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Refinement of Analytical Current Waveform for Acoustic Noise Reduction in Switched Reluctance Motor 改进用于降低开关磁阻电机声学噪声的分析电流波形
IF 7.9 Q1 ENGINEERING, ELECTRICAL & ELECTRONIC Pub Date : 2024-07-29 DOI: 10.1109/OJIA.2024.3434668
Fares S. El-Faouri;Yifei Cai;Akira Chiba
In this article, a refinement algorithm of the current waveform that flattens the radial-force sum in switched reluctance motors is proposed. Flattening the radial-force sum eliminates the multiples of the third radial-force component. These components excite the breathing mode vibration, which is typically the dominant vibration in switched reluctance motors with a high number of poles. The previously proposed analytical current derivation for flattening the radial-force sum neglects magnetic saturation, limiting its applicability to low-torque region. Consequently, for high-torque saturation conditions, the previous waveform shaping degrades in flattening the radial-force sum. The proposed refinement of the analytical current waveform addresses this limitation, enabling effective radial-force sum flattening even under high-torque conditions. Additionally, the proposed current exhibits significantly lower peaks than those of the flattening methods at high-torque region in the literature, mitigating the need for higher-rated inverters. Finite element analysis and experimental validation verify the effectiveness of the proposed method.
本文提出了一种能使开关磁阻电机径向力总和变平的电流波形细化算法。扁平化径向力总和消除了第三个径向力分量的倍数。这些分量会激发呼吸模式振动,而呼吸模式振动通常是极数较多的开关磁阻电机的主要振动。之前提出的用于平整径向力总和的电流分析推导忽略了磁饱和,从而限制了其在低转矩区域的适用性。因此,在高转矩饱和条件下,先前的波形整形会降低径向力和的平坦化效果。对分析电流波形的改进解决了这一局限性,即使在高扭矩条件下也能有效地平整径向力总和。此外,所提出的电流波形在高扭矩区域的峰值明显低于文献中的扁平化方法,从而减少了对更高等级逆变器的需求。有限元分析和实验验证了所提方法的有效性。
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引用次数: 0
Investigating PWM-Induced Iron Losses: Measurements and Estimation Models up to 350 kHz Switching Frequency 调查 PWM 引起的铁损耗:高达 350 kHz 开关频率的测量和估计模型
IF 7.9 Q1 ENGINEERING, ELECTRICAL & ELECTRONIC Pub Date : 2024-07-18 DOI: 10.1109/OJIA.2024.3430861
Luigi Danilo Tornello;Silvio Vaschetto;Emmanuel B. Agamloh;Giacomo Scelba;Giulio De Donato;Andrea Cavagnino
This article deals with the investigation of iron losses in toroidally wound laminated magnetic cores excited with wide-bandgap-device-based power electronic converters. The study aims to analyze the impact of selected pulsewidth modulation voltages on the iron losses, through an extensive experimental measurement campaign. In particular, four toroidal specimens made of different magnetic materials are supplied by pulsewidth-modulated voltage waveforms with switching frequencies ranging from 1 to 350 kHz and different deadtimes. Test campaigns have been conducted with the dual objectives of critically reviewing an engineering method proposed in the prior literature for predicting iron losses under distorted voltage waveforms. Additionally, the aim is to extend this estimation model to accommodate the highest frequencies currently employed in high-speed ac motor drives equipped with wide-bandgap semiconductor power converters.
