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Conduction and Coupling Test of Lightning Current Invading the N-line of Box-type Transformer
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作者 Yinghui HUANG Xiaoqing PAN +3 位作者 Renhong GUO Zengru YANG Jianbo LUO Zhongqiu SHI 《Meteorological and Environmental Research》 2025年第6期59-64,共6页
In theory,due to the fact that the grounding wire PE of wind turbine and the N-line(directly grounded)of the Y-shaped wiring on the low-voltage side of the box-type transformer share the grounding body,when the wind t... In theory,due to the fact that the grounding wire PE of wind turbine and the N-line(directly grounded)of the Y-shaped wiring on the low-voltage side of the box-type transformer share the grounding body,when the wind turbine is struck by lightning,the lightning current is directly conducted to the N-line on the low-voltage side of the box-type transformer(invasion mode of transformer synonym end).At the same time,conducted overvoltage pulse is generated in the three-phase winding on the low-voltage side,and coupled to the high-voltage side of the box-type transformer(Δconnection)to generate coupling overvoltage pulse.After investigation,the existing regulations on the tripping rate of power lines have not taken into account the impact of wind turbines being struck by lightning on line tripping,and the mechanism is still unclear.In order to further analyze the causes of lightning tripping of collection line circuit breakers in wind farms,it is necessary to study the physical process of how lightning current is conducted(coupled)to the collection line through the box-type transformer after lightning strikes on the wind turbines.In this paper,the test method of"conduction and coupling test of lightning current invading transformer N-line",and the waveform parameters(polarity,phase,amplitude,and transformation ratio)of the primary and secondary windings of the box-type transformer when lightning current invades the transformer N-line are introduced.It can provide assistance for operation and maintenance personnel to analyze the reasons for lightning tripping of 35 kV line circuit breakers in wind farms. 展开更多
关键词 Wind farm Box-type transformer Lightning current invading N line Conduction and coupling test
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基于CNN-BiLSTM-Transformer的舰船中压直流全电推进系统故障诊断设计 被引量:2
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作者 张建良 韩涛 季瑞松 《实验技术与管理》 北大核心 2025年第1期11-18,共8页
针对舰船中压直流全电推进系统结构复杂度高、单元耦合性强、运行环境多变等特点造成的故障诊断准确性低和实时性差等问题,开展了基于CNN-BiLSTM-Transformer的故障诊断设计。首先,基于卷积神经网络CNN构建单点特征级联网络,开展单一时... 针对舰船中压直流全电推进系统结构复杂度高、单元耦合性强、运行环境多变等特点造成的故障诊断准确性低和实时性差等问题,开展了基于CNN-BiLSTM-Transformer的故障诊断设计。首先,基于卷积神经网络CNN构建单点特征级联网络,开展单一时刻下故障信号空间特征的深入提取,以提升故障特征提取的有效性;其次,以双向长短期记忆网络BiLSTM为核心设计多点特征依赖网络,利用门控机制和双向时序学习机制,实现故障信号在多个时刻之间特征依赖关系的有效学习,以提升故障诊断的准确性;然后,以Transformer为核心建立序列特征并行处理网络,通过自注意力机制实现对故障特征上下文关系的精确刻画,进而利用多头注意力机制实现特征序列的并行处理,以提升故障诊断的实时性;最后,设计舰船中压直流全电推进系统故障诊断实验方案,并开展不同故障模式下的诊断性能评估。该文方法在多种故障模式下诊断准确率和实时性均优于现有的主流故障诊断方法,有助于为舰船中压直流全电推进系统的安全运行提供更有力的技术保障。 展开更多
关键词 舰船 中压直流 全电推进系统 故障诊断 transformer
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SIMULATING METHOD OF MAGNETIZING INRUSH CURRENT OF POWER TRANSFORMERS USING CONCEPT OF INSTANTANEOUS POWER
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作者 贺家李 段玉倩 《Transactions of Tianjin University》 EI CAS 1999年第1期1-6,共6页
In this paper,a new simulating method is presented,using only the normal magnetizing curve (B-H) of the transformer core material,its geometric dimensions,the no-load power loss data and the concept of instantaneous p... In this paper,a new simulating method is presented,using only the normal magnetizing curve (B-H) of the transformer core material,its geometric dimensions,the no-load power loss data and the concept of instantaneous power. At the end of this paper the simulating calculation using EMTP has been also performed for the same transformer. The comparison shows that the two sets of results are very close to each other,and proves the correctness of the new method. The new method presented in this paper is helpful to verify the correctness of the power transformer design,analyze the behavior of the transformer protection under switching and study the new transformer protection principles. 展开更多
