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Reduced order modelling method for electromagnetic analysis of electrical machines 电机电磁分析的降序建模方法
IF 1.4 4区 工程技术 Q3 ENGINEERING, ELECTRICAL & ELECTRONIC Pub Date : 2024-11-12 DOI: 10.1049/smt2.12194
Bilquis Mohamodhosen, Christopher Riley, Dan Ilea

This paper presents a workflow to create a reduced order model for the electromagnetic analysis of electrical machines over its operating range so that the stator forces can be exported for mechanical analysis. A permanent magnet synchronous motor developed within the EDISON (Electric Drivetrain Integration by Simulation and OptimizatioN) project is used as a model to validate the workflow. The response surface model approximation method is used to generate the reduced order model, which is then validated by comparing with the results from finite element analyses.

本文提出了一种工作流程来创建电机在其工作范围内的电磁分析的降阶模型,从而可以导出定子力进行力学分析。在EDISON (Electric Drivetrain Integration by Simulation and OptimizatioN)项目中开发的一个永磁同步电机被用作验证工作流程的模型。采用响应面模型逼近法建立了降阶模型,并与有限元分析结果进行了对比验证。
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引用次数: 0
Multi-timescale optimal scheduling of microgrids for generating new energy output scenarios based on correction error sampling intervals 基于修正误差采样间隔的微电网多时间尺度优化调度,生成新能源输出方案
IF 1.4 4区 工程技术 Q3 ENGINEERING, ELECTRICAL & ELECTRONIC Pub Date : 2024-11-05 DOI: 10.1049/smt2.12226
Ruimiao Wang, Xiaowei Fan, Haifeng Yang, Guangde Dong, Yi Yang, Jingang Wang

Microgrid can realize energy saving and emission reduction and multi-energy complementation, but the fluctuation of renewable energy output and the error of day-ahead scheduling will threaten the stability of microgrid operation. For this reason, this article proposes a microgrid multi-timescale optimal scheduling method based on new energy output scenario generation. First, the microgrid framework of this article is introduced, and an energy cycle emission reduction model taking into account electricity-to-gas conversion is designed; second, a new energy prediction error model is established based on the prediction box and Gaussian hybrid model, and the scenario of wind and photovoltaic power generation is generated by correcting the sampling intervals for error sampling; and then, based on the day-ahead scheduling plan, an intraday cooling, heating and electricity two-layer rolling optimization model is established to correct the day-ahead scenario. Finally, the example analysis shows that the cyclic emission reduction model can realize the recycling of resources, reduce the fuel cost and carbon emission, and the generation of scenarios for wind power can smooth out the fluctuation of new energy power, which, together with the intra-day two-layer rolling optimization, can reduce the day-ahead scheduling error and improve the stability of microgrid operation.

微电网可以实现节能减排和多能互补,但可再生能源出力的波动和日前调度的误差会威胁微电网运行的稳定性。为此,本文提出了一种基于新能源输出情景生成的微电网多时段优化调度方法。首先,介绍了本文的微电网框架,设计了考虑电-气转换的能量循环减排模型;其次,建立了基于预测框和高斯混合模型的新能源预测误差模型,通过修正误差采样间隔生成风电和光伏发电场景;然后,基于日前调度计划,建立日内冷热电双层滚动优化模型,对日前场景进行修正。最后,实例分析表明,循环减排模型可以实现资源的循环利用,降低燃料成本和碳排放,风电的情景生成可以平滑新能源电力的波动,配合日内两层滚动优化,可以减少日前调度误差,提高微电网运行的稳定性。
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引用次数: 0
An online method for identifying metering relative errors in wide-area interconnection CVTs using PMU measurements, SDP graphs, and ResNet50-L1M 利用PMU测量、SDP图和ResNet50-L1M在线识别广域互连cvt计量相对误差的方法
IF 1.4 4区 工程技术 Q3 ENGINEERING, ELECTRICAL & ELECTRONIC Pub Date : 2024-10-23 DOI: 10.1049/smt2.12225
Chunyang Jiang, Shengguo Xia, Feng Zhou, Xiaodong Yin, Bolun Du

