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Novel Inverter-Fed Motor Drive System With Common-Mode Voltage Suppression and End-Surge Slew Rate Suppression Function 具有共模电压抑制和端浪涌摆率抑制功能的新型变频电机驱动系统
IF 4.4 2区 工程技术 Q1 ENGINEERING, ELECTRICAL & ELECTRONIC Pub Date : 2025-11-23 DOI: 10.1049/hve2.70098
Bo Gao, Shunan Yuan, Binglei Cao, Kai Liu, Guangning Wu
Electric locomotives on the horizon will integrate SiC inverters, promising quicker switching and lower losses than traditional setups. However, in addition to the steep rising edge, the inverter-fed motor drive system faces challenges such as high common-mode voltage (CMV) and high motor terminal surge voltage swing rate (dv/dt). To tackle these hurdles, this paper proposes a novel tailored traction control system for three-phase locomotive motors. This innovative strategy utilises near-state space vector pulse width modulation (NSVPWM), selectively removing space vectors with high CMV to generate modulation signals. Complemented by a slew rate capacitor configuration, the aim is to reduce CMV while effectively suppressing motor-side voltage slew rate. To validate this approach, experimental waveforms from on-site inverter-fed motor drive systems have been analysed to derive high-frequency parameters of long-line cables and variable frequency motors to mimic real locomotive operating conditions better. Through experimental research and comparative simulations against traditional methods, this study reveals a significant 33.3% reduction in CMV compared to traditional systems. Furthermore, it achieves an impressive decrease in the rise/fall slope, down to 86.6%, while ensuring nearly zero electrical power consumption.
即将推出的电力机车将集成碳化硅逆变器,与传统装置相比,有望实现更快的切换和更低的损耗。然而,除了陡峭的上升沿外,逆变电机驱动系统还面临着诸如高共模电压(CMV)和高电机终端浪涌电压摆幅率(dv/dt)等挑战。为了解决这些问题,本文提出了一种新型的三相机车电动机专用牵引控制系统。这种创新的策略利用近状态空间矢量脉宽调制(NSVPWM),选择性地去除具有高CMV的空间矢量来产生调制信号。配合压转率电容配置,目的是在有效抑制电机侧电压压转率的同时降低CMV。为了验证这一方法,对现场变频电机驱动系统的实验波形进行了分析,得出了长线电缆和变频电机的高频参数,以更好地模拟真实的机车运行条件。通过实验研究和与传统方法的比较模拟,本研究表明,与传统系统相比,CMV显著降低33.3%。此外,它实现了令人印象深刻的下降/上升斜率,下降到86.6%,同时确保几乎零电力消耗。
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引用次数: 0
Dissolved Gas Generation Characteristics of Dielectric Liquids Under Partial Discharges and Breakdown Sparks 部分放电和击穿火花作用下介质液体溶解气体产生特性
IF 4.4 2区 工程技术 Q1 ENGINEERING, ELECTRICAL & ELECTRONIC Pub Date : 2025-11-08 DOI: 10.1049/hve2.70099
Gechen Bian, Qiang Liu, Paul Jarman, Pascal Mavrommatis
With the growing interest in monitoring and diagnostic techniques for assessing transformer condition, dissolved gas analysis (DGA) stands out as a crucial diagnostic tool to detect electrical and thermal faults in liquid-immersed transformers. Laboratory-based DGA studies have primarily focused on detecting gas concentrations and patterns under simulated fault conditions in different types of insulating liquids. To understand the significance of dissolved gas values it is invaluable to establish the quantitative relationship between the gas generation amount and the electrical energy associated with the fault. This study aims to systematically investigate the correlation between gas generation characteristics and the electrical energy associated with either partial discharges (PD) or breakdown sparks (BD) in a mineral oil (MO) and a synthetic ester (SE). An in-house designed experimental setup was developed, and various influencing factors were explored. The results of DGA-PD tests indicated that PD magnitude influences the fault gas volume per unit energy (GVPUE, μL/J) generated in both liquids. The GVPUE in MO was found to be higher than that in SE for the same PD magnitude. The results of DGA-BD tests showed that larger breakdown gap distances lead to a higher GVPUE and a lower H2/C2H2 gas ratio. The findings bring new insights on fault gas generation mechanisms in transformer liquids.
