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Thermal Defect Detection of Electrical Components in Transmission Lines Based on Infrared Images and Deep Learning† 基于红外图像和深度学习的输电线路电气元件热缺陷检测[j]
IF 1.1 4区 工程技术 Q4 ENGINEERING, ELECTRICAL & ELECTRONIC Pub Date : 2025-06-23 DOI: 10.1002/tee.70060
Chuanyang Liu, Jingjing Liu, Yiquan Wu, Zuo Sun

The safe operation of transmission lines will be an important guarantee for domestic economic construction, and it is urgent to improve the fault diagnosis and identification ability of electrical components in transmission lines. In order to realize electrical components identification and thermal defect detection from massive aerial images, in this study, a cascaded detection method is proposed based on infrared images and YOLO models. Firstly, two infrared datasets used for classification and localization are created, totaling 4887 infrared images. Secondly, to enhance the accuracy and robustness of electrical components identification, a similarity-based attention mechanism module, a cross-level weighted feature pyramid network, and Wise IoU are introduced to the original YOLOv7. Finally, the improved YOLOv7 model and comparative models are trained and then tested on the infrared datasets. The mAP of the improved model reaches 97.4%, which is 6% higher than that of the original YOLOv7. More importantly, by cascading the improved YOLOv7 and YOLOv7-tiny for thermal defect detection, the AP value of the proposed method (87.91%) is more than 20% higher than that of YOLOv7 (67.17%). The experimental results show that the cascaded model is superior to mainstream object detection models in electrical components identification and thermal defect detection, and it is expected to be deployed on embedded devices for real-time inspection of transmission lines. © 2025 Institute of Electrical Engineers of Japan and Wiley Periodicals LLC.

输电线路的安全运行将是国内经济建设的重要保障,提高输电线路电气元件的故障诊断与识别能力刻不容缓。为了实现对大量航空图像的电气元件识别和热缺陷检测,本研究提出了一种基于红外图像和YOLO模型的级联检测方法。首先,创建两个用于分类和定位的红外数据集,共4887张红外图像。其次,为了提高电气部件识别的准确性和鲁棒性,在原有的YOLOv7中引入了基于相似性的注意机制模块、跨层加权特征金字塔网络和Wise IoU;最后,对改进的YOLOv7模型和比较模型进行了训练,并在红外数据集上进行了测试。改进模型的mAP达到97.4%,比原来的YOLOv7提高了6%。更重要的是,通过级联改进的YOLOv7和YOLOv7-tiny进行热缺陷检测,该方法的AP值(87.91%)比YOLOv7的AP值(67.17%)提高了20%以上。实验结果表明,级联模型在电气元件识别和热缺陷检测方面优于主流目标检测模型,有望部署在嵌入式设备上,用于输电线路的实时检测。©2025日本电气工程师协会和Wiley期刊有限责任公司。
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引用次数: 0
Precise Measurement of Complex Coefficient Filters by Using Square Waves† 用方波精确测量复系数滤波器†
IF 1.1 4区 工程技术 Q4 ENGINEERING, ELECTRICAL & ELECTRONIC Pub Date : 2025-06-19 DOI: 10.1002/tee.70085
Kazuhiro Shouno, Hiroshi Tanimoto, Cosy Muto

Usually, the frequency characteristics of the complex filter can be examined by applying a pair of quadrature sinusoidal waves (cosωt$$ cos omega t $$ and sinωt$$ sin omega t $$) to a FUT (filter under test). While this method is recognized for its accuracy, it requires two sinusoidal test signals with tightly matched amplitudes and a strict 90°$$ {90}^{{}^{circ}} $$ phase shift over a broad frequency range. This becomes particularly challenging at higher frequencies. To address this issue, this paper proposes a new measurement method for the complex filter. Instead of sinusoidal waves, the proposed method adopts square waves which can be easily generated by using a digital divider as the test signals to the FUT. The output signals are observed using a spectrum analyzer. Since the Fourier-series expansion of a square wave is decomposed into its fundamental and harmonic components, the frequency response is measured from the fundamental component using a spectrum analyzer equipped with a high-resolution bandpass filter. This paper describes the proposed square-wave method from theoretical aspects. Through experiment, the validity of the proposed method is confirmed. © 2025 The Author(s). IEEJ Transactions on Electrical and Electronic Engineering published by Institute of Electrical Engineers of Japan and Wiley Periodicals LLC.