This paper proposes an online identification method utilizing phasor measurement unit (PMU) measurements, symmetric dot pattern (SDP) graphs, and the ResNet50-L1 M model to facilitate the rapid identification of metering relative errors among interconnected capacitor voltage transformers (CVTs) in wide-area substations within power systems. First, PMUs measured the three-phase voltage data from interconnected CVTs across wide-area substations. The amplitude differences of the three-phase voltages were converted into Euclidean distances, which were then transformed into SDP graphs, with each type of metering relative error corresponding to a distinct SDP graph. The ResNet50-L1 M model was established by integrating an L1 norm-based attention mechanism into the ResNet50 architecture. This model was then trained on CVT SDP graphs representing various error states to develop an online error identification system. The effectiveness of the proposed method was evaluated based on data from the “Houshou transmission line” in Ningxia province, which connects the 330 kV Niushoushan substation and the 330 kV Houqiao substation operated by the State Grid Corporation of China. With 16 different error states tested, the model achieved an identification accuracy rate of 89.39%, demonstrating a notable improvement over other methods in comparative tests.

本文提出了一种在线识别方法,利用相量测量单元(PMU)测量、对称点图形(SDP)和 ResNet50-L1 M 模型,快速识别电力系统内广域变电站中相互连接的电容式电压互感器(CVT)之间的计量相对误差。首先,PMU 测量了广域变电站中相互连接的 CVT 的三相电压数据。三相电压的幅值差被转换成欧氏距离,然后转换成 SDP 图,每种计量相对误差对应一个不同的 SDP 图。ResNet50-L1 M 模型是通过在 ResNet50 架构中集成基于 L1 规范的注意机制而建立的。然后在代表各种错误状态的 CVT SDP 图上对该模型进行训练,以开发在线错误识别系统。基于宁夏 "后寿输电线路 "的数据,评估了所提方法的有效性,该线路连接国家电网公司运营的 330 千伏牛首山变电站和 330 千伏后桥变电站。在测试了 16 种不同的误差状态后,该模型的识别准确率达到 89.39%,在对比测试中明显优于其他方法。
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引用次数: 0
In situ monitoring of defects in steel structures using a robot-assisted ultrasonic inspection technique 利用机器人辅助超声波检测技术对钢结构缺陷进行现场监测
IF 1.4 4区 工程技术 Q3 ENGINEERING, ELECTRICAL & ELECTRONIC Pub Date : 2024-10-17 DOI: 10.1049/smt2.12223
Hamidreza Besharatifard, Saeed Hasanzadeh

Incidents in extreme environments can bring unprecedented consequences that would endanger the lives of many humans. Real-time and early detection of cracks and defects in the steel used for the construction of industrial sites can bring many benefits to remote operators and site managers. Although different methods and systems have been proposed in the past, they are not suitable for real-time fault detection or long-term operation in harsh environments. Therefore, this paper proposes a low-power robotic platform with a magnetic actuator mechanism which is capable of wireless inspection of steel structures using the ultrasonic method. The proposed magnetic motion uses the inertia force generated by the piston vibration and the difference in frictional force during movement. The paper evaluates the performance of the steel structure defect detection system from four different perspectives: sensing principle, wireless communication network, driving part, and power supply.

极端环境下的事故可能会带来前所未有的后果,危及许多人的生命。实时和早期检测工业场地建设所用钢材中的裂缝和缺陷可为远程操作人员和场地管理人员带来诸多益处。虽然过去已经提出了不同的方法和系统,但它们并不适合实时故障检测或在恶劣环境中长期运行。因此,本文提出了一种带有磁性致动器机构的低功耗机器人平台,能够利用超声波方法对钢结构进行无线检测。所提出的磁性运动利用了活塞振动产生的惯性力和运动过程中的摩擦力差。论文从传感原理、无线通信网络、驱动部件和电源四个不同角度评估了钢结构缺陷检测系统的性能。
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引用次数: 0
Design of non-contact capacitive displacement detection methods for magnetic levitated sphere 磁悬浮球非接触式电容位移检测方法的设计
IF 1.4 4区 工程技术 Q3 ENGINEERING, ELECTRICAL & ELECTRONIC Pub Date : 2024-09-19 DOI: 10.1049/smt2.12218
Xing Huang, Guoxiang Hua, Weiwei Li, Jiyuan Yan

To meet the demand for non-contact displacement detection of magnetic levitation spheres, single-ended and differential variable electrode distance capacitance displacement detection schemes are designed in this paper. For these two schemes, finite element simulation models are established in COMSOL Multiphysics software to obtain the relationship between the test capacitance and the displacement of the magnetic levitation sphere. In the single-ended scheme, there is a non-linear relationship between the test capacitance and the position of the levitated sphere, and this non-linearity becomes more significant as the sphere moves away from the electrode plate. In contrast, in the differential scheme, the test capacitance and the displacement of the levitated sphere follow a linear relationship, but the test sensitivity decreases with the expansion of the measuring range. The simulation results of the differential scheme have been verified by building a spherical displacement detection simulator, and thanks to the mature development of capacitive detection circuits, the scheme is expected to achieve better than nanoscale displacement detection resolution in the 6.6 mm displacement range of a magnetic levitation sphere in the future.