关键词 power transformer magnetizing inrush current remnant flue
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Effect of Modulation Error on All Optical Fiber Current Transformers 被引量:3
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作者 Zhengping Wang Yuekun Wang Shuai Sun 《Journal of Sensor Technology》 2012年第4期172-176,共5页
For actively modulated In-line Sagnac interferential all optic fiber current transformers (AOFCTs), the accuracies are directly affected by the amplitude of the modulation signal. In order to deeply undertand the func... For actively modulated In-line Sagnac interferential all optic fiber current transformers (AOFCTs), the accuracies are directly affected by the amplitude of the modulation signal. In order to deeply undertand the function of the modulator, a theoretical model of modulation effect to AOFCTs is built up in this paper. The effect of the amplitude of the modulation signal to the output intensity of AOFCTs is theoretically formulated and numerical calculated. The results show that the modulation voltage variation could affect the output accuracies significantly. This might be some references on the investigation for practical applications of AOFCTs. 展开更多
关键词 Electronic current transformer All Optical FIBER current transformer Faraday EFFECT Active MODULATION MODULATION ERROR
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Study of wavelet transform type high-current transformer 被引量:2
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作者 卢文科 朱长纯 +1 位作者 刘君华 张建军 《Journal of Coal Science & Engineering(China)》 2002年第2期75-79,共5页
The wavelet transformation is applied to the high current transformer.The high current transformer elaborated in the paper is mainly applied to the measurement of AC/DC high current.The principle of the transformer is... The wavelet transformation is applied to the high current transformer.The high current transformer elaborated in the paper is mainly applied to the measurement of AC/DC high current.The principle of the transformer is the Hall direct measurement principle.The transformer has the following three characteristics:firstly, the effect of the remnant field of the iron core on the measurement is decreased;secondly,because the temperature compensation is adopted,the transformer has good temperature charactreristic;thirdly,be cause the wavelet transfomation technology is adopted,the transformer has the capacity of good antijanming. 展开更多
关键词 wavelet transformation high current SENSOR Hall direct measurement transformer
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Design and applicability analysis of independent double acquisition circuit of all-fiber optical current transformer 被引量:2
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作者 Songlin Gu Liu Han +3 位作者 Dongwei Liu Wenbin Yu Zhihong Xiao Teng Feng 《Global Energy Interconnection》 2019年第6期532-541,共10页
The advantages of the all-fiber optical current transformer include but are not limited to being small in size,having no magnetic saturation,exhibiting high measurement accuracy,and boasting strong electromagnetic int... The advantages of the all-fiber optical current transformer include but are not limited to being small in size,having no magnetic saturation,exhibiting high measurement accuracy,and boasting strong electromagnetic interference resistance.However,the high cost of the all-fiber optical transformer limits its promotion and application in engineering.This paper proposes a design scheme of an independent double acquisition loop for the all-fiber optical current transformer based on the single optical path.Firstly,based on the closed-loop control mode and open-loop control mode,the twochannel sampling signal demand for relay protection,and the independent dual-acquisition loop design scheme of the all-fiber optical current transformer are proposed.Secondly,the reliability and economic feasibility of the scheme are demonstrated by an analysis of system failure and cost.The results show that the scheme can actualize the acquisition function of two independent all-fiber optical current transformer products on a single all-fiber current transformer in an integrated manner,which greatly reduces the cost of the all-fiber optical current transformer in engineering applications. 展开更多