这篇文章探讨了基于宽带隙器件的电力电子转换器激发的环形绕组层叠磁芯中的铁损耗。研究旨在通过广泛的实验测量活动,分析选定脉宽调制电压对铁损的影响。其中,四个由不同磁性材料制成的环形试样由脉宽调制电压波形供电,开关频率范围为 1 至 350 kHz,死区时间各不相同。进行测试活动有两个目的,一是严格审查先前文献中提出的预测畸变电压波形下铁损的工程方法。此外,目的是扩展这一估算模型,以适应配备宽带隙半导体功率转换器的高速交流电机驱动器目前采用的最高频率。
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引用次数: 0
Multiparallel Inverter Control Strategy for Grid-Supporting P2G Systems 支持电网的 P2G 系统的多并联逆变器控制策略
IF 7.9 Q1 ENGINEERING, ELECTRICAL & ELECTRONIC Pub Date : 2024-07-17 DOI: 10.1109/OJIA.2024.3429518
Gedeon Rusatira;Gawoo Park;Kyungsoo Lee
This article introduces a novel control approach to obtain higher grid reliability using power-to-gas (P2G) conversion systems. The proposed control method named multiparallel vector current control is a variant of virtual synchronous machine (VSM) applied to the multiparallel inverter system (MPIS). It takes on the good qualities of VSM control, such as offering inertia, voltage support, the ability to operate in standalone mode, and strong performance in weaker grids. Moreover, this concept boasts swift current set-point tracking abilities and enhanced synchronization properties. Integration of the P2G system involves an MPIS that transforms ac power from renewable sources into usable dc power, along with an electrolysis device. The later utilizes dc power source to generate hydrogen and oxygen by decomposing water. This integration strategically prevents grid-induced overvoltage or undervoltage from affecting the electrolysis device. This protects it from malfunctions or damage while keeping the voltage and frequency within the normal range. The efficacy of the proposed control method is rigorously substantiated through analytical models, time-domain simulations, and experimental validation in real-world applications. This comprehensive validation process underscores its viability and robustness in ensuring grid stability while facilitating efficient P2G conversion operations.
本文介绍了一种新颖的控制方法,以利用电能转换为燃气(P2G)系统获得更高的电网可靠性。所提出的控制方法名为多并联矢量电流控制,是虚拟同步机(VSM)的一种变体,适用于多并联逆变器系统(MPIS)。它继承了 VSM 控制的优良品质,如提供惯性、电压支持、独立运行的能力以及在较弱电网中的强大性能。此外,这一概念还具有快速的电流设定点跟踪能力和更强的同步特性。P2G 系统的集成包括将可再生能源的交流电转化为可用直流电的 MPIS 和电解装置。后者利用直流电源通过分解水产生氢气和氧气。这种集成可以从战略上防止电网引起的过压或欠压影响电解装置。这样既能防止电解装置发生故障或损坏,又能将电压和频率保持在正常范围内。通过分析模型、时域仿真和实际应用中的实验验证,提出的控制方法的功效得到了严格证实。这一全面的验证过程凸显了该方法在确保电网稳定、促进高效 P2G 转换操作方面的可行性和稳健性。
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引用次数: 0
Multiphysics Sizing of Interior Permanent Magnet Machines Based on Geometric Methodology 基于几何方法的内部永磁机械多物理场选型
IF 7.9 Q1 ENGINEERING, ELECTRICAL & ELECTRONIC Pub Date : 2024-07-15 DOI: 10.1109/OJIA.2024.3427863
Mostafa Ahmadi Darmani;Andrea Cavagnino;Silvio Vaschetto;Fabrizio Marignetti;Christopher Gerada
This study presents a sizing methodology in the frame of the multidisciplinary design of interior permanent magnet synchronous machines. The proposed approach targets at obtaining an initial electromagnetic design of the machine, including diameters, axial length, rotor barrier shape, stator slot geometry as well as the winding layout. The analytical design workflow consists of an iterative sizing procedure based on a robust geometric model, consistent equations, and no correction factors. The process is carried out starting from very basic design parameters such as rated voltage, torque, and magnetic material properties. The modular structure of the proposed design algorithm can be easily integrated with optimization routines obtaining a final optimized design, which contemplates various multiobjective constraints.