为满足磁悬浮球非接触位移检测的需求,本文设计了单端和差分变电极距离电容位移检测方案。针对这两种方案,在 COMSOL Multiphysics 软件中建立了有限元仿真模型,以获得测试电容与磁悬浮球位移之间的关系。在单端方案中,测试电容与磁悬浮球的位置之间存在非线性关系,当磁悬浮球远离电极板时,这种非线性关系变得更加明显。相比之下,在差分方案中,测试电容与悬浮球的位移呈线性关系,但测试灵敏度会随着测量范围的扩大而降低。差分方案的仿真结果已通过建立球形位移检测仿真器得到验证,得益于电容检测电路的成熟发展,该方案有望在未来实现磁悬浮球 6.6 毫米位移范围内优于纳米级的位移检测分辨率。
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引用次数: 0
Advances in computational electromagnetics: Selected extended papers from the International Conference on Computational Electromagnetics (CEM) 2023 计算电磁学的进展:2023 年计算电磁学(CEM)国际会议扩展论文选
IF 1.4 4区 工程技术 Q3 ENGINEERING, ELECTRICAL & ELECTRONIC Pub Date : 2024-09-16 DOI: 10.1049/smt2.12221
Cris Emson

It is my great pleasure to be editing this special section of the IET Science, Measurement and Technology (SMT) to include some representative papers from the recent CEM Conference which took place in Cannes, France on 11–14 April 2023.

The International Conference on Computation in Electromagnetics (CEM) has been the flagship bi-annual event of the Electromagnetics TPN since 1992, but this is the first time it has been run independently from the IET (although we are pleased that they continued to co-sponsored the event). This was the 11th Conference in the series, and as with previous events, it provided a forum for the presentation and discussion of research into computational techniques for solving problems in electromagnetics, with a focus on aspects and applications of numerical modelling based on these techniques.

The technical scope of the conference series includes Techniques of Computational Electromagnetics, Numerical Methods, plus Applications of Computational Electromagnetics. Both low and high-frequency fields were covered, as well as electromagnetic hazards and EMC, and the use of CEM in Education.

More information is available on the Conference web site: www.cem2025.com and we look forward to seeing you in Bruges in 2025.

Dr. Cris Emson studied electronic engineering at Hull University, and received his Bachelor's degree with Honours in 1977. Since then he has obtained a Master's degree in Microwave and Communications Engineering from Leeds University, and a Ph.D. from the University of Wales Swansea on special finite element techniques for unbounded electromagnetic propagation problems.

In 1982 he joined the Rutherford Appleton Laboratory to develop numerical methods for modelling three-dimensional eddy current problems, and after its formation he joined Vector Fields Ltd, developing software packages for 3D eddy current and high-frequency analyses. In 2004 he moved to the USA to take over as Vice-President of Vector Fields Inc.

On returning to the UK in 2007 he joined Infolytica Europe. Following the acquisition of the Infolytica software by Mentor (a Siemens Business) in 2017, he took the European arm of the company and changed its name to Infologic Design Ltd, to continue with the sales and support of the electromagnetic software and related services.

He has published over 90 technical papers and reports, mainly in the areas of eddy current modelling and special techniques for computational modelling. He has also been actively involved with the IET (formerly IEE) for many years and is a past Chairman of the Science and Engineering Technology Board. He has been a member of the organising committee of each IEE CEM Conference since the second, held in 1994.

