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Multi-Scale Time Series Segmentation Network Based on Eddy Current Testing for Detecting Surface Metal Defects
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作者 Xiaorui Li Xiaojuan Ban +6 位作者 Haoran Qiao Zhaolin Yuan Hong-Ning Dai Chao Yao Yu Guo Mohammad S.Obaidat George Q.Huang 《IEEE/CAA Journal of Automatica Sinica》 2025年第3期528-538,共11页
In high-risk industrial environments like nuclear power plants,precise defect identification and localization are essential for maintaining production stability and safety.However,the complexity of such a harsh enviro... In high-risk industrial environments like nuclear power plants,precise defect identification and localization are essential for maintaining production stability and safety.However,the complexity of such a harsh environment leads to significant variations in the shape and size of the defects.To address this challenge,we propose the multivariate time series segmentation network(MSSN),which adopts a multiscale convolutional network with multi-stage and depth-separable convolutions for efficient feature extraction through variable-length templates.To tackle the classification difficulty caused by structural signal variance,MSSN employs logarithmic normalization to adjust instance distributions.Furthermore,it integrates classification with smoothing loss functions to accurately identify defect segments amid similar structural and defect signal subsequences.Our algorithm evaluated on both the Mackey-Glass dataset and industrial dataset achieves over 95%localization and demonstrates the capture capability on the synthetic dataset.In a nuclear plant's heat transfer tube dataset,it captures 90%of defect instances with75%middle localization F1 score. 展开更多
关键词 Eddy current testing nondestructive testing semantic segmentation time series analysis
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MAPOD Analysis in Eddy Current Testing of Flaws Considering Multiple Response Signals and Multiple Flaw Parameters
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作者 Shixi Yang Liping Zhang +1 位作者 Xiwen Gu Weidi Huang 《Journal of Dynamics, Monitoring and Diagnostics》 2024年第3期180-189,共10页
The reliability of the eddy current testing (ECT) in flaw detection is quantitatively evaluated by theprobability of detection (POD). Precise and efficient modeling of POD gives direction for the implement of ECTon si... The reliability of the eddy current testing (ECT) in flaw detection is quantitatively evaluated by theprobability of detection (POD). Precise and efficient modeling of POD gives direction for the implement of ECTon sites to avoid false or missing flaw detection. Traditional POD analysis focuses on single uncertain factor orsingle response signal with limited credibility in engineering. This paper considers multiple response signals andmultiple flaw parameters to perform POD. The flaw length, the flaw depth, the coil impedance, and the magneticflux density are comprehensively studied under various lift-off distances. A finite element model (FEM) of ECT isestablished and verified with experiments to obtain sufficient simulation data for discrete POD modeling. Thecontinuous POD function is then fitted based on the discrete values to show the superiority of integrating multiplefactors. A comparison with conventional POD analysis further demonstrates the higher reliability of ECT flawdetection considering multiple flaw parameters and multiple response signals, especially for small flaws. 展开更多
关键词 Eddy current testing finite element model multiple response signals probability of detection
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Subsurface Defect Evaluation of Selective-Laser-Melted Inconel 738LC Alloy Using Eddy Current Testing for Additive/Subtractive Hybrid Manufacturing 被引量:5
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作者 Sai Guo Guanhui Ren Bi Zhang 《Chinese Journal of Mechanical Engineering》 SCIE EI CAS CSCD 2021年第6期224-239,共16页
New materials and manufacturing technologies require applicable non-destructive techniques for quality assurance so as to achieve better performance.This study comprehensively investigated the effect of influencing fa... New materials and manufacturing technologies require applicable non-destructive techniques for quality assurance so as to achieve better performance.This study comprehensively investigated the effect of influencing factors includ-ing excitation frequency,lift-off distance,defect depth and size,residual heat,and surface roughness on the defect EC signals of an Inconel 738LC alloy produced by selective laser melting(SLM).The experimental investigations recorded the impedance amplitude and phase angle of EC signals for each defect to explore the feasibility of detecting sub-surface defects by merely analyzing these two key indicators.Overall,this study revealed preliminary qualitative and roughly quantitative relationships between influencing factors and corresponding EC signals,which provided a prac-tical reference on how to quantitively inspect subsurface defects using eddy current testing(ECT)on SLMed parts,and also made solid progress toward on-line ECT in additive/subtractive hybrid manufacturing(ASHM)for fabricating SLMed parts with enhanced quality and better performance. 展开更多
关键词 Eddy current testing Subsurface defect Additive/subtractive hybrid manufacturing Selective laser melting Inconel 738LC alloy
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Detection of Damage and Crack in Railhead by Using Eddy Current Testing 被引量:4
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作者 Zenglu Song Tsutomu Yamada +1 位作者 Hideki Shitara Yasushi Takemura 《Journal of Electromagnetic Analysis and Applications》 2011年第12期546-550,共5页
Eddy current testing is a nondestructive testing method, which is used to detect discontinuities and defects in conductive materials. Using this technique, two different types of artificial defects in a railhead were ... Eddy current testing is a nondestructive testing method, which is used to detect discontinuities and defects in conductive materials. Using this technique, two different types of artificial defects in a railhead were evaluated in order to analyze the relationship between different types of defects and eddy current signals, and to obtain data on the size of the rail surface defects and crack location. The actually used rail sample was also studied. Surface cracks and defects were clearly observed as amplitude and phase changes of detected signals. This study succeeds in quantitatively analyzing and discriminating the damage types. 展开更多
关键词 NONDESTRUCTIVE testING