Iet Electric Power Applications最新文献

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Structural optimisation of oil immersed transformer winding block washers based on WOA-DRBF surrogate model optimisation strategy 基于WOA-DRBF代理模型优化策略的油浸式变压器绕组垫圈结构优化
IF 1.5 4区 工程技术
Iet Electric Power Applications Pub Date : 2025-02-01 DOI: 10.1049/elp2.70003
Yufei Dong, Chenglong Gao, Wenxin Xiang, Gang Liu, Yunpeng Liu, Yang Liu, Zhenbin Du
{"title":"Structural optimisation of oil immersed transformer winding block washers based on WOA-DRBF surrogate model optimisation strategy","authors":"Yufei Dong,&nbsp;Chenglong Gao,&nbsp;Wenxin Xiang,&nbsp;Gang Liu,&nbsp;Yunpeng Liu,&nbsp;Yang Liu,&nbsp;Zhenbin Du","doi":"10.1049/elp2.70003","DOIUrl":"https://doi.org/10.1049/elp2.70003","url":null,"abstract":"<p>In order to reduce the transformer winding hot spot temperature (HST), a dynamic radial basis function surrogate model optimisation strategy is proposed to optimise the structure of the forced oil circulation transformer winding's block washers in this paper. The whale optimisation algorithm (WOA) is introduced to obtain the optimal hyperparameter, and the WOA-DRBF surrogate model optimisation strategy is used to improve the fitting and optimisation ability. After optimisation, the HST corresponding to the size of the block washers decreased by 3.67°C, and the maximal temperature rise decreased by 12.93%, effectively ameliorating the phenomenon of excessive local temperature rise within each partition. Comparing the above optimisation results with those of the WOA-RBF static surrogate model and the genetic algorithm (GA), the proposed method shows superior performance in both optimisation search capability and efficiency. Comparing the optimisation efficiencies of the three methods, the number of model calls for the WOA-DRBF method is 23.89% of the WOA-RBF method and 1.77% of the GA method, respectively. The proposed method significantly enhances optimisation efficiency while improving global optimisation search capability. It offers a feasible solution for efficiently and accurately solving the optimisation problem of the transformer winding's block washer.</p>","PeriodicalId":13352,"journal":{"name":"Iet Electric Power Applications","volume":"19 1","pages":""},"PeriodicalIF":1.5,"publicationDate":"2025-02-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://onlinelibrary.wiley.com/doi/epdf/10.1049/elp2.70003","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"143110672","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
Closed-loop input current control strategy based on waveform similarity index for the emerging matrix converters with harmonic injection technique 基于波形相似度指标的新型谐波注入矩阵变换器闭环输入电流控制策略
IF 1.5 4区 工程技术
Iet Electric Power Applications Pub Date : 2025-01-30 DOI: 10.1049/elp2.70005
Zhichao Yang, Jiaxing Lei, Bingtuan Gao, Wu Chen
{"title":"Closed-loop input current control strategy based on waveform similarity index for the emerging matrix converters with harmonic injection technique","authors":"Zhichao Yang,&nbsp;Jiaxing Lei,&nbsp;Bingtuan Gao,&nbsp;Wu Chen","doi":"10.1049/elp2.70005","DOIUrl":"https://doi.org/10.1049/elp2.70005","url":null,"abstract":"<p>Harmonic injection matrix converter (HIMC) achieves direct AC-AC power conversion with maximum voltage transfer and reduced transistor capacity. However, the existing open-loop current control method for HIMC may bring in low-order harmonics if the injected harmonic current deviates from its desired value. To address this issue, this paper proposes a closed-loop input current control strategy based on the waveform similarity index (WSI) for these emerging MC topologies. The WSIs are defined as the ratios of the corresponding input currents against the maximum and minimum input voltages. Multi resonant controllers are adopted to regulate the WSI difference so that its low-order harmonics are eliminated, which generate an additional signal to correct the injected harmonic current. By adopting the proposed current control strategy, the 5th and 7th harmonics are suppressed to lower than 1.0% under the sinusoidal input voltages and nominal load scenario. Even with inaccuracies in the reference harmonic current generation, the proposed strategy enables the input currents to approach sinusoidal waveforms with significantly reduced WSIs difference, thus enhancing the input power factor over the conventional open-loop method. Besides, the proposed method is effective under unbalanced and distorted conditions through the experimental verification.</p>","PeriodicalId":13352,"journal":{"name":"Iet Electric Power Applications","volume":"19 1","pages":""},"PeriodicalIF":1.5,"publicationDate":"2025-01-30","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://onlinelibrary.wiley.com/doi/epdf/10.1049/elp2.70005","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"143120795","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