我很高兴能编辑 IET 科学、测量和技术 (SMT) 的这一特别栏目,其中包括最近于 2023 年 4 月 11-14 日在法国戛纳举行的 CEM 会议的一些代表性论文。自 1992 年以来,国际电磁学计算会议 (CEM) 一直是电磁学主题方案网络 (TPN) 两年一度的旗舰活动,但这是它首次独立于 IET 举办(尽管我们很高兴他们继续共同赞助该活动)。这是该系列会议的第 11 次会议,与之前的会议一样,它为介绍和讨论解决电磁学问题的计算技术研究提供了一个论坛,重点是基于这些技术的数值建模的各个方面和应用。会议内容包括低频和高频领域、电磁危害和电磁兼容性,以及计算电磁学在教育中的应用。更多信息请访问会议网站:www.cem2025.com,我们期待着 2025 年在布鲁日与您相见。Cris Emson 博士曾在赫尔大学攻读电子工程学,并于 1977 年以优异成绩获得学士学位。此后,他获得了利兹大学微波与通信工程硕士学位和威尔士斯旺西大学博士学位,研究无边界电磁传播问题的特殊有限元技术。1982 年,他加入卢瑟福阿普尔顿实验室,开发三维涡流问题建模的数值方法,实验室成立后,他加入了 Vector Fields 有限公司,开发三维涡流和高频分析软件包。2004 年,他前往美国担任 Vector Fields 公司副总裁。2007 年返回英国后,他加入了欧洲 Infolytica 公司。2017 年,Infolytica 软件被 Mentor(西门子旗下企业)收购后,他接管了该公司的欧洲分部,并将其更名为 Infologic Design Ltd,继续从事电磁软件的销售和支持以及相关服务。他发表了 90 多篇技术论文和报告,主要涉及涡流建模和计算建模特殊技术领域。多年来,他一直积极参与 IET(前身为 IEE)的工作,曾任科学与工程技术委员会主席。自 1994 年第二届 IEE CEM 会议以来,他一直是每届 IEE CEM 会议组织委员会的成员。
{"title":"Advances in computational electromagnetics: Selected extended papers from the International Conference on Computational Electromagnetics (CEM) 2023","authors":"Cris Emson","doi":"10.1049/smt2.12221","DOIUrl":"https://doi.org/10.1049/smt2.12221","url":null,"abstract":"<p>It is my great pleasure to be editing this special section of the IET Science, Measurement and Technology (SMT) to include some representative papers from the recent CEM Conference which took place in Cannes, France on 11–14 April 2023.</p><p>The International Conference on Computation in Electromagnetics (CEM) has been the flagship bi-annual event of the Electromagnetics TPN since 1992, but this is the first time it has been run independently from the IET (although we are pleased that they continued to co-sponsored the event). This was the 11th Conference in the series, and as with previous events, it provided a forum for the presentation and discussion of research into computational techniques for solving problems in electromagnetics, with a focus on aspects and applications of numerical modelling based on these techniques.</p><p>The technical scope of the conference series includes Techniques of Computational Electromagnetics, Numerical Methods, plus Applications of Computational Electromagnetics. Both low and high-frequency fields were covered, as well as electromagnetic hazards and EMC, and the use of CEM in Education.</p><p>More information is available on the Conference web site: www.cem2025.com and we look forward to seeing you in Bruges in 2025.</p><p></p><p>Dr. Cris Emson studied electronic engineering at Hull University, and received his Bachelor's degree with Honours in 1977. Since then he has obtained a Master's degree in Microwave and Communications Engineering from Leeds University, and a Ph.D. from the University of Wales Swansea on special finite element techniques for unbounded electromagnetic propagation problems.</p><p>In 1982 he joined the Rutherford Appleton Laboratory to develop numerical methods for modelling three-dimensional eddy current problems, and after its formation he joined Vector Fields Ltd, developing software packages for 3D eddy current and high-frequency analyses. In 2004 he moved to the USA to take over as Vice-President of Vector Fields Inc.</p><p>On returning to the UK in 2007 he joined Infolytica Europe. Following the acquisition of the Infolytica software by Mentor (a Siemens Business) in 2017, he took the European arm of the company and changed its name to Infologic Design Ltd, to continue with the sales and support of the electromagnetic software and related services.</p><p>He has published over 90 technical papers and reports, mainly in the areas of eddy current modelling and special techniques for computational modelling. He has also been actively involved with the IET (formerly IEE) for many years and is a past Chairman of the Science and Engineering Technology Board. He has been a member of the organising committee of each IEE CEM Conference since the second, held in 1994.</p>","PeriodicalId":54999,"journal":{"name":"Iet Science Measurement & Technology","volume":"18 9","pages":"453-454"},"PeriodicalIF":1.4,"publicationDate":"2024-09-16","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://onlinelibrary.wiley.com/doi/epdf/10.1049/smt2.12221","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"142665944","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
Process deviation detection method for dry-type air-core reactor based on power factor frequency characteristics 基于功率因数频率特性的干式空心反应堆工艺偏差检测方法
IF 1.4 4区 工程技术 Q3 ENGINEERING, ELECTRICAL & ELECTRONIC Pub Date : 2024-09-10 DOI: 10.1049/smt2.12222
Yonghong Wang, Xingyu Ge, Yu Zhuang, Zihe Meng, Chunming Zhao