关键词 All-fiber optical current transformer Acquisition circuit RELIABILITY
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Optically Driven Current Transformer with Optical Fiber Data Link 被引量:1
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作者 YAO Ling-shi 《Semiconductor Photonics and Technology》 CAS 2000年第3期151-155,164,173,共7页
An optical fiber transmitting photoelectric coupling current transformer has been developed. In the environment of high voltage and electromagnetic fields, this device is characterized by high insulation, high reliabi... An optical fiber transmitting photoelectric coupling current transformer has been developed. In the environment of high voltage and electromagnetic fields, this device is characterized by high insulation, high reliability, small mass and high anti-interference. The structure design and operating principle of the system are introduced, measurement errors are analyzed and experimental results are given. 展开更多
关键词 Optical fiber transmission current transformer DETECTOR
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基于Transformer掩码重建的转子绕组匝间短路检测
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作者 姚驰宇 桂晶 +3 位作者 李泼 王伟 陈聪 武玉才 《大电机技术》 2025年第3期31-36,共6页
转子绕组匝间短路故障对于汽轮发电机的安全运行危害严重。由于该故障成因多样,传统监测电气参数变化趋势的方法(如励磁电流增加等)具有显著的局限性。而实验手段检测则需要停机,影响正常生产运行。为此,本文以数据驱动作为出发点,提出... 转子绕组匝间短路故障对于汽轮发电机的安全运行危害严重。由于该故障成因多样,传统监测电气参数变化趋势的方法(如励磁电流增加等)具有显著的局限性。而实验手段检测则需要停机,影响正常生产运行。为此,本文以数据驱动作为出发点,提出了一种基于Transformer掩码重建的转子绕组匝间短路检测方法:采集大量的转子励磁电流时间序列数据训练重建模型,学习正常工况下的序列波动特征,通过对比重建序列与原始序列的差异,进一步构建故障诊断模型。最后,在某电厂的大型汽轮发电机的测试数据集上开展了实验。结果表明,本文采用的掩码重建算法对励磁电流数据的重建能力优于传统的自编码器和稀疏自编码器方法,以此建立的诊断方法对运行状态的识别准确率高达96.8%。同时高精度和高召回率表明该模型具有较低的误报警率和漏报警率。 展开更多
关键词 匝间短路 励磁电流 transformer 掩码重建
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Simulated Calculation and Measured Analysis on the Spot with the 750 kV Transformer Switch-In with Load
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作者 Licheng Zhang Shan Li Bing Sun 《Journal of Electronic Research and Application》 2025年第1期147-156,共10页
Through an example of a main transformer switch-in with load during the reverse transmission of a 750 kV power plan,the paper introduces the basic principle of transformer switch-in with load.EMTPE program that is use... Through an example of a main transformer switch-in with load during the reverse transmission of a 750 kV power plan,the paper introduces the basic principle of transformer switch-in with load.EMTPE program that is used to establish a calculation model,at the same time mainly considers the excitation characteristics of the transformer,the transient model of the circuit breaker,and the model of high voltage transformer,and calculated the inrush current with transformer switch-in with load in this plan.During system debugging in the plan,the two sets of main transformers passed the closing and opening test,and the data of inrush current in the test are recorded and analyzed.The simulation calculation and measured data show that the results are consistent.The simulation calculation also shows that it is not recommended to perform on-load closing of the transformer except for special circumstances,because of the influence of hysteresis characteristic when the transformer was switched in with load or the terminal voltage of the transformer resumed normal level from a low one after an external near-end fault was cleared,which various transformer differential protection using the characteristics of inrush to implement block scheme may mal-operate. 展开更多
关键词 transformer Switch-in with load Inrush current Ultra-saturation converter station Hysteresis characteristic EMTPE
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An active-passive beam current transformer 被引量:1
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作者 ZHOU Wei SUN Baogen LU Ping WANG Xiaohui WANG Yong ZHANG Haiyan 《Nuclear Science and Techniques》 SCIE CAS CSCD 2008年第2期70-73,共4页