A modified partitioned-stator flux-switching permanent magnet machine for enhancing torque-density in electric vehicle powertrains 一种用于提高电动汽车动力系统转矩密度的改进型分定子磁通开关永磁电机
IF 1.5 4区 工程技术
Iet Electric Power Applications Pub Date : 2025-01-30 DOI: 10.1049/elp2.70000
Sadjad Shafiei, Tohid Sharifi, Mohammad Ali Noroozi Dehdez, Mehdi Bagheri
{"title":"A modified partitioned-stator flux-switching permanent magnet machine for enhancing torque-density in electric vehicle powertrains","authors":"Sadjad Shafiei,&nbsp;Tohid Sharifi,&nbsp;Mohammad Ali Noroozi Dehdez,&nbsp;Mehdi Bagheri","doi":"10.1049/elp2.70000","DOIUrl":"https://doi.org/10.1049/elp2.70000","url":null,"abstract":"<p>This study proposes a modified partitioned-stator flux-switching permanent magnet (PS-FSPM) machine and reduces the permanent magnet usage in conventional PS-FSPM machines. To achieve this goal, the stators of the conventional PS-FSPM with outer-armature/inner-PM (OA/IPM PS-FSPM) structure are swapped to realise a PS-FSPM with outer-PM/inner-armature (OPM/IA PS-FSPM) design. The machine topology along with the operating principles are described in detail, and an analytical airgap permeance model is introduced for the proposed machine. The number of rotor modules, the widths of the magnets and rotor modules, as well as the split ratio (SR), are optimised through sensitivity analysis to achieve higher torque density and reduced torque ripple, compared with the conventional structure. Moreover, a flux barrier in the exterior surface of the outer stator is adopted to improve the proposed structure to reach a higher flux concentration in the airgap and reduce iron volume consumption. The thermal analysis results using the computational fluid dynamics modelling indicate that the temperatures of both insulation and permanent magnets remain within specified operating limits. Finally, apart from the finite element analysis (FEA), an experimental study is performed to evaluate the feasibility of fabricating a machine equipped with a high number of rotor modular teeth.</p>","PeriodicalId":13352,"journal":{"name":"Iet Electric Power Applications","volume":"19 1","pages":""},"PeriodicalIF":1.5,"publicationDate":"2025-01-30","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://onlinelibrary.wiley.com/doi/epdf/10.1049/elp2.70000","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"143121166","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
Design and analysis of a novel asymmetric PM-assisted synchronous reluctance motor used for electric vehicles 一种新型非对称永磁同步磁阻电机的设计与分析
IF 1.5 4区 工程技术
Iet Electric Power Applications Pub Date : 2025-01-27 DOI: 10.1049/elp2.12540
Weinan Wang, Shuo Wang, Liangkuan Zhu, Xiaokun Zhao, Jian Wei
{"title":"Design and analysis of a novel asymmetric PM-assisted synchronous reluctance motor used for electric vehicles","authors":"Weinan Wang,&nbsp;Shuo Wang,&nbsp;Liangkuan Zhu,&nbsp;Xiaokun Zhao,&nbsp;Jian Wei","doi":"10.1049/elp2.12540","DOIUrl":"https://doi.org/10.1049/elp2.12540","url":null,"abstract":"<p>This paper proposes a novel asymmetric permanent magnet assisted synchronous reluctance motor (APMA-SynRM) used for electric vehicles (EVs), which adopts the magnetic isolation flux barrier to enhance the effect of magnetic field shifting. Firstly, the magnetic field shifting principle and magnetic circuit model of APMA-SynRM are analysed. Then, a new design method of APMA-SynRM that makes the reluctance torque and permanent magnet (PM) torque reach the peak value at same current angle is proposed. According to the design method's analysis, the condition that the structural and magnetic property parameters of APMA-SynRM should meet is obtained, which provides significant reference for the APMA-SynRM's design. After that, an APMA-SynRM scheme is designed to verify the design method's accuracy and effectiveness. Finally, the electromagnetic and mechanical strength performances of APMA-SynRM and corresponding permanent magnet assisted synchronous reluctance motor (PMA-SynRM) are studied, which demonstrates the feasibility of APMA-SynRM's application in EVs.</p>","PeriodicalId":13352,"journal":{"name":"Iet Electric Power Applications","volume":"19 1","pages":""},"PeriodicalIF":1.5,"publicationDate":"2025-01-27","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://onlinelibrary.wiley.com/doi/epdf/10.1049/elp2.12540","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"143119845","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
Fault diagnosis of high-voltage circuit breaker based on open-set theory fusion model 基于开集理论的高压断路器故障诊断
IF 1.5 4区 工程技术
Iet Electric Power Applications Pub Date : 2025-01-22 DOI: 10.1049/elp2.12539