通常,复合滤波器的频率特性可以通过施加一对正交正弦波(cos ω t $$ cos omega t $$和sin ω t)来检测$$ sin omega t $$)到FUT(待测过滤器)。虽然这种方法因其准确性而得到认可,但它需要两个振幅紧密匹配的正弦测试信号和在宽频率范围内严格的90°$$ {90}^{{}^{circ}} $$相移。这在更高的频率上变得特别具有挑战性。针对这一问题,本文提出了一种新的复杂滤波器测量方法。该方法采用方波作为FUT的测试信号,而不是正弦波,方波可以通过数字分频器轻松生成。用频谱分析仪观察输出信号。由于方波的傅立叶级数展开被分解为基波分量和谐波分量,因此使用配备高分辨率带通滤波器的频谱分析仪从基波分量测量频率响应。本文从理论方面阐述了所提出的方波方法。通过实验验证了该方法的有效性。©2025作者。电气与电子工程学报,日本电气工程师学会和Wiley期刊公司出版。
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引用次数: 0
Determining Reserve Power Shared by Each Consumer to Aggregate Solid Oxide Fuel Cells and Storage Batteries for Frequency Containment Reserve 确定每个消费者共享的储备功率,以聚合固体氧化物燃料电池和蓄电池以实现频率控制储备
IF 1 4区 工程技术 Q4 ENGINEERING, ELECTRICAL & ELECTRONIC Pub Date : 2025-06-12 DOI: 10.1002/tee.70083
Nanae Kaneko, Yu Fujimoto, Wataru Hirohashi, Yasuhiro Hayashi, Tomoyuki Hirai, Shota Tajima, Toshinari Momose

Under the situation with decarbonization and introduction of renewable energy, procurement of frequency containment reserve using distributed energy resources (DERs) has become important. We focus on aggregation using DERs installed in hundreds of consumers and propose a method for determining reserve power shared by each consumer to procure the required amount based on the residential electricity demand. © 2025 The Author(s). IEEJ Transactions on Electrical and Electronic Engineering published by Institute of Electrical Engineers of Japan and Wiley Periodicals LLC.

在脱碳和引进可再生能源的情况下,利用分布式能源(DERs)采购频率控制储备变得非常重要。我们将重点放在使用安装在数百个用户中的分布式电源的聚合上,并提出了一种确定每个用户共享的备用电力的方法,以根据住宅电力需求获得所需的电量。©2025作者。电气与电子工程学报,日本电气工程师学会和Wiley期刊公司出版。
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引用次数: 0
Virtual Inertia Control Strategy of Oilfield Bidirectional Grid-Connected Converter Based on Improved Dual Sliding Mode Variable Structure Control 基于改进双滑模变结构控制的油田双向并网变换器虚拟惯性控制策略
IF 1.1 4区 工程技术 Q4 ENGINEERING, ELECTRICAL & ELECTRONIC Pub Date : 2025-06-09 DOI: 10.1002/tee.70084
Peijin Liu, Lei Dong, Lin He, Xing Han, Yichen Mao

To address the DC bus voltage instability problem arising from uncertain disturbances such as random fluctuation of photovoltaic output power and periodic wide-range fluctuation of well site loads within oilfield DC microgrids, this paper focuses on the oilfield bidirectional grid-connected converter and proposes a virtual inertia control strategy based on improved dual sliding mode control. First, a virtual inertia equation is established and the voltage sliding mode controller is designed in the outer loop to enhance the inertia of the DC microgrid and restrain the DC bus voltage fluctuation. Subsequently, the current fractional-order sliding mode controller is designed in the inner loop, which can quickly track the given value of grid-connected current and improve the dynamic response speed of the system, and reduce the inherent chattering phenomenon of the sliding mode through the adjustable characteristics of the differential order parameter. Finally, simulation analyses and experimental verifications are conducted under various typical disturbing working conditions in the oilfield. The results show that, compared with the virtual inertia control strategy based on traditional PI control and single-loop sliding mode control, the control strategy proposed in this paper has better dynamic and static performance and robustness, improves the stability of the bus voltage, and can better meet the basic requirements of oilfield DC microgrids operation. © 2025 Institute of Electrical Engineers of Japan and Wiley Periodicals LLC.