In this article,a new type current transformer was developed using an active-passive circuit to improve low frequency response of the system without impairing high frequency response.The active-passive current transfo... In this article,a new type current transformer was developed using an active-passive circuit to improve low frequency response of the system without impairing high frequency response.The active-passive current transformer with In-flange was fabricated.Theoretical analysis,numerical simulations and experimental results are given. 展开更多
关键词 电流 变压器 电路 频率反应
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Alternative Approaches for Distinguishing between Faults and Inrush Current in Power Transformers
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作者 Ahmed M. A. Alomar Bakr E. M. Shamseldin 《Energy and Power Engineering》 2014年第7期143-160,共18页
In this study, we will cover the basic methods used to distinguish between inrush current and fault current in power transformers. First, the nature of inrush current is presented compared to the fault current. Then t... In this study, we will cover the basic methods used to distinguish between inrush current and fault current in power transformers. First, the nature of inrush current is presented compared to the fault current. Then the nature of the magnetizing current due to energizing a power transformer at no-load is explained. The first generation of methods used to disable the protective relay system during inrush current, namely the Desensitizing and Tripping Suppressor, is introduced. The second generation, the harmonic restraint method and the waveform-based restraint method with their different versions, is explained. Then we will explore thoroughly the fictitious equivalent resistance method as an example of the third generation of model type restraining or blocking methods. Finally, a comparison between these methods and conclusion is carried out. 展开更多
关键词 Power transformer Inrush current DIFFERENTIAL RELAY
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The Discrimination of Inrush Current from Internal Fault of Power Transformer based on EMD
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作者 Fanyuan Zeng Qianjin Liu Chao Shi 《Energy and Power Engineering》 2013年第4期1425-1428,共4页
The method is based on that the waveform of the inrush distorts seriously, while the fault current nearly keeps sinusoid. The complicated signal can be decomposed into a finite intrinsic mode functions (IMF) by the EM... The method is based on that the waveform of the inrush distorts seriously, while the fault current nearly keeps sinusoid. The complicated signal can be decomposed into a finite intrinsic mode functions (IMF) by the EMD, then define and compute the projection area on X-axis of each IMF—, the specific gravity of SIMF—, and the maximum of —. We can get a new scheme of transformer-protection based on comparing the difference between inrush and fault current. Theoretical analysis show that the method can precisely discriminate inrush and fault current, fault clearance time is about 20ms. Moreover, it is convenient to achieve and hardly be affect by not-periodic component. 展开更多
关键词 Inrush current transformer PROTECTION HHT EMD IMF
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Analysis on the Transfer Characteristics of Rogowski-coil Current Transformer and Its Influence on Protective Relaying
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作者 Yi Wang Jiaman Li +3 位作者 Yulan Hu Ranran An Zexiang Cai Ruiwen He 《Energy and Power Engineering》 2013年第4期1324-1329,共6页
This paper systematically analyzes the transfer characteristics of the Rogowski-coil Current Transformer and its effect on protective relaying through theoretical analysis, experiments and simulations. The frequency c... This paper systematically analyzes the transfer characteristics of the Rogowski-coil Current Transformer and its effect on protective relaying through theoretical analysis, experiments and simulations. The frequency characteristics and transient characteristics of Rogowski transducer and Rogowski-coil Current Transformer are deeply analyzed based on the physical structure of the transformer.?It is revealed that broad