随着人们对变压器状态监测和诊断技术的兴趣日益浓厚,溶解气体分析(DGA)作为检测液浸式变压器电气和热故障的关键诊断工具脱颖而出。基于实验室的DGA研究主要集中在检测不同类型绝缘液体在模拟故障条件下的气体浓度和模式。为了了解溶解气值的意义,建立与故障有关的发电量与电能之间的定量关系是非常宝贵的。本研究旨在系统地研究矿物油(MO)和合成酯(SE)中气体生成特性与部分放电(PD)或击破火花(BD)相关的电能之间的相关性。开发了自行设计的实验装置,并对各种影响因素进行了探讨。DGA-PD试验结果表明,PD量级影响两种液体生成的单位能量断层气体积(GVPUE, μL/J)。在相同PD量级下,MO组GVPUE高于SE组。DGA-BD测试结果表明,击穿间隙距离越大,GVPUE越高,H2/C2H2气体比越低。这一发现为变压器液断层气的生成机理提供了新的认识。
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引用次数: 0
Investigation of Dielectric and Thermal Properties of Mineral Oil-Based Fe3O4-Coated SiO2 Core-Shell Nanofluids 矿物油基fe3o4包覆SiO2核壳纳米流体介电和热性能研究
IF 4.4 2区 工程技术 Q1 ENGINEERING, ELECTRICAL & ELECTRONIC Pub Date : 2025-11-06 DOI: 10.1049/hve2.70115
Mohamed H. Abdo, El-Sayed M. El-Refaie, Abd Elrahman S. Tawfic, Diaa-Eldin A. Mansour
This study investigates the dielectric and thermal properties of transformer oil-based nanofluids incorporating Fe3O4-coated SiO2 core–shell nanoparticles as nanofillers. The nanoparticles were synthesised with varying shell thicknesses, and two samples underwent surface treatment. Fourier transform infrared spectroscopy was used to characterise the nanoparticles. The spectra for unmodified and modified nanoparticles detected Fe-O bond, Si-O-Si bond and oleic acid existence. The nanofluids were prepared using a two-step method: nanoparticles were first prepared at concentrations of 0.04, 0.07 and 0.10 g/L, and then mixed with the base oil and dispersed using ultrasonication. AC breakdown strength was measured for samples at these concentrations to determine the optimum concentration for each type of nanoparticle. The optimum concentration, which provided the best performance for AC breakdown voltage across all nanoparticle types, was found to be 0.07 g/L. Thermal conductivity testing was then conducted at this optimum concentration. The addition of nanofillers resulted in increased AC breakdown strength and thermal conductivity. Particle size and zeta size measurements were carried out to assess the dispersion behaviour of the nanofluid samples. The physical discussion examined potential reasons for improvements in AC breakdown voltage and thermal conductivity. Trapping and de-trapping processes, shell thickness and surface modifications were analysed in relation to improved dielectric performance. Ballistic phonon transport and Brownian motion mechanisms were employed to explain the observed enhancements in thermal conductivity. These findings indicate the potential for developing a new class of liquid dielectrics suitable for use in power transformers.
本文研究了以fe3o4包覆SiO2核壳纳米粒子为纳米填料的变压器油基纳米流体的介电性能和热性能。合成的纳米颗粒具有不同的外壳厚度,并对两个样品进行表面处理。利用傅里叶变换红外光谱对纳米颗粒进行表征。未修饰和修饰纳米粒子的光谱检测到Fe-O键、Si-O-Si键和油酸的存在。采用两步法制备纳米流体:首先制备浓度为0.04、0.07和0.10 g/L的纳米颗粒,然后与基础油混合,用超声波分散。在这些浓度下测量样品的交流击穿强度,以确定每种纳米颗粒的最佳浓度。在所有纳米颗粒类型中,对交流击穿电压提供最佳性能的最佳浓度为0.07 g/L。然后在此最佳浓度下进行导热性测试。纳米填料的加入增加了交流击穿强度和导热系数。粒径和zeta尺寸的测量进行了评估纳米流体样品的分散行为。物理讨论探讨了改进交流击穿电压和导热性的潜在原因。分析了捕获和解除捕获工艺、壳层厚度和表面改性与提高介电性能的关系。采用弹道声子输运和布朗运动机制来解释观察到的热导率的增强。这些发现表明了开发一种适用于电力变压器的新型液体介电材料的潜力。
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引用次数: 0
Unravelling the Correlation Between Moisture and TDDB in Galvanic Isolators Based on Polymeric Dielectrics 基于聚合物介质的电隔离器中水分与TDDB的关系研究
IF 4.4 2区 工程技术 Q1 ENGINEERING, ELECTRICAL & ELECTRONIC Pub Date : 2025-11-06 DOI: 10.1049/hve2.70116