Jinglong Zhou, Hongshan Zhao, Shiyu Lin, Haoming Si, Bohan Li
{"title":"Fault diagnosis of high-voltage circuit breaker based on open-set theory fusion model","authors":"Jinglong Zhou,&nbsp;Hongshan Zhao,&nbsp;Shiyu Lin,&nbsp;Haoming Si,&nbsp;Bohan Li","doi":"10.1049/elp2.12539","DOIUrl":"https://doi.org/10.1049/elp2.12539","url":null,"abstract":"<p>Fault diagnosis of high voltage circuit breaker is an important aspect of electrical equipment intelligence. To effectively identify unknown faults, this paper proposes a high-voltage circuit breaker fault diagnosis method based on open set fusion model (OSFM). Firstly, the current data and vibration data are processed using sequential variational mode decomposition and Fourier transform, respectively, to extract data features, thereby constructing the original feature set of the current-vibration signal, which is then input into the Transformer model for further feature extraction. Secondly, the open-set discriminant model based on the extreme value theory is proposed, and the data output by transformer is input into classifier to realise open-set fault diagnosis. Finally, the tree-structured parzen estimator is used to optimise the selection of transformer model parameters and discriminator acceptance probability. The efficacy of the OSFM was evaluated through experimentation on experimental platform. The results demonstrated that the OSFM method can effectively recognise previously unidentified class faults while maintaining accurate recognition of known classes. Compared with other open-set classification techniques, OSFM can improve the recognition accuracy by up to 38.36%.</p>","PeriodicalId":13352,"journal":{"name":"Iet Electric Power Applications","volume":"19 1","pages":""},"PeriodicalIF":1.5,"publicationDate":"2025-01-22","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://onlinelibrary.wiley.com/doi/epdf/10.1049/elp2.12539","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"143117917","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
Robust multi-objective optimisation of an axial-radial flux hybrid excitation permanent magnet synchronous motors based on improved sequential Taguchi method 基于改进序贯田口法的轴-径向磁通混合励磁永磁同步电机鲁棒多目标优化
IF 1.5 4区 工程技术
Iet Electric Power Applications Pub Date : 2025-01-22 DOI: 10.1049/elp2.12543
Naixi Xu, Ning Li, Xiaodong Sun, Yong Wang, Bingkuan Wan
{"title":"Robust multi-objective optimisation of an axial-radial flux hybrid excitation permanent magnet synchronous motors based on improved sequential Taguchi method","authors":"Naixi Xu,&nbsp;Ning Li,&nbsp;Xiaodong Sun,&nbsp;Yong Wang,&nbsp;Bingkuan Wan","doi":"10.1049/elp2.12543","DOIUrl":"https://doi.org/10.1049/elp2.12543","url":null,"abstract":"<p>This paper proposes a novel axial-radial flux hybrid excitation permanent magnet synchronous motor (ARFHE-PMSM), which has better space utilisation and torque density than traditional radial flux PMSM (RFPMM) and axial flux PMSM (AFPMSM). Due to the complex mechanical structure of ARFHE-PMSM, the computation burden is higher and larger than RFPMM and AFPMSM. Therefore, the sequential Taguchi optimisation method is proposed to improve the performance of ARFHE-PMSM and reduce computation burden. The torque, torque ripple, core loss and permanent magnet volume of ARFHE-PMSM are optimisation targets. In the optimisation process, the design parameters are divided into non-sensitive and sensitive parameters based on the sensitivity analysis results. The non-sensitive parameters are first optimised through the finite element model and then the sensitive parameters are optimised. The motor's manufacturing errors are considered in the optimisation process, and the Gaussian membership function and characteristic index are utilised to transform the multi-objective optimisation problem into a single-objective optimisation problem. The iterative Taguchi method narrows the optimisation scope until the convergence conditions are met. The optimal combination of different design parameters of the motor is obtained by analysing the experimental results. Compared with the initial design, the electromagnetic performance and robustness of the ARFHE-PMSM have been significantly increased.</p>","PeriodicalId":13352,"journal":{"name":"Iet Electric Power Applications","volume":"19 1","pages":""},"PeriodicalIF":1.5,"publicationDate":"2025-01-22","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://onlinelibrary.wiley.com/doi/epdf/10.1049/elp2.12543","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"143117916","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
Model predictive control with adjustable switching frequency for induction motor drives based on three-dimensional satisfaction space optimisation 基于三维满足空间优化的感应电机驱动开关频率可调模型预测控制
IF 1.5 4区 工程技术
Iet Electric Power Applications Pub Date : 2025-01-22 DOI: 10.1049/elp2.12547