bandwidth of the transformer can improve the performance of protective relaying, and the bandwidth is determined mainly by the parameters of the Rogowski transducer and signal processing circuits. It is also discovered that the measurement errors of transient current mainly depend on the abilities for the current transformer to reproduce an accurate replica of the decaying dc components, which is mainly decided by the decay time constant of the aperiodic component of transient current and the parameters of the integral unit. Finally, some measures are proposed for the performance improvement of Rogowski-coil Current Transformer to meet the requirements of protective relaying system in terms of structural design and testing standards. 展开更多
关键词 current transformer Rogowski-coil TRANSFER Characteristics Protective RELAYING
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Optical fiber-based power and data delivery system for high voltage electronic current transformer
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作者 邱红辉 段雄英 邹积岩 《Journal of Shanghai University(English Edition)》 CAS 2008年第3期268-273,共6页
This paper describes a prototype power delivery system developed for high voltage electronic current transformer (ECT) that uses laser light to transfer power to and communicates with the primary converter. The desi... This paper describes a prototype power delivery system developed for high voltage electronic current transformer (ECT) that uses laser light to transfer power to and communicates with the primary converter. The design is based on optical-to-electrical power converters, solid-state diode lasers and optical fibers. Command signals are transmitted via the same up-fiber used to send power from secondary power supply to primary converter. The upward data transmission is completed during the brief interruption of power delivery without affecting steady power-supply. A simple comparator added to the primary converter can take the command data. Experimental results show that the fibers can provide reliable up-link for data transmission at 200 kb/s from the secondary to the primary converter. Based on the delivery system, the secondary converter can control three auxiliary channels to provide additional information. These monitoring channels are used in a time-multiplexing mode to provide information about the operation temperature, voltage and current at the remote unit for monitoring the ECT. This preventive maintenance or built-in test can increase reliability by giving early warning for necessary maintenance request. 展开更多
关键词 high voltage electronic current transformer (ECT) optical power supply delivery system photovoltaic powerconverters supervisory functions
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Investigation and Mitigation of Transformer Inrush Current during Black Start of an Independent Power Producer Plant
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作者 Salman Kahrobaee Marcelo C. Algrain Sohrab Asgarpoor 《Energy and Power Engineering》 2013年第1期1-7,共7页
The energizing of large power transformers has long been considered a critical event in the operation of an electric power system. When a transformer is energized by the utility, a typical inrush current could be as h... The energizing of large power transformers has long been considered a critical event in the operation of an electric power system. When a transformer is energized by the utility, a typical inrush current could be as high as ten times its rated current. This could cause many problems from mechanical stress on transformer windings to harmonics injection, and system protection malfunction. There have been numerous researches focusing on calculation and mitigation of the transformer inrush current. With the development of smart grid, distributed generation from independent power producers (IPPs) is growing rapidly. This paper investigates the inrush current due to black start of an IPP system with several parallel transformers, through a simulation model in DIgSILENT Power Factory software. The study demonstrates that a single genset is capable of energizing a group of transformers since the overall inrush current is slightly above the inrush of the transformer directly connected to the generator. In addition, a simple method is proposed to mitigate the inrush current of the transformers using an auxiliary transformer. 展开更多