Lorenzo Cantù, Jurij Lorenzo Mazzola, Matteo Greatti, Gabriele Lorenzo Scarpiello, Christian Monzio Compagnoni, Alessandro Sottocornola Spinelli, Dario Paci, Francesco Guzzi, Donata Asnaghi, Marco Salina, Fabrizio Speroni, Michele Lauria, Vincenzo Marano, Gerardo Malavena
In this paper, the impact of moisture on the time-dependent dielectric breakdown (TDDB) in polymeric dielectrics for galvanic isolators is investigated experimentally. Through ad hoc test schemes, device lifetime under electrical stress is quantitatively correlated to the moisture concentration in the samples by monitoring the latter via the permittivity of the dielectric material. Experimental data reveal that TDDB shows a strongly nonlinear dependence on moisture concentration, with device lifetime displaying, first, a strong decrease with the increase in it and, then, a net saturation. This behaviour is observed for different temperatures of the stress phase and the temperature activation of device lifetime appears to be independent of the moisture concentration. Finally, a sound physical picture is proposed to explain all the experimental evidence, allowing to get insights into the role of moisture in the TDDB of galvanic isolators based on polymeric dielectrics.
本文通过实验研究了水分对电隔离用聚合物介质中随时间变化的介电击穿(TDDB)的影响。通过特别的测试方案,器件在电应力下的寿命与样品中的水分浓度定量相关,通过介电材料的介电常数监测样品中的水分浓度。实验数据表明,TDDB对水分浓度具有强烈的非线性依赖性,设备寿命首先随着水分浓度的增加而急剧减小,然后是净饱和度。这种行为可以在应力阶段的不同温度下观察到,并且设备寿命的温度激活似乎与水分浓度无关。最后,提出了一个健全的物理图像来解释所有的实验证据,允许深入了解水分在基于聚合物电介质的电隔离器的TDDB中的作用。
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引用次数: 0
Interface Engineering for Synergistic Achievement of Enhanced Thermal Conductivity and Suppressed Dielectric Loss of Epoxy/Boron Nitride Composite 增强环氧/氮化硼复合材料导热性能和抑制介电损耗协同实现的界面工程
IF 4.9 2区 工程技术 Q1 ENGINEERING, ELECTRICAL & ELECTRONIC Pub Date : 2025-10-27 DOI: 10.1049/hve2.70112
Tengteng Niu, Zhi Zhang, Qiyuan Yi, Ying Yang

Interface design for synergistic improvement of the thermal conductivity and dielectric properties of dielectrics is urgently needed but still challenging for the next generation of electronic and electrical equipment development. Herein, the authors report a strategy to screen structural units for the interface design of polymer dielectrics working under high-frequency and high-voltage conditions. Thermal conductivity, dielectric loss, the highest occupied molecular orbital (HOMO) and the lowest unoccupied molecular orbital (LUMO) gap are employed as key parameters to be considered simultaneously in the interface design for the screening. The authors find that a rigid ring with hydroxyl groups at symmetric sites can suppress the steric hindrance of neighbouring hydrogen bonds, leading to a better phonon spectrum matching and more efficient suppression of molecular chain segment motion, which ensures the dielectric insulating performance and thermal conduction performance simultaneously. Typically, alkyl polyglucoside (APG) was selected as the optimal modifier to demonstrate the interface designing principle experimentally, exhibiting improved thermal conductivity and suppressed dielectric loss, ultimately resulting in a 4.98-fold increase in the high-frequency breakdown time. This study provides important insights into decisive structural factors necessary to achieve dielectrics with excellent insulating properties under high-frequency applications.