本研究提出了一种内部永磁同步电机多学科设计框架下的选型方法。所提出的方法旨在获得机器的初始电磁设计,包括直径、轴向长度、转子屏障形状、定子槽几何形状以及绕组布局。分析设计工作流程包括一个基于稳健几何模型、一致方程和无修正系数的迭代选型程序。该过程从额定电压、扭矩和磁性材料特性等最基本的设计参数开始。拟议设计算法的模块化结构可轻松与优化例程集成,从而获得最终优化设计,其中考虑了各种多目标约束条件。
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引用次数: 0
FLACON: A Deep Federated Transfer Learning-Enabled Transient Stability Assessment During Symmetrical and Asymmetrical Grid Faults FLACON:对称和非对称电网故障期间的深度联邦传输学习瞬态稳定性评估
IF 7.9 Q1 ENGINEERING, ELECTRICAL & ELECTRONIC Pub Date : 2024-07-10 DOI: 10.1109/OJIA.2024.3426281
Mohamed Massaoudi;Haitham Abu-Rub;Ali Ghrayeb
Transient stability assessment (TSA) is critical to the reliable operation of a power system against severe fault conditions. In practice, TSA based on deep learning is preferable for its high accuracy but often overlooks challenges in maintaining data privacy while coping with network topology changes. This article proposes an innovative focal loss-based multihead attention convolutional network (FLACON) for accurate post-disturbance TSA under both symmetrical and asymmetrical smart grid faults. The proposed approach effectively incorporates cross-domain deep federated transfer learning (FTL) to leverage local operating data for TSA in a decentralized fashion. By introducing convolutional layers alongside multi-head attention mechanisms, the FLACON framework significantly improves learning efficiency across geographically distributed datasets. To address the challenge of class imbalance, the model integrates a balance factor-enhanced focal loss function. The FTL architecture enables decentralized model training across various clients, thus preserving data privacy and reducing the burden of communication overhead. To avoid the constant adjustment of hyperparameters, the FLACON employs an inductive transfer learning approach for hyperparameter tuning of the pre-trained model, markedly decreasing training time. Extensive experiments on datasets from the IEEE 39-bus system and the IEEE 68-bus system demonstrate FLACON's exceptional accuracy of 98.98% compared to some competitive alternatives.
暂态稳定性评估(TSA)对于电力系统在严重故障条件下的可靠运行至关重要。在实践中,基于深度学习的 TSA 因其高精度而备受青睐,但往往忽略了在应对网络拓扑变化的同时维护数据隐私的挑战。本文提出了一种创新的基于焦点损耗的多头注意力卷积网络(FLACON),用于在对称和非对称智能电网故障下实现精确的扰动后 TSA。所提出的方法有效地结合了跨域深度联合转移学习(FTL),以分散的方式利用本地运行数据进行 TSA。通过引入卷积层和多头关注机制,FLACON 框架显著提高了跨地理分布数据集的学习效率。为了应对类不平衡的挑战,该模型集成了平衡因子增强的焦点损失函数。FTL 架构可在不同客户端之间实现分散模型训练,从而保护数据隐私并减少通信开销负担。为了避免不断调整超参数,FLACON 采用了归纳迁移学习方法来调整预训练模型的超参数,从而显著缩短了训练时间。在来自 IEEE 39-bus 系统和 IEEE 68-bus 系统的数据集上进行的大量实验表明,与一些竞争产品相比,FLACON 的准确率高达 98.98%。
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引用次数: 0
A Real-Time Implementation and Testing of Virtualized Controllers for Software-Defined IEC 61850 Digital Substations 软件定义 IEC 61850 数字变电站虚拟化控制器的实时实施和测试
IF 7.9 Q1 ENGINEERING, ELECTRICAL & ELECTRONIC Pub Date : 2024-07-10 DOI: 10.1109/OJIA.2024.3426321
Nadine Kabbara;Agrippina Mwangi;Alexandru Ştefanov;Madeleine Gibescu
This article implements and validates the performance of a virtual intelligent electronic device (vIED) framework for digital substations using a real-time (RT) simulation environment. The work looks toward the future design of protection, automation, and control systems, an evolution of the digital substation design based on IEC 61850 and virtualization technology. An RT simulation setup was developed to speed up and enhance the deployment and maintenance of vIEDs with a novel well-defined test methodology. Several scenarios were tested by varying the number of vIEDs and relevant (communication, scalability, and functionality) configuration criteria. In addition, we assessed the efficiency of a software-defined communication network for the vIED framework and its adaptability to dynamic scaling of the network under transient data traffic loads. The tests demonstrated the efficient performance of vIEDs across various system configurations, particularly for requirements on the response time and network transfer latency. The findings showcase the significance of proper design and testing methodology that can be benchmarked against other virtualization platforms for substation systems.