关键词 BLACK START Distributed Generation Inrush current MITIGATION INDEPENDENT Power PRODUCER transformer Energizing
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Calculation of Eddy Current Loss and Short-circuit Force in SSZ11-50000/110 Power Transformer
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作者 Yan Li Bo Zhang +2 位作者 Longnv Li Tongxun Yang Ning Wang 《Energy and Power Engineering》 2013年第4期1105-1108,共4页
The ?method is used in this paper to calculate the leakage magnetic field of SSZ11-50000/110 Power transformer, and by which the structures’ influences to the main leakage flux are analyzed. Through the combination o... The ?method is used in this paper to calculate the leakage magnetic field of SSZ11-50000/110 Power transformer, and by which the structures’ influences to the main leakage flux are analyzed. Through the combination of the product and TEAM Problem 21B, the surface impedance method shows its great advantage in the calculation of eddy current loss. 展开更多
关键词 Power transformer FINITE Element SHORT-CIRCUIT FORCE EDDY current LOSS Surface IMPEDANCE Method
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Transformer Internal and Inrush Current Fault Detection Using Machine Learning
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作者 R.Vidhya P.Vanaja Ranjan N.R.Shanker 《Intelligent Automation & Soft Computing》 SCIE 2023年第4期153-168,共16页
Preventive maintenance in the transformer is performed through a dif-ferential relay protection system,and it protects the transformer from internal and external faults.However,the Current Transformer(CT)in the differ... Preventive maintenance in the transformer is performed through a dif-ferential relay protection system,and it protects the transformer from internal and external faults.However,the Current Transformer(CT)in the differential protec-tion system mal-operates during inrush currents.CT saturates due to magnetizing inrush currents and causes false tripping of the differential relays.Moreover,iden-tification of tripping in protection relay either due to inrush current or internal faults needs to be diagnosed.For the above problem,continuous monitoring of transformer breather and CT terminals with thermal camera helps detect the trip-ping in relay due to inrush or internal fault.The transformer’s internal fault leads to high breathing process in the transformer breather,never for inrush currents.During inrush currents,CT temperature is increased.Continuous monitoring of breather and CT of the transformer through thermal imaging and radiometric pix-els detect the causes of CT saturation and differentiates maloperation.Hybrid wavelet threshold image analytics(HWT-IA)based radiometric pixels analysis of the transformer breather and CT after de-noising provides an accurate result of about 95%for identification of the false tripping of differential protection system of transformer. 展开更多
关键词 WAVELET THRESHOLD inrush transformer BREATHER current transformer thermal image
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Study on the Effect of Multi-Type Current Transformers Hybrid Operation on Differential Protection of the Bus Based on Dynamic Simulation
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作者 Wenbiao Liao Zexin Zhou +2 位作者 Rongrong Zhan Yanjun Li Zhengguang Chen 《Energy and Power Engineering》 2017年第4期1-11,共11页
This paper analyzes characteristics of multi type current transformers hybrid operation for each branch of the bus and their effects on differential protection of the bus. By theoretically analyzing transmission chara... This paper analyzes characteristics of multi type current transformers hybrid operation for each branch of the bus and their effects on differential protection of the bus. By theoretically analyzing transmission characteristics of multi type current transformers and their influence factors, we study the dynamic model testing method of multi type current transformers for the bus, and design 3 kinds of testing schemes by making the equivalent model based on the field of P-level current transformer, TPY-level current transformer and electronic current transformer, and build the hybrid operation testing platform of multi type current transformers. Finally, we compare and analyze the transmission characteristics difference of multi type current transformers on the same branch and the characteristics difference of hybrid operation in two successive external faults, analyze the cause behind the differences, and put forward the corresponding improvement measures. 展开更多