针对油田直流微电网中由于光伏输出功率随机波动和井场负荷周期性大范围波动等不确定扰动引起的直流母线电压不稳定问题,以油田双向并网变流器为研究对象,提出了一种基于改进双滑模控制的虚拟惯性控制策略。首先,建立虚拟惯性方程,在外环设计电压滑模控制器,增强直流微电网的惯性,抑制直流母线电压波动;随后,在内环中设计了电流分数阶滑模控制器,能够快速跟踪给定的并网电流,提高系统的动态响应速度,并通过微分阶参数的可调特性减小滑模固有的抖振现象。最后,在油田各种典型扰动工况下进行了仿真分析和实验验证。结果表明,与基于传统PI控制和单环滑模控制的虚拟惯性控制策略相比,本文提出的控制策略具有更好的动静态性能和鲁棒性,提高了母线电压的稳定性,能够更好地满足油田直流微电网运行的基本要求。©2025日本电气工程师协会和Wiley期刊有限责任公司。
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引用次数: 0
Comparative Analysis of Hybrid-Magnetic-Circuit Memory Machines with Different Leakage Flux Paths 不同漏磁路径混合磁路存储机的比较分析
IF 1.1 4区 工程技术 Q4 ENGINEERING, ELECTRICAL & ELECTRONIC Pub Date : 2025-06-02 DOI: 10.1002/tee.70068
Xifang Zhao, Heyun Lin, Xianxian Zeng, Yuxiang Zhong, Hui Yang

Variable leakage flux technique can be applied in hybrid magnetic circuit memory machine (HMC-MM) to further expand the flux regulation (FR) range. Aiming to explore and obtain the reasonable leakage flux paths that can maximize performance, this paper first evolves an initial HMC-MM into an HMC-MM with a different leakage flux path by changing the PM arrangement. The mechanism that the evolved leakage flux path has a wider FR range is theoretically revealed by analyzing and comparing the equivalent magnetic circuit models of the two machines. Subsequently, the electromagnetic characteristics of the two machines under different magnetization states (MSs) are comprehensively computed and compared by the finite element (FE) method. The results indicate that evolved leakage flux path design into HMC-MM can make it have more superior performance. Finally, the evolved machine is manufactured and tested. Experimental results validate the correctness of the FE analysis. © 2025 Institute of Electrical Engineers of Japan and Wiley Periodicals LLC.

可变漏磁技术可应用于混合磁路存储机(HMC-MM),进一步扩大磁通调节范围。为了探索并获得性能最大化的合理泄漏磁通路径,本文首先通过改变PM的排列方式,将初始HMC-MM演变为具有不同泄漏磁通路径的HMC-MM。通过对两机等效磁路模型的分析和比较,从理论上揭示了进化漏磁路径具有更宽FR范围的机理。随后,采用有限元法对两种电机在不同磁化状态下的电磁特性进行了综合计算和比较。结果表明,在HMC-MM中采用进化泄漏磁通路径设计可以使其具有更优越的性能。最后,对改进后的机器进行制造和测试。实验结果验证了有限元分析的正确性。©2025日本电气工程师协会和Wiley期刊有限责任公司。
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引用次数: 0
Applying RetinaNet Machine Learning Models for Hot-Spot Detection in Thermal Images of Photovoltaic Panel 应用retanet机器学习模型进行光伏板热图像的热点检测
IF 1.1 4区 工程技术 Q4 ENGINEERING, ELECTRICAL & ELECTRONIC Pub Date : 2025-06-01 DOI: 10.1002/tee.70067
Nguyen Phuoc Hoang Khang, Nguyen Minh Triet, Huynh Van Tuan, Nguyen Chi Nhan