本文使用实时(RT)仿真环境为数字变电站实现并验证了虚拟智能电子设备(vIED)框架的性能。这项工作着眼于保护、自动化和控制系统的未来设计,是基于 IEC 61850 和虚拟化技术的数字变电站设计的演进。我们开发了一种 RT 仿真设置,通过一种定义明确的新测试方法来加快和加强 vIED 的部署和维护。通过改变 vIED 的数量和相关(通信、可扩展性和功能)配置标准,对几种情况进行了测试。此外,我们还评估了 vIED 框架的软件定义通信网络的效率及其在瞬态数据流量负载下对网络动态扩展的适应性。测试表明,vIED 在各种系统配置下都具有高效的性能,特别是在满足响应时间和网络传输延迟的要求方面。测试结果表明,正确的设计和测试方法非常重要,可以与变电站系统的其他虚拟化平台进行比较。
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引用次数: 0
Fast Transient Stability Assessment of Power Systems Using Optimized Temporal Convolutional Networks 利用优化的时序卷积网络快速评估电力系统的暂态稳定性
IF 7.9 Q1 ENGINEERING, ELECTRICAL & ELECTRONIC Pub Date : 2024-07-10 DOI: 10.1109/OJIA.2024.3426334
Mohamed Massaoudi;Tassneem Zamzam;Maymouna Ez Eddin;Ali Ghrayeb;Haitham Abu-Rub;Shady S. Refaat
The transient power grid stability is greatly affected by the unpredictability of inverter-based resources of today's interconnected power grids. This article introduces an efficient transient stability status prediction method based on deep temporal convolutional networks (TCNs). A grey wolf optimizer (GWO) is utilized to fine-tune the TCN hyperparameters to improve the proposed model's accuracy. The proposed model provides critical information on the transient grid status in the early stages of fault occurrence, which may lead to taking the proper action. The proposed TCN-GWO uses both synchronously sampled values and synthetic values from various bus systems. In a postfault scenario, a copula of processing blocks is implemented to ensure the reliability of the proposed method where high-importance features are incorporated into the TCN-GWO model. The proposed algorithm unlocks scalability and system adaptability to operational variability by adopting numeric imputation and missing-data-tolerant techniques. The proposed algorithm is evaluated on the 68-bus system and the Northeastern United States 25k-bus synthetic test system with credible contingencies using the PowerWorld simulator. The obtained results prove the enhanced performance of the proposed technique over competitive state-of-the-art transient stability assessment methods under various contingencies with an overall accuracy of 99% within 0.64 s after the fault clearance.