Bo Yang, Xiang Wu, Yu Tian, Zhikang Guo, Xu Zhang, Guojun Tan
{"title":"Model predictive control with adjustable switching frequency for induction motor drives based on three-dimensional satisfaction space optimisation","authors":"Bo Yang,&nbsp;Xiang Wu,&nbsp;Yu Tian,&nbsp;Zhikang Guo,&nbsp;Xu Zhang,&nbsp;Guojun Tan","doi":"10.1049/elp2.12547","DOIUrl":"https://doi.org/10.1049/elp2.12547","url":null,"abstract":"<p>This paper proposes a model predictive control strategy for induction motors driven by three-level inverters, enabling effective switching frequency adjustment. First, a three-dimensional satisfaction space optimisation strategy is proposed, eliminating the need for weight coefficient adjustments through self-constraints and mutual constraints of the optimisation variables. The optimal switching state is selected by comparing the maximum average dwell time within the satisfaction space, thus reducing the inverter switching frequency. Second, switching frequency is treated as an auxiliary optimisation variable, and a dynamic sliding window method is designed to efficiently track switching frequency in variable-speed systems. The boundaries of the three-dimensional satisfaction space are adjusted to regulate the switching frequency. Finally, experimental results demonstrate that the proposed strategy maintains the switching frequency of 300 Hz across the entire speed range, achieving excellent dynamic and steady-state performance at this low switching frequency.</p>","PeriodicalId":13352,"journal":{"name":"Iet Electric Power Applications","volume":"19 1","pages":""},"PeriodicalIF":1.5,"publicationDate":"2025-01-22","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://onlinelibrary.wiley.com/doi/epdf/10.1049/elp2.12547","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"143117971","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
High-dimensional optimal design of dual-rotor synchronous reluctance machines based on data-driven torque decomposition 基于数据驱动转矩分解的双转子同步磁阻电机高维优化设计
IF 1.5 4区 工程技术
Iet Electric Power Applications Pub Date : 2025-01-22 DOI: 10.1049/elp2.12535
Farnam Farshbaf-Roomi, Aran Shoaei, Jianguo Zhu, Qingsong Wang
{"title":"High-dimensional optimal design of dual-rotor synchronous reluctance machines based on data-driven torque decomposition","authors":"Farnam Farshbaf-Roomi,&nbsp;Aran Shoaei,&nbsp;Jianguo Zhu,&nbsp;Qingsong Wang","doi":"10.1049/elp2.12535","DOIUrl":"https://doi.org/10.1049/elp2.12535","url":null,"abstract":"<p>The multi-objective optimal design of double-sided stator dual-rotor synchronous reluctance machines (DSS-DRSynRMs) is a challenging high-dimensional problem. The objective of this paper is to present a new optimal design method based on data-driven models and the principle of torque decomposition addressing the aforementioned issue. For this purpose, a 26-parameter optimisation problem is solved by employing the proposed method consisting of three sequential phases. Through the proposed method, the combination of artificial neural network (ANN) and recently introduced waveform targeting surrogate model (WTSM) strategy is investigated to mitigate the computational complexity of the optimisation process. Furthermore, the electromagnetic performance of the final optimal design has been comprehensively analysed showing a significant reduction in torque ripple rate and improved torque density. Moreover, the computational efficiency of the proposed method has been compared to the popular multi-level multi-objective optimisation method. From the discussion, it can be found that the proposed method provides a reduced computation time and wider search space.</p>","PeriodicalId":13352,"journal":{"name":"Iet Electric Power Applications","volume":"19 1","pages":""},"PeriodicalIF":1.5,"publicationDate":"2025-01-22","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://onlinelibrary.wiley.com/doi/epdf/10.1049/elp2.12535","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"143117972","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
Numerical and analytical investigations of the water immersion cooling strategy for a permanent magnet synchronous motor 永磁同步电机浸水冷却策略的数值与分析研究
IF 1.5 4区 工程技术
Iet Electric Power Applications Pub Date : 2025-01-22 DOI: 10.1049/elp2.12546
Tohid Sharifi