关键词 DIFFERENTIAL Protection of the BUS Multi-Type current transformer Hybrid Operation DYNAMIC SIMULATION TEST Method DYNAMIC SIMULATION TEST PLATFORM
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Research on Time-Domain Transfer Impedance Measurement Technology for High Frequency Current Transformers in Partial Discharge Det ection of Cables
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作者 SONG Simeng CHEN Xiaoxin +4 位作者 QIAN Yong WANG Hui ZHANG Yue SHENG Gehao JIANG Xiuchen 《Journal of Shanghai Jiaotong university(Science)》 EI 2020年第1期10-17,共8页
We focus on the high frequency current method which is widely applied in the partial discharge(PD)detection of cables.Aiming at guaranteeing the accuracy of this method,we study an innovative time-domain technology fo... We focus on the high frequency current method which is widely applied in the partial discharge(PD)detection of cables.Aiming at guaranteeing the accuracy of this method,we study an innovative time-domain technology for effectively measuring the transfer impedance of the high frequency current transformers(HFCTs).The proposed technology called pulse injection method obtains the system response under the excitation of the wide-band instantaneous pulse signal.Firstly,by studying the working principle of HFCTs,we summarize that the bandwidth of the selected signal acquisition device should be at least 100 MHz to ensure measurement accuracy.Secondly,Gauss pulse and square wave pulse are generated to determine the effects of different sources.The measurement results indicate that Gauss pulse is more suitable for pulse injection method,and the rise time should be under 10 ns to improve the starting frequency of oscillation distortion.Finally,the transfer impedance curves of five types of HFCTs are acquired by both pulse injection and traditional point-frequency methods.The measurement results show a remarkable consistency between two methods.However,pulse injection method requires the simpler operation and lias a higher resolution,obviously improving the measurement efficiency and bet ter displaying the details of the transfer impedance curves. 展开更多
关键词 PARTIAL discharge(PD) high frequency current transformer(HFCT) TRANSFER IMPEDANCE PULSE measurement
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基于多模态高效Transformer的高压断路器机械状态检测模型
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作者 曲德宇 肖百惠 +2 位作者 任益佳 丛培杰 吴琼 《沈阳工业大学学报》 北大核心 2025年第6期737-743,共7页
[目的]高压断路器作为电力系统中关键的控制和保护设备,其可靠运行对电网的安全稳定至关重要。然而,高压断路器在长期运行过程中,会因机械磨损、部件老化等问题引发各类故障。当前,对高压断路器的检测面临检测信号多样、故障检测难度大... [目的]高压断路器作为电力系统中关键的控制和保护设备,其可靠运行对电网的安全稳定至关重要。然而,高压断路器在长期运行过程中,会因机械磨损、部件老化等问题引发各类故障。当前,对高压断路器的检测面临检测信号多样、故障检测难度大和精度低等问题。因此,研究一种高效、准确的高压断路器机械状态检测方法,对保障电力系统安全稳定运行具有重要意义。[方法]本文提出了一种基于多模态高效Transformer的高压断路器机械状态检测模型。在数据采集环节,综合运用振动传感器、电流传感器和位移传感器,同步获取高压断路器运行过程中的振动信号、电流信号和位移信号,构建多模态信号数据集。在信号预处理阶段,采用小波变换技术对采集到的多模态信号进行处理,将信号分解到不同的频率尺度上,从而有效去除信号中的噪声成分,同时增强故障特征信号,进而显著提升信号质量。在模型构建方面,引入高效Transformer模块。Transformer模块凭借其强大的自注意力机制,能够有效捕捉信号序列中的长距离依赖关系,对多模态信号中的复杂特征进行深入挖掘,通过将高压断路器的运行状态分为正常运行、合闸无法保持、软连接松动、单相触头磨损、绝缘拉杆松动和分闸弹簧断裂,实现对断路器机械状态的准确诊断。[结果]在仿真实验中,构建了高压断路器不同故障类型的仿真模型,模拟实际运行中的各种工况,生成多模态信号数据。将这些数据输入到本文检测模型中进行测试,结果显示模型能够准确识别不同故障类型。在实际实验中,选取了多台高压断路器作为实验对象,在其正常运行和设置不同故障状态下,采集多模态信号数据。实验结果表明,相比传统检测方法,本文方法在保证检测速度的同时,使检测精度有了显著提升。[结论]本文提出的基于多模态高效Transformer的高压断路器机械状态检测模型,有效解决了检测信号复杂、噪声干扰大的问题;借助高效Transformer的强大特征提取和分类能力,实现了对高压断路器多种机械状态故障的准确识别。仿真分析与实验结果证明,本文方法在检测精度和速度上均表现良好,能够为电力系统中高压断路器的状态监测和故障诊断提供可靠的技术支持,有助于及时发现设备潜在故障,在保障电力系统的安全稳定运行方面具有一定的应用价值和推广前景。 展开更多
关键词 高压断路器 transformer模块 状态检测 振动信号 电流信号 速度信号 多模态分类 小波变换
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