在当今的互联电网中,基于逆变器的资源的不可预测性极大地影响了电网的暂态稳定性。本文介绍了一种基于深度时空卷积网络(TCN)的高效暂态稳定状态预测方法。利用灰狼优化器(GWO)对 TCN 超参数进行微调,以提高所提模型的准确性。建议的模型可在故障发生的早期阶段提供有关瞬态电网状态的关键信息,从而采取适当的措施。拟议的 TCN-GWO 使用同步采样值和来自不同总线系统的合成值。在故障发生后的场景中,为确保所提方法的可靠性,在 TCN-GWO 模型中加入了高重要性特征的处理块协程。通过采用数字归因和数据缺失容错技术,所提出的算法释放了可扩展性和系统对运行可变性的适应性。利用 PowerWorld 模拟器,在 68 总线系统和美国东北部 25k 总线合成测试系统上对所提出的算法进行了评估,测试系统具有可信的突发事件。结果表明,在各种突发事件下,所提技术的性能优于同类最先进的暂态稳定性评估方法,故障排除后 0.64 秒内的总体准确率达到 99%。
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引用次数: 0
High-Energy Dynamic Avalanche to Failure by Incremental Source-Voltage Increase in Symmetric Double-Trench & Asymmetric Trench SiC MOSFETs 对称双沟槽和非对称沟槽 SiC MOSFET 通过递增源电压实现高能动态雪崩至失效
Q1 ENGINEERING, ELECTRICAL & ELECTRONIC Pub Date : 2024-06-04 DOI: 10.1109/OJIA.2024.3409153
Mana Hosseinzadehlish;Saeed Jahdi;Xibo Yuan;Jose Ortiz-Gonzalez;Olayiwola Alatise
The unclamped inductive switching (UIS) measurements can be categorized as “low energy” and “high energy” avalanche. The conventional approach to these tests is to increase the stress by either increasing the pulse length, or decreasing the inductor's size. However, for evaluation of the novel trench SiC mosfets, increase of electric field by voltage can be more influential to detect the degradation patterns and exact point of failure. This article, for the first time, investigates the avalanche rating to failure of the similarly rated SiC power mosfets in planar, symmetric double-trench and asymmetrical trench structures through incremental increase of applied voltage as the “high energy” technique to investigate the mechanisms of dynamic avalanche under elevated electric fields. Using this approach, the electrothermal stress is induced by incremental increases of voltage source on UIS at a range of temperatures between 25 °C and 175 °C. Silvaco technology computer-aided design (TCAD) simulations have been developed, validated, and analyzed to evaluate the stress mechanisms to failure. The measurements, validated by TCAD, show that some failure mechanisms when stress is elevated by increase of source voltage are different than the case of “high current” avalanche initiation by increase of pulse durations as reported in the past. In planar device, the peak electric field plays a key role in failure, as is the failure in symmetric device at low case temperatures. In asymmetric device, the critical avalanche energy of failure in both cases of 25 °C and 175 °C are very close, suggesting independence from the thermal headroom.
非闭锁电感开关(UIS)测量可分为 "低能量 "和 "高能量 "雪崩。这些测试的传统方法是通过增加脉冲长度或减小电感器尺寸来增加应力。然而,对于新型沟槽式碳化硅晶体管的评估,通过电压增加电场对检测退化模式和确切故障点的影响更大。本文首次研究了平面、对称双沟槽和非对称沟槽结构中类似额定功率的碳化硅功率晶体管从雪崩到失效的额定值,通过逐步增加外加电压这种 "高能量 "技术来研究高电场下的动态雪崩机制。利用这种方法,在 25 °C 至 175 °C 的温度范围内,通过递增电压源在 UIS 上诱发电热应力。开发、验证和分析了 Silvaco 技术计算机辅助设计(TCAD)模拟,以评估导致失效的应力机制。经 TCAD 验证的测量结果表明,当源电压增加导致应力升高时,某些失效机制与过去报道的脉冲持续时间增加导致 "大电流 "雪崩的情况不同。在平面器件中,峰值电场在失效中起着关键作用,对称器件在低温情况下的失效也是如此。在非对称器件中,失效的临界雪崩能量在 25 ℃ 和 175 ℃ 两种情况下都非常接近,表明不受热容量的影响。
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引用次数: 0
Noninvasive Measurement of Three-Phase Currents 三相电流的无创测量
Q1 ENGINEERING, ELECTRICAL & ELECTRONIC Pub Date : 2024-03-26 DOI: 10.1109/OJIA.2024.3381856
Prasad Shrawane;Tarlochan S. Sidhu
This article presents a noninvasive method of measuring three-phase currents using magnetic sensors that can be used for continuous monitoring, automation, and protection of power grids. The nonintrusive nature of these sensors gives operational and economic benefits in installing them at the existing distributed generation sites and power substations. These sensors are linear in operation, free of saturation, and need minimum duration or no outage for installation as compared to the conventional current transformers. This article describes magnetic field simulation, calibration, and experimental validation of magnetic sensors for accurate measurement of three-phase currents. Laboratory experiment results of three-phase low current measurements for two types of overhead structures: triangular and horizontal are rendered as a validation of the proposition. The performance verification of these sensors is further achieved by conducting field experiments for measuring currents up to 1500 A. The sensors yield promising results with a maximum error of 1.15% in the estimation of three-phase currents. The magnetic sensors showed satisfactory performance in accurately reproducing current waveforms consisting of fundamental frequency and harmonics that are typically present in modern power grids.