{"title":"Numerical and analytical investigations of the water immersion cooling strategy for a permanent magnet synchronous motor","authors":"Tohid Sharifi","doi":"10.1049/elp2.12546","DOIUrl":"https://doi.org/10.1049/elp2.12546","url":null,"abstract":"<p>Permanent magnet synchronous motors (PMSMs) experience considerable performance degradation due to the rise in temperature and the resulting partial demagnetisation in the PMs, as well as the shortenings in the insulations' lifetime. To mitigate the temperature of motor components, it is crucial to investigate and continually improve the design of efficient cooling systems. This study implements the water immersion cooling (WIC) concept on a surface-mounted PMSM (SMPMSM), where through comparing its cooling performance with the forced ventilation cooling (FVC), it is indicated that, even at high inlet velocities for the latter, it cannot maintain the temperature below the specified thresholds and the required input electric power to run the ventilation fan will be increased exponentially to compensate for its ineffectiveness. While in the WIC configuration, the winding and PM temperature values remain well below the margins when the heat transfer coefficient of this method is 40<span></span><math>\u0000 <semantics>\u0000 <mrow>\u0000 <mi>%</mi>\u0000 </mrow>\u0000 <annotation> $%$</annotation>\u0000 </semantics></math> higher than the FVC. By incorporating the effect of the cooling process through the heat transfer coefficient, the lumped-parameter thermal network (LPTN) is utilised to study the operation mode of the motor under the mentioned cooling configurations. Besides achieving higher cooling efficiency, the WIC strategy can quickly reduce temperature, which is reflected in the thermal time constant of the cooling method extracted from the LPTN. Consequently, it is demonstrated that up to 35<span></span><math>\u0000 <semantics>\u0000 <mrow>\u0000 <mi>%</mi>\u0000 </mrow>\u0000 <annotation> $%$</annotation>\u0000 </semantics></math> higher than the nominal generated heat, the SMPMSM under the WIC can operate continuously, while for the FVC, the frequent start-stop driving scenario should be employed.</p>","PeriodicalId":13352,"journal":{"name":"Iet Electric Power Applications","volume":"19 1","pages":""},"PeriodicalIF":1.5,"publicationDate":"2025-01-22","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://onlinelibrary.wiley.com/doi/epdf/10.1049/elp2.12546","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"143117963","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
Fast calculation method of transformer harmonic magnetic field based on radial basis function augmented surrogate model 基于径向基函数增广代理模型的变压器谐波磁场快速计算方法
IF 1.5 4区 工程技术
Iet Electric Power Applications Pub Date : 2025-01-22 DOI: 10.1049/elp2.12544
Shuguo Gao, Haoyu Liu, Qian Zang, Meng Guo, Gang Liu, Zhigang Zhang, Lujian Dai, Yunpeng Liu
{"title":"Fast calculation method of transformer harmonic magnetic field based on radial basis function augmented surrogate model","authors":"Shuguo Gao,&nbsp;Haoyu Liu,&nbsp;Qian Zang,&nbsp;Meng Guo,&nbsp;Gang Liu,&nbsp;Zhigang Zhang,&nbsp;Lujian Dai,&nbsp;Yunpeng Liu","doi":"10.1049/elp2.12544","DOIUrl":"https://doi.org/10.1049/elp2.12544","url":null,"abstract":"<p>Accurate and efficient calculation of a transformer's magnetic field is fundamental for the rapid calculation of its losses, temperature rise, and structural forces. However, existing numerical methods for calculating the harmonic magnetic field of a product-level transformer are time-consuming and fail to meet the rapid requirements of digital operations and maintenance. To address this, this paper first utilises the harmonic field method to obtain the snapshot matrix of the transformer's magnetic field. Subsequently, a response surface model of the magnetic field is constructed using intrinsic quadrature theory and radial basis functions in the augmented form. To enhance the efficiency of constructing the reduced-order model, an adaptive Latin hypercube sampling method, integrating the additive rule and leave-one-out cross-validation, is introduced, significantly improving the efficiency of sample space construction. The effectiveness of the proposed method is validated by applying the proper orthogonal decomposition-radial basis function including linear polynomial (POD-RBFLP) method to calculate the harmonic magnetic field of a three-phase power transformer in reduced order. The results are compared with those from COMSOL calculations, showing that the reduced-order model maintains the calculation error within a reasonable range, thereby confirming the accuracy of the proposed method. Additionally, the reduced-order model demonstrates a significant advantage in computation time compared to COMSOL simulations, enabling the calculation of the transformer's magnetic field in seconds.</p>","PeriodicalId":13352,"journal":{"name":"Iet Electric Power Applications","volume":"19 1","pages":""},"PeriodicalIF":1.5,"publicationDate":"2025-01-22","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://onlinelibrary.wiley.com/doi/epdf/10.1049/elp2.12544","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"143117915","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
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