In recent years, the remarkable development of the solar power industry has been undeniable. This led to the necessity of monitoring and maintenance of solar power plants due to many issues and failures that affect the efficiency and lifespan of the system. One of the most common fault cases of solar systems is the hot spot in photovoltaic panels created by the mismatch of cells in the panel due to incompatible environmental conditions or physical damage causing the heat up in lower power produced cells. The hot spot is detected through thermal image capture by a thermal camera and analyzed through image processing techniques with manual adjustment and testing. With recent significant achievements and growth of machine learning methods in image processing and technical diagnosis, it is greatly possible to develop a machine learning model to perform hot spot detection for higher efficiency and automation. In this study, our research group proposes an application of RetinaNet to develop a model capable of detecting hot spots in photovoltaic panels through processing thermal images. © 2025 Institute of Electrical Engineers of Japan and Wiley Periodicals LLC.

近年来,太阳能发电产业的显著发展是不可否认的。由于许多影响系统效率和寿命的问题和故障,这导致了对太阳能发电厂进行监控和维护的必要性。太阳能系统中最常见的故障案例之一是由于不相容的环境条件或物理损坏导致低功率电池发热而导致面板中的电池不匹配而产生的光伏板中的热点。通过热像仪捕获热图像来检测热点,并通过图像处理技术进行人工调整和测试来分析热点。随着近年来机器学习方法在图像处理和技术诊断方面取得的重大成就和发展,开发一种机器学习模型来执行热点检测以提高效率和自动化是非常可能的。在本研究中,我们课题组提出应用retanet,通过处理热图像,开发一个能够检测光伏板热点的模型。©2025日本电气工程师协会和Wiley期刊有限责任公司。
{"title":"Applying RetinaNet Machine Learning Models for Hot-Spot Detection in Thermal Images of Photovoltaic Panel","authors":"Nguyen Phuoc Hoang Khang,&nbsp;Nguyen Minh Triet,&nbsp;Huynh Van Tuan,&nbsp;Nguyen Chi Nhan","doi":"10.1002/tee.70067","DOIUrl":"https://doi.org/10.1002/tee.70067","url":null,"abstract":"<p>In recent years, the remarkable development of the solar power industry has been undeniable. This led to the necessity of monitoring and maintenance of solar power plants due to many issues and failures that affect the efficiency and lifespan of the system. One of the most common fault cases of solar systems is the hot spot in photovoltaic panels created by the mismatch of cells in the panel due to incompatible environmental conditions or physical damage causing the heat up in lower power produced cells. The hot spot is detected through thermal image capture by a thermal camera and analyzed through image processing techniques with manual adjustment and testing. With recent significant achievements and growth of machine learning methods in image processing and technical diagnosis, it is greatly possible to develop a machine learning model to perform hot spot detection for higher efficiency and automation. In this study, our research group proposes an application of RetinaNet to develop a model capable of detecting hot spots in photovoltaic panels through processing thermal images. © 2025 Institute of Electrical Engineers of Japan and Wiley Periodicals LLC.</p>","PeriodicalId":13435,"journal":{"name":"IEEJ Transactions on Electrical and Electronic Engineering","volume":"20 11","pages":"1882-1890"},"PeriodicalIF":1.1,"publicationDate":"2025-06-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"145196293","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":4,"RegionCategory":"工程技术","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Linearization Method for High-Speed Response Temperature Sensors Using a New Thermistor Model 基于新型热敏电阻模型的高速响应温度传感器线性化方法
IF 1.1 4区 工程技术 Q4 ENGINEERING, ELECTRICAL & ELECTRONIC Pub Date : 2025-05-31 DOI: 10.1002/tee.70075
Yoshihiro Masui, Kantaro Nozaki

Temperature sensors are used in many places, and various types of sensors have been developed. There has been much discussion, and many papers have been written about improving sensitivity, power consumption, and measurement range. However, many papers do not focus on improving response performance. Therefore, in this paper, a method for implementing a fast-response temperature sensor is discussed. A thermistor capable of high-speed response was selected, and a temperature sensor was prototyped using a 0.18 μm-CMOS process. Since thermistors have a large nonlinearity, this paper proposes a method to linearize thermistors using a new thermistor model. The prototype temperature sensor achieved a thermal time constant of 0.092 s in water. © 2025 Institute of Electrical Engineers of Japan and Wiley Periodicals LLC.