To address the problem that the process deviation of dry-type air-core reactors cannot be effectively detected, electrical parameters of reactor are numerically analysed at different frequencies. A new method of process deviation detection by the power factor frequency characteristic is proposed. Considering on-site power frequency interference, a harmonic analysis method is proposed, which is based on the integer multiple of the power frequency cycle, to calculate the power factor. The results show that the resistance loss remains relatively constant at power frequency and gradually increases at higher frequencies with the number of deviation turns increases. The eddy current loss remains basically unchanged at different turn deviations and frequencies. The change laws of resistance loss and the resistance loss power factor are the same. In a double logarithmic coordinate system, resistance loss power factor changes from linear to non-linear. The non-linearity degree can be used to detect the process deviation. The test results are consistent with the theory, and the correctness of the detection method is verified.

针对无法有效检测干式空芯电抗器工艺偏差的问题,对电抗器在不同频率下的电气参数进行了数值分析。提出了一种利用功率因数频率特性检测工艺偏差的新方法。考虑到现场工频干扰,提出了一种基于工频周期整数倍的谐波分析方法来计算功率因数。结果表明,电阻损耗在电源频率下保持相对恒定,在较高频率下随着偏差匝数的增加而逐渐增大。涡流损耗在不同匝数偏差和频率下基本保持不变。电阻损耗和电阻损耗功率因数的变化规律相同。在双对数坐标系中,电阻损耗功率因数由线性变为非线性。非线性程度可用于检测工艺偏差。测试结果与理论相符,验证了检测方法的正确性。
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引用次数: 0
Detection of failures in HV surge arrester using chaos pattern with deep learning neural network 利用深度学习神经网络的混沌模式检测高压避雷器故障
IF 1.4 4区 工程技术 Q3 ENGINEERING, ELECTRICAL & ELECTRONIC Pub Date : 2024-08-23 DOI: 10.1049/smt2.12214
Chun-Chun Hung, Meng-Hui Wang, Shiue-Der Lu, Cheng-Chien Kuo

As a protective component of HV equipment, the primary function of a surge arrester is to mitigate the impact of surge voltages. When a surge arrester fails, the equipment it protects becomes vulnerable to damage. This study integrates chaotic systems with Convolutional Neural Networks (CNN) to diagnose faults in HV surge arresters. The Partial Discharge (PD) test was initially performed on six HV surge arrester fault models. The Discrete Wavelet Transform (DWT) was performed for filtering the PD signals. Subsequently, the Chen-Lee chaotic system converted the filtered PD signals into a dynamic error scatter diagram, creating a feature map of various fault states. This feature map was then used as the input layer to train the CNN model. The results demonstrate that the proposed CNN achieved an accuracy of 97.0%, outperforming AlexNet and traditional methods using Histograms of Oriented Gradients (HOG) combined with Support Vector Machine (SVM), Decision Tree (DT), Backpropagation Neural Network (BPNN), and K-Nearest Neighbor (KNN). This study also incorporates the LabVIEW graphic control software with a fault diagnosis system for HV surge arresters. The PD data can identify the fault type in real-time, enhancing power equipment maintenance efficiency.

作为高压设备的保护元件,避雷器的主要功能是减轻浪涌电压的影响。当避雷器发生故障时,其保护的设备很容易受到损坏。本研究将混沌系统与卷积神经网络(CNN)相结合,诊断高压避雷器的故障。最初对六个高压避雷器故障模型进行了局部放电(PD)测试。采用离散小波变换 (DWT) 对局部放电信号进行滤波。随后,Chen-Lee 混沌系统将滤波后的 PD 信号转换为动态误差散点图,创建了各种故障状态的特征图。然后将该特征图作为输入层来训练 CNN 模型。结果表明,所提出的 CNN 准确率达到 97.0%,优于 AlexNet 和使用直方图梯度(HOG)结合支持向量机(SVM)、决策树(DT)、反向传播神经网络(BPNN)和 K-近邻(KNN)的传统方法。本研究还将 LabVIEW 图形控制软件与高压避雷器故障诊断系统相结合。PD 数据可实时识别故障类型,提高电力设备维护效率。
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引用次数: 0
Influence of inclination angle on the pollution flashover voltage of contaminated silicone rubber 倾角对污染硅橡胶污染闪络电压的影响
IF 1.4 4区 工程技术 Q3 ENGINEERING, ELECTRICAL & ELECTRONIC Pub Date : 2024-08-22 DOI: 10.1049/smt2.12217
Hailiang Lu, Wei Wang, Yirui Zhang, Keren Shao, Wenhua Wu, Hu Zhang, Tian Yuan, Chun Li, Xishan Wen, Lei Lan