为了协同改善电介质的导热性和介电性能,迫切需要进行界面设计,但这对下一代电子电气设备的开发仍然具有挑战性。在此,作者报告了一种在高频和高压条件下工作的聚合物电介质界面设计中筛选结构单元的策略。热导率、介电损耗、最高已占据分子轨道(HOMO)和最低未占据分子轨道(LUMO)间隙作为界面设计中需要同时考虑的关键参数进行筛选。作者发现,在对称位置有羟基的刚性环可以抑制邻近氢键的位阻,从而使声子谱匹配更好,更有效地抑制分子链段运动,同时保证了介质绝缘性能和热传导性能。通常选择烷基聚葡萄糖苷(APG)作为最佳改性剂,通过实验证明了界面设计原理,它可以改善导热性,抑制介电损耗,最终使高频击穿时间增加4.98倍。这项研究为在高频应用中实现具有优异绝缘性能的电介质所必需的决定性结构因素提供了重要的见解。
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引用次数: 0
Study on the Impact of Contamination Containing High Proportions of Metals on the AC Flashover Characteristics of Insulators 高含金属污染对绝缘子交流闪络特性影响的研究
IF 4.4 2区 工程技术 Q1 ENGINEERING, ELECTRICAL & ELECTRONIC Pub Date : 2025-10-18 DOI: 10.1049/hve2.70101
Zhijin Zhang, Dong Zeng, Bingbing Wang, Xingliang Jiang, Jianlin Hu, Qin Hu
In heavy metal industrial areas, the issue of insulation flashover caused by metal contamination on the external insulation of transmission lines has become increasingly prominent. This paper investigates the U160B/155 porcelain insulator, examining how iron, copper and zinc metal contaminations affect its AC flashover characteristics. Furthermore, combining with leakage current, the flashover mechanism of the insulators under the influence of metal particles is analysed. The research results indicate that as the metal content increases, the insulator's flashover gradient (EL) decreases by up to 2.3%–17.2%. Different metal compositions exhibit consistent mechanisms, similarly impacting insulator's dielectric strength with copper showing slightly weaker effect. And then, based on the mechanism of metal particles' influence on the insulator's AC flashover, a formula for calculating EL is proposed and the calculated results are basically consistent with the experimental conditions. Finally, different metal compositions have similar effects on the leakage current, with an increase in metal content leading to an increase in the critical leakage current, which gradually tends to saturation. The research findings of this paper can provide references for AC flashover prediction, assessment and prevention of external insulation in areas with metal contaminants in pollution sources.
在重金属工业区,由金属污染引起的输电线路外绝缘绝缘闪络问题日益突出。本文研究了U160B/155瓷绝缘子,考察了铁、铜和锌金属污染对其交流闪络特性的影响。并结合泄漏电流,分析了金属颗粒作用下绝缘子的闪络机理。研究结果表明,随着金属含量的增加,绝缘子的闪络梯度(EL)下降幅度可达2.3% ~ 17.2%。不同金属成分对绝缘子介电强度的影响机制一致,铜对绝缘子介电强度的影响作用略弱。然后,根据金属颗粒对绝缘子交流闪络的影响机理,提出了电闪络的计算公式,计算结果与实验条件基本一致。最后,不同金属成分对泄漏电流的影响相似,金属含量的增加导致临界泄漏电流的增加,并逐渐趋于饱和。本文的研究成果可为污染源中含有金属污染物的地区交流闪络预测、评价和外绝缘防护提供参考。
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引用次数: 0
Quasi-Distributed Static/Dynamic Strain Detection of Wind Turbine Blades Based on Fibre Bragg Grating Arrays Sensing 基于光纤光栅阵列传感的风电叶片准分布式静/动态应变检测
IF 4.4 2区 工程技术 Q1 ENGINEERING, ELECTRICAL & ELECTRONIC Pub Date : 2025-10-18 DOI: 10.1049/hve2.70057
Zijie Tang, Hong Liu, Changding Wang, Yuxuan Song, Haoyuan Tian, Xuetao Duan, Weikai Zhang, Bingfei Zhang, Weigen Chen
This paper presents a quasi-distributed sensing method for wind turbine blade strain using fibre Bragg grating (FBG) arrays. The sensitive area of the blade strain variation is determined by simulation, and three fibre grating arrays are arranged on the surface of the sensitive part of the blade strain. Static experiments show that the strain is larger between 0.6 times blade length (0.6R) and 0.8 times blade length (0.8R), which is consistent with the simulation results. It is also found that the slopes of the strain versus load fitting curves are similar at different angles of attack, but the intercepts are different. The dynamic experiments show that the strain at 0.8 times blade length (0.8R) is the largest and changes most rapidly with time. The dynamic strain distribution is similar to the static experimental results. In this paper, the integration of quasi-distributed strain sensing for wind turbine blades is explored, providing a new fibre optic detection technique for strain monitoring.