温度传感器的应用场合很多,已经发展出各种类型的传感器。关于提高灵敏度、功耗和测量范围,已经有很多讨论和许多论文。然而,许多论文并没有把重点放在提高响应性能上。因此,本文讨论了一种实现快速响应温度传感器的方法。选择了具有高速响应能力的热敏电阻,并采用0.18 μm cmos工艺制作了温度传感器原型。由于热敏电阻具有较大的非线性,本文提出了一种利用新的热敏电阻模型对热敏电阻进行线性化的方法。原型温度传感器在水中的热时间常数为0.092 s。©2025日本电气工程师协会和Wiley期刊有限责任公司。
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引用次数: 0
Continuous-Control-Set Model-Free Predictive Voltage Control for DAB Converters with Noise Suppression 具有噪声抑制的DAB变换器的连续控制集无模型预测电压控制
IF 1.1 4区 工程技术 Q4 ENGINEERING, ELECTRICAL & ELECTRONIC Pub Date : 2025-05-31 DOI: 10.1002/tee.70077
Zheng Yin, Fujin Deng, Yaqian Zhang, Sahar S. Kaddah, Abdelhady Ghanem, Sayed Abulanwar

The voltage tracking capability of conventional moving-discretized-control-set model-predictive-control (MDCS-MPC) in the dual-active-bridge (DAB) converter is affected by parameter mismatch and measurement noise. To address these issues and enhance voltage tracking capability, a continuous-control-set model-free predictive voltage control with noise-suppression (CCS-MFPVC-NS) method is proposed. The proposed method eliminates the parametric effect by establishing and updating an ultra-local model of DAB. Additionally, it reduces the impact of measurement noise on MFPVC by using an extended state observer, thereby enhancing the voltage tracking capability of the DAB converter. Experimental results validate the feasibility and performance of the proposed CCS-MFPVC-NS method. © 2025 Institute of Electrical Engineers of Japan and Wiley Periodicals LLC.

传统的移动离散控制集模型预测控制(MDCS-MPC)在双有源电桥(DAB)变换器中的电压跟踪能力受到参数失配和测量噪声的影响。为了解决这些问题并增强电压跟踪能力,提出了一种带噪声抑制的连续控制集无模型预测电压控制(CCS-MFPVC-NS)方法。该方法通过建立和更新DAB超局部模型来消除参数效应。此外,采用扩展状态观测器降低了测量噪声对MFPVC的影响,从而增强了DAB变换器的电压跟踪能力。实验结果验证了CCS-MFPVC-NS方法的可行性和性能。©2025日本电气工程师协会和Wiley期刊有限责任公司。
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引用次数: 0
Improved Duty Cycle Model-Free Predictive Current Control Using Ultralocal Model with an Adaptive Scaling Factor for SPMSM Drives 基于自适应比例因子超局部模型的SPMSM无占空比预测电流控制
IF 1.1 4区 工程技术 Q4 ENGINEERING, ELECTRICAL & ELECTRONIC Pub Date : 2025-05-31 DOI: 10.1002/tee.70080
Xinshuai Zhang, William Cai, Qingbo Guo, Lei Yang, Yuchuan Lin