V-shaped composite insulator strings exhibit excellent resistance to pollution and wind deviation, resulting in their widespread use in transmission lines. The correlation between inclination angle of the shed surface and pollution flashover voltage can reflect the pollution flashover characteristics of V-shaped composite insulator strings. Therefore, the relationship between inclination angle and pollution flashover voltage was studied through artificial pollution testing methods, and the relationship between inclination angle and degree of wetting was studied using the method of adding water to increase weight. The results of this study indicated that as the inclination angle increased within the range of 0°–180°, the degree of wetting on the surface of contaminated silicone rubber gradually decreased, whereas the pollution flashover voltage continuously increased. A model of water droplet collision and wetting on the surface of contaminated silicone rubber at different inclination angles was established. This model revealed that the gravity-induced difference in the wetting states of the surface of contaminated silicone rubber under different inclination angles was responsible for the variation in pollution flashover voltages, with the maximum variation being 116.52%. The results of this study can inform the design and operation of V-shaped composite insulators.

V 型复合绝缘子串具有优异的抗污染和抗风偏性能,因此在输电线路中得到了广泛应用。棚面倾角与污染闪络电压的相关性可以反映出 V 型复合绝缘子串的污染闪络特性。因此,通过人工污染试验方法研究了倾角与污染闪络电压的关系,并采用加水增重的方法研究了倾角与润湿程度的关系。研究结果表明,随着倾角在 0°-180° 范围内增大,受污染硅橡胶表面的润湿程度逐渐降低,而污染闪变电压则持续升高。建立了不同倾角下水滴在受污染硅橡胶表面碰撞和润湿的模型。该模型表明,不同倾角下受污染硅橡胶表面润湿状态的重力差异是污染闪变电压变化的原因,最大变化为 116.52%。该研究结果可为 V 型复合绝缘子的设计和运行提供参考。
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引用次数: 0
Universal domain adaptation for machinery fault diagnosis based on multi-scale dual attention network and entropy-based clustering 基于多尺度双注意网络和基于熵的聚类的机械故障诊断通用域自适应
IF 1.4 4区 工程技术 Q3 ENGINEERING, ELECTRICAL & ELECTRONIC Pub Date : 2024-08-13 DOI: 10.1049/smt2.12213
Chun-Yao Lee, Guang-Lin Zhuo

Recently, data-driven cross-domain fault diagnosis methods for rotating machinery have been successfully developed. However, most existing diagnostic methods assume that the label spaces of the source and target domains are the same. In practice, the relationship between the label space of the source domain and the target domain is unknown, that is, the universal domain adaptation (UDA) problem. Existing overall domain distribution alignment methods are less effective in facing UDA problems. Thus, this article proposes a deep learning-based UDA model. First, the proposed model combines multi-scale learning and dual attention block, which can improve the capability to extract effective features. Then, an entropy optimization strategy is introduced to promote target domain sample clustering without prior knowledge. Finally, the effectiveness of the proposed model is verified on a public dataset of rotating machinery. The results show that the proposed method outperforms six existing cross-domain fault diagnosis methods.

最近,针对旋转机械的数据驱动跨域故障诊断方法已成功开发出来。然而,大多数现有诊断方法都假设源域和目标域的标签空间是相同的。实际上,源域和目标域的标签空间之间的关系是未知的,即通用域适应(UDA)问题。现有的总体域分布配准方法在面对 UDA 问题时效果较差。因此,本文提出了一种基于深度学习的 UDA 模型。首先,本文提出的模型结合了多尺度学习和双注意力区块,可以提高提取有效特征的能力。然后,引入熵优化策略,促进目标域样本聚类,而无需先验知识。最后,在旋转机械公共数据集上验证了所提模型的有效性。结果表明,所提出的方法优于现有的六种跨域故障诊断方法。
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引用次数: 0
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Iet Science Measurement & Technology
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