified voltage references and asymmetric transformation matrices to adapt to inverter or motor faults while maintaining balanced operation and reduced torque, flux, and speed oscillations. Simulation and experimental results demonstrate the effectiveness of the proposed strategy in restoring operational integrity with limited performance degradation, highlighting its flexibility and suitability for critical industrial applications.
本文提出了一种新型的三相异步电动机容错控制(FTC)策略,用于在电机或电源转换器侧发生故障时保持适当的运行。提议的FTC通过软件和硬件的重新配置来确保不间断的运行,这与故障类型特别相关,利用灵活的机器和功率器件容错逆变器拓扑。该系统采用改进的电压基准和非对称变换矩阵来适应变频器或电机故障,同时保持平衡运行,减少转矩、磁链和速度振荡。仿真和实验结果证明了该策略在有限性能退化的情况下恢复操作完整性的有效性,突出了其灵活性和关键工业应用的适用性。
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引用次数: 0
The Virtual Power Feedback: Enhancing the Transient Stability of Virtual Synchronous Generators Under Current Limitation 虚功率反馈:提高虚同步发电机在电流限制下的暂态稳定性
IF 7.9 Q1 ENGINEERING, ELECTRICAL & ELECTRONIC Pub Date : 2025-07-07 DOI: 10.1109/OJIA.2025.3586412
Alessia Camboni;Vincenzo Mallemaci;Fabio Mandrile;Radu Bojoi
The virtual synchronous generator (VSG) concept is a well-established control solution that facilitates the integration of power electronics-interfaced renewable sources into the electric grid. The VSG algorithm enables power converters to support the grid in case of voltage dips by injecting a large short-circuit current. However, a current limitation strategy must be implemented to address the hardware limitation of power converters. As demonstrated in the literature, the current constraint affects the VSG’s dynamics by limiting the output power, thus causing a substantial acceleration of the virtual rotor and potentially leading to a loss of synchronism. Several available solutions utilize the measured actual active power as feedback, thereby modifying the VSG with complex control algorithms. On the other hand, this article proposes a different approach, highlighting the benefits of using the virtual power instead of the measured power feedback for the most adopted limitation strategies available in the literature. This paradigm shift leads to a significant improvement in stability without requiring fault detection capability or switching the control structure, as demonstrated both theoretically and experimentally in this article.
虚拟同步发电机(VSG)概念是一种完善的控制解决方案,有助于将电力电子接口的可再生能源整合到电网中。VSG算法通过注入大的短路电流,使电源变换器在电压下降的情况下支持电网。然而,必须实施电流限制策略来解决电源转换器的硬件限制。如文献所示,电流约束通过限制输出功率来影响VSG的动力学,从而导致虚拟转子的大幅加速度,并可能导致同步损失。几种可用的解决方案利用测量的实际有功功率作为反馈,从而用复杂的控制算法修改VSG。另一方面,本文提出了一种不同的方法,强调了在文献中最常用的限制策略中使用虚拟功率而不是测量功率反馈的好处。正如本文在理论和实验中所证明的那样,这种范式转换可以在不需要故障检测能力或切换控制结构的情况下显著提高稳定性。
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引用次数: 0
A Systematic Method for the Calibration of FEA Model of Synchronous Reluctance Machines Considering Manufacturing Effects 一种考虑制造效应的同步磁阻电机有限元模型标定方法
IF 7.9 Q1 ENGINEERING, ELECTRICAL & ELECTRONIC Pub Date : 2025-07-07 DOI: 10.1109/OJIA.2025.3586810
Andrea Credo;Paolo Pescetto
The recent advances in computational power and motor design software, supported by finite elements analysis (FEA), permit accurate prediction of the losses and electromagnetic performance of the machine at the design stage. Anyway, the simulation accuracy strictly depends on the real motor geometry and material properties, which are affected by the manufacturing process. This article offers a systematic method for accurately calibrating the electromagnetic FEA models, permitting to consider the production process within the motor design stage. A synchronous reluctance motor prototype is designed, manufactured, and experimentally characterized, and the measured flux and torque characteristics are exploited for ex-post calibrating the FEA model of the machine. This approach led to a reduction in torque estimation error from 18% to 4%, and an improvement of the flux maps evaluation, thus enhancing and validating the design procedure and permitting further optimization steps of machines with similar geometry and dimensions. The effects are particularly evident in the proposed motor due to the reduced size of the rotor flux barriers, stator teeth, and yoke. The mechanical tolerances are analyzed through a Monte Carlo analysis covering different areas of the machine. Then, the effects of uncertain airgap length and iron degradation due to the manufacturing process are considered, determining an equivalent degraded BH curve.