提出了一种基于光纤光栅阵列的风力发电机叶片应变准分布式传感方法。通过仿真确定了叶片应变变化的敏感区,在叶片应变敏感区表面布置了三个光纤光栅阵列。静态实验结果表明,在0.6倍叶片长度(0.6 r)和0.8倍叶片长度(0.8 r)之间,应变较大,与仿真结果一致。在不同迎角下,应变-荷载拟合曲线的斜率相似,但截距不同。动态试验表明,0.8倍叶片长度(0.8 r)时的应变最大,且随时间变化最快。动态应变分布与静态试验结果相似。本文探讨了风力发电机叶片准分布式应变传感的集成,为应变监测提供了一种新的光纤检测技术。
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引用次数: 0
Thermal Effect and Hydrodynamic Perturbation in a Coplanar Nanosecond Pulse Periodic Surface Dielectric Barrier Discharge 共面纳秒脉冲周期表面介质阻挡放电中的热效应和流体动力扰动
IF 4.9 2区 工程技术 Q1 ENGINEERING, ELECTRICAL & ELECTRONIC Pub Date : 2025-10-11 DOI: 10.1049/hve2.70105
Bin Zhang, Xiaobing Zhang, Bayu Dharmaputra, Nicolas Noiray, Sergey A. Shcherbanev, Yifei Zhu

The thermal effect and hydrodynamic perturbation within a high-frequency pulse-periodic nanosecond coplanar surface dielectric barrier discharge (ncSDBD), are studied experimentally and numerically. The discharge is initiated in a coplanar open electrodes arrangement with 10 mm inter-electrode gap for pulse repetition frequencies (PRF) between 10 and 100 kHz. The discharge morphology, heat release, ozone distribution and refractive index perturbation with different repetition frequency are measured by intensified charge-coupled device (ICCD) imaging, spatially resolved emission spectroscopy, optical absorption methods and the background-oriented schlieren technique, respectively. With the increase of frequency and number of pulses, the discharge morphology changes from quasi-uniform structure at 10 kHz to filamentary mode, and a higher gas temperature is observed near the grounded electrode. In turn, the gas heating largely determines the dynamics of ozone. The discharge characteristics and hydrodynamic perturbation are modelled and analysed numerically. The existence of the exposed grounded electrode facilitates the connection between the positive and negative discharges. During the afterglow phase, a large amount of positive charge accumulates near the two exposed electrodes due to charge separation, resulting in a strong body force, which triggers the blowing up of the flow.

对高频脉冲周期纳秒共面介质阻挡放电中的热效应和流体动力扰动进行了实验和数值研究。在脉冲重复频率(PRF)在10和100khz之间的共面开放电极布置中启动放电,电极间隙为10mm。采用增强电荷耦合器件(ICCD)成像、空间分辨发射光谱、光学吸收法和背景取向纹影技术分别测量了不同重复频率下的放电形貌、热释放、臭氧分布和折射率摄动。随着脉冲频率和脉冲数的增加,放电形貌由10 kHz时的准均匀结构转变为丝状结构,且接地电极附近气体温度升高。反过来,气体加热在很大程度上决定了臭氧的动力学。对流量特性和水动力扰动进行了数值模拟和分析。暴露接地电极的存在有利于正极和负极放电之间的连接。在余辉阶段,由于电荷分离,大量的正电荷聚集在两个暴露电极附近,产生强大的体力,从而触发气流的爆发。
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引用次数: 0
Developing Implantable High-Sensitivity Piezoelectric Thin-Film Sensor to Monitor Partial Discharge of Generator Stator Windings 研制可植入式高灵敏度压电薄膜传感器监测发电机定子绕组局部放电
IF 4.4 2区 工程技术 Q1 ENGINEERING, ELECTRICAL & ELECTRONIC Pub Date : 2025-10-09 DOI: 10.1049/hve2.70108
Ming Wu, Yiming Zhao, Yunfei Zhang, Zongqiang Ren, Yankai Cui, Yongbin Liu, Lisheng Zhong, Xiaojie Lou, Jinghui Gao
Insulation failures resulting from partial discharges (PD) in generator stator windings represent a leading cause of generator breakdowns. Conventional acoustic emission sensors for detecting PD ultrasonic signals are typically made from bulky piezoelectric materials and are restricted to external placement on the generator. Their distant placement from the PD source limits sensitivity. This study presents an implantable piezoelectric thin-film ultrasonic sensor designed for high-sensitivity, real-time monitoring of PD-induced ultrasonic signals within generator stator windings. The sensor features a Pb(Zr0.52,Ti0.48)O3 thin film with an enlarged electrode area to improve sensitivity. In tests using a pencil-lead break on a polyethylene plate as the ultrasonic source, the implantable sensor exhibited a higher peak-to-peak signal than a commercial broadband sensor and nearly twice that of a commercial polyvinylidene fluoride (PVDF) sensor. The implantable sensor demonstrated an upper frequency detection limit of 80 kHz for pencil-break signals, compared to 30 kHz for both the broadband and PVDF sensors. Full-scale generator experiments validated the sensor’s high-fidelity detection of PD signals, emphasising its potential to enhance insulation condition monitoring in power systems.