本文介绍了一种利用磁传感器测量三相电流的非侵入式方法,可用于电网的连续监测、自动化和保护。这些传感器的非侵入性为在现有的分布式发电站和变电站安装这些传感器带来了操作和经济上的好处。与传统的电流互感器相比,这些传感器运行线性、无饱和,安装时只需最短时间或无需停电。本文介绍了用于精确测量三相电流的磁传感器的磁场模拟、校准和实验验证。作为对这一命题的验证,还介绍了对两种类型的架空结构(三角形和水平形)进行三相低电流测量的实验室实验结果。这些传感器在估算三相电流时的最大误差为 1.15%,结果令人满意。磁传感器在准确再现现代电网中通常存在的基频和谐波电流波形方面表现令人满意。
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引用次数: 0
Fault Detection Based on Vibration Measurements and Variational Autoencoder-Desirability Function 基于振动测量和变异自动编码器-去可变函数的故障检测
Q1 ENGINEERING, ELECTRICAL & ELECTRONIC Pub Date : 2024-03-26 DOI: 10.1109/OJIA.2024.3380249
Rony Ibrahim;Ryad Zemouri;Antoine Tahan;Bachir Kedjar;Arezki Merkhouf;Kamal Al-Haddad
In the field of electrical machines maintenance, accurate and timely diagnosis plays a crucial role in ensuring reliability and efficiency. Variational autoencoder (VAE) techniques have emerged as a promising tool for fault classification due to their robustness in handling complex data. However, the inherent nondeterministic aspect of the VAE creates a significant challenge as it leads to varying cluster locations for identical health states across different machines. This variability complicates the creation of a standardized applicable diagnostic tool and challenges for the implementation of effective real-time health monitoring and prognostics. Addressing this issue, a novel approach is proposed wherein a desirability function-based term is integrated into the cost function of the VAE. The enhancement achieved by this approach arises from the standardization of classification, guaranteeing that analogous faults are assigned to identical geolocations within a 2-D user-friendly space. This method's efficacy is validated through two separate case studies: one analyzing vibration data from two diverse designs of large existing hydrogenerators, and the other utilizing vibration data sourced from an open-access dataset focused on bearing fault. The findings of both studies show that the model can cluster 97% of similar faults into preset zones, compared with 40% when the desirability term is excluded.
在电机维护领域,准确及时的诊断对确保可靠性和效率起着至关重要的作用。变异自动编码器(VAE)技术因其在处理复杂数据时的鲁棒性,已成为一种很有前途的故障分类工具。然而,变异自动编码器固有的非确定性带来了巨大的挑战,因为它导致不同机器上相同健康状态的集群位置各不相同。这种可变性使创建标准化的适用诊断工具变得更加复杂,也给实施有效的实时健康监测和预报带来了挑战。针对这一问题,我们提出了一种新方法,即在 VAE 的成本函数中集成一个基于可取性功能的项。这种方法的改进之处在于实现了分类标准化,保证了在二维用户友好空间内将类似故障分配到相同的地理位置。该方法的有效性通过两个独立的案例研究得到了验证:一个案例分析了现有大型水力发电机两种不同设计的振动数据,另一个案例则利用了来自公开访问数据集的振动数据,重点关注轴承故障。这两项研究的结果表明,该模型可将 97% 的类似故障归类到预设区域,而排除可取性项后,这一比例仅为 40%。
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引用次数: 0
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IEEE Open Journal of Industry Applications
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