在有限元分析(FEA)的支持下,计算能力和电机设计软件的最新进展允许在设计阶段准确预测机器的损耗和电磁性能。无论如何,仿真精度严格依赖于实际电机的几何形状和材料特性,而这些又受制造工艺的影响。本文提供了一种系统的方法来精确校准电磁有限元模型,允许在电机设计阶段考虑生产过程。设计、制造了同步磁阻电机样机,并进行了实验表征,利用实测磁通和转矩特性对电机的有限元模型进行了事后校正。该方法将扭矩估计误差从18%降低到4%,并改进了磁通图评估,从而增强和验证了设计过程,并允许对具有相似几何形状和尺寸的机器进行进一步优化。由于转子磁通屏障、定子齿和轭的尺寸减小,这种影响在提议的电机中尤为明显。机械公差是通过蒙特卡罗分析涵盖机器的不同区域进行分析。然后,考虑了不确定气隙长度和制造工艺导致的铁降解的影响,确定了等效的降解BH曲线。
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引用次数: 0
Wireless Power and Data Transfer for Robotic Joints Using High Coupling Magnetic Cores and Photodiode-Based Communication 基于高耦合磁芯和光电二极管通信的机器人关节无线供电和数据传输
IF 7.9 Q1 ENGINEERING, ELECTRICAL & ELECTRONIC Pub Date : 2025-07-03 DOI: 10.1109/OJIA.2025.3585676
David Sirianni;Takanobu Ohno;Spasoje Mirić
Robotic systems, such as legged robots or industrial robots used in manufacturing and humanoid assistance, rely on robotic joints to perform multi-degree-of-freedom motions. Each joint typically incorporates a motor and a gear to drive its motion. Power delivery and control for these joints are usually achieved through cables for power and data transfer, which are routed through the joints. However, as the joints move, these cables bend and flex, leading to eventual failure due to the limited number of bending cycles they can withstand. In addition, in high-precision joints, cable slack can disrupt position control accuracy. To address these challenges, this article investigates wireless power and data transfer for robotic joints. The proposed approach leverages a closed magnetic core for power transfer, minimizing stray magnetic fields, and uses photodiode-based communication with a custom-developed control circuit. The approach is validated through experimental measurements and benchmarked against existing solutions in the literature. We demonstrate a system capable of transferring 200 W of power and achieving a data transfer rate of 2 Mbit/s, with the total weight of all components being 96 g.
机器人系统,如有腿机器人或用于制造和类人辅助的工业机器人,依靠机器人关节来执行多自由度运动。每个关节通常包含一个电机和一个齿轮来驱动其运动。这些接头的电力输送和控制通常通过电缆来实现,电缆用于电力和数据传输,这些电缆通过接头布线。然而,随着接头的移动,这些电缆弯曲和弯曲,由于它们能承受的弯曲循环次数有限,导致最终失效。此外,在高精度接头中,电缆松弛会破坏位置控制精度。为了解决这些挑战,本文研究了机器人关节的无线电源和数据传输。所提出的方法利用封闭磁芯进行功率传输,最大限度地减少杂散磁场,并使用基于光电二极管的通信与定制开发的控制电路。该方法通过实验测量验证,并对文献中现有的解决方案进行基准测试。我们展示了一个能够传输200w功率并实现2mbit /s数据传输率的系统,所有组件的总重量为96g。
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引用次数: 0
期刊
IEEE Open Journal of Industry Applications
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