发电机定子绕组局部放电(PD)引起的绝缘失效是发电机故障的主要原因。用于检测PD超声信号的传统声发射传感器通常由笨重的压电材料制成,并且限制在发生器的外部放置。它们离PD源较远的位置限制了灵敏度。本研究提出了一种可植入的压电薄膜超声传感器,用于高灵敏度、实时监测发电机定子绕组内pd感应的超声信号。该传感器采用Pb(Zr0.52,Ti0.48)O3薄膜,扩大电极面积以提高灵敏度。在使用聚乙烯板上的铅笔芯断口作为超声波源的测试中,可植入传感器显示出比商用宽带传感器更高的峰对峰信号,几乎是商用聚偏氟乙烯(PVDF)传感器的两倍。与宽带和PVDF传感器的30 kHz相比,可植入传感器对铅笔折断信号的频率检测上限为80 kHz。全尺寸发电机实验验证了该传感器对PD信号的高保真检测,强调了其在电力系统中加强绝缘状态监测的潜力。
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引用次数: 0
Research on the Data-Driven Fast Calculation Method of the Temperature Field Distribution of Valve-Side RIP Bushing Used in UHV DC Converter Transformer 特高压直流换流变压器阀侧RIP套管温度场分布数据驱动快速计算方法研究
IF 4.9 2区 工程技术 Q1 ENGINEERING, ELECTRICAL & ELECTRONIC Pub Date : 2025-10-09 DOI: 10.1049/hve2.70109
Zehua Wu, Luming Xin, Jianwei Cheng, Baoying Wu, Zeng Qiang, Qingyu Wang, Linjie Zhao, Zhiye Du

Improving the computational efficiency of multi-physics simulation and constructing a real-time online simulation method is an important way to realise the virtual–real fusion of entities and data of power equipment with digital twin. In this paper, a data-driven fast calculation method for the temperature field of resin impregnated paper (RIP) bushing used in converter transformer valve-side is proposed, which combines the data dimensionality reduction technology and the surrogate model. After applying the finite element algorithm to obtain the temperature field distribution of RIP bushing under different operation conditions as the input dataset, the proper orthogonal decomposition (POD) algorithm is adopted to reduce the order and obtain the low-dimensional projection of the temperature data. On this basis, the surrogate model is used to construct the mapping relationship between the sensor monitoring data and the low-dimensional projection, so that it can achieve the fast calculation and reconstruction of temperature field distribution. The results show that this method can effectively and quickly calculate the overall temperature field distribution of the RIP bushing. The maximum relative error and the average relative error are less than 4.5% and 0.25%, respectively. The calculation speed is at the millisecond level, meeting the needs of digitalisation of power equipment.

提高多物理场仿真的计算效率,构建实时在线仿真方法,是利用数字孪生实现电力设备实体与数据虚实融合的重要途径。本文将数据降维技术与代理模型相结合,提出了一种数据驱动的换流变压器阀侧树脂浸渍纸(RIP)衬套温度场快速计算方法。在应用有限元算法获取RIP衬套不同工况下的温度场分布作为输入数据集后,采用适当的正交分解(POD)算法对温度数据进行降阶处理,得到温度数据的低维投影。在此基础上,利用代理模型构建传感器监测数据与低维投影之间的映射关系,从而实现温度场分布的快速计算和重建。结果表明,该方法可以有效、快速地计算出RIP衬套的整体温度场分布。最大相对误差小于4.5%,平均相对误差小于0.25%。计算速度达到毫秒级,满足电力设备数字化的需要。
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引用次数: 0
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