This paper proposes an improved duty cycle model-free predictive current control algorithm using ultralocal model (ULM) with an adaptive scaling factor for surface-mounted permanent magnet synchronous motors (SPMSMs). First, the ULM of SPMSM is established, which uses an extended state observer (ESO) to obtain lumped disturbances in the system. Second, an easy-implemented adaptive law without any machine parameter is devised to automatically update the scaling factor of ULM and ESO, thereby completely eliminating the sensitivity of conventional model predictive current control (MPCC) to motor parameter variation and system uncertainty. Third, 18 new virtual voltage vectors are constructed, which combine with the duty cycle control theory, significantly reducing the steady-state fluctuations and total harmonic distortion of phase current. Simultaneously, a simple candidate voltage vector selection method is proposed, which abandons the cost function and enumeration process in conventional finite-control-set MPCC, consequently reducing the computational complexity greatly. Moreover, all simulation and experimental results have confirmed the feasibility and effectiveness of the proposed method. © 2025 Institute of Electrical Engineers of Japan and Wiley Periodicals LLC.

针对表面贴装永磁同步电动机,提出了一种改进的无占空比预测电流控制算法,该算法采用具有自适应比例因子的超局部模型(ULM)。首先,利用扩展状态观测器(ESO)来获取系统中的集总扰动,建立了SPMSM的最小二乘模型;其次,设计了一种易于实现的不需要任何机器参数的自适应律来自动更新ULM和ESO的比例因子,从而完全消除了传统模型预测电流控制(MPCC)对电机参数变化和系统不确定性的敏感性。第三,构建了18个新的虚拟电压矢量,并结合占空比控制理论,显著降低了相电流的稳态波动和总谐波畸变;同时,提出了一种简单的候选电压矢量选择方法,摈弃了传统有限控制集MPCC中的代价函数和枚举过程,大大降低了计算复杂度。仿真和实验结果验证了该方法的可行性和有效性。©2025日本电气工程师协会和Wiley期刊有限责任公司。
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引用次数: 0
Coronavirus Herd Immunity Optimizer for Optimal Electric Vehicle Charging Stations in Distribution Networks with Integrated Distributed Generations 集成分布式代配电网中最优电动汽车充电站的冠状病毒群体免疫优化算法
IF 1.1 4区 工程技术 Q4 ENGINEERING, ELECTRICAL & ELECTRONIC Pub Date : 2025-05-30 DOI: 10.1002/tee.70074
Thien Vo Minh, Tien Doan Thi Kieu, Hoang Diep Chan, Hau Nguyen Van, Dieu Vo Ngoc

Planning and developing infrastructure for electric vehicle charging stations (EVCS) is necessary to serve the rapidly increasing number of electric vehicles (EVs) today. On the other hand, issues of stable operation, solving complex constraints, optimizing renewable energy sources, and economic efficiency of EVCS investment in the distribution network are of interest. In this study, we proposed a model to determine the optimal location and size of EVCS in the distribution network with integrated distributed generation (DG) in two objective functions; the first is to minimize power loss, the second is to minimize the cost of power loss and the cost of installing EVCS in the distribution network. The Coronavirus Herd Immunity Optimization (CHIO) method is applied to solve the problem; the IEEE 34 bus distribution network is used for testing and it is simulated in Matlab software. The results of the problem are compared with published models, demonstrating the effectiveness of the CHIO algorithm, as well as the EVCS location optimization problem model. © 2025 Institute of Electrical Engineers of Japan and Wiley Periodicals LLC.

规划和发展电动汽车充电站(EVCS)的基础设施是为当今快速增长的电动汽车(ev)服务的必要条件。另一方面,配电网EVCS投资的稳定运行、解决复杂约束、优化可再生能源、经济效益等问题也备受关注。在此研究中,我们提出了一种基于两个目标函数的综合分布式发电(DG)模型来确定EVCS在配电网中的最优位置和规模;首先是尽量减少电力损耗,其次是尽量减少电力损耗成本和在配电网中安装EVCS的成本。采用冠状病毒群体免疫优化(CHIO)方法解决该问题;采用IEEE 34总线配电网进行测试,并在Matlab软件中进行仿真。将该问题的求解结果与已有模型进行了比较,验证了CHIO算法以及EVCS定位优化问题模型的有效性。©2025日本电气工程师协会和Wiley期刊有限责任公司。
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引用次数: 0
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IEEJ Transactions on Electrical and Electronic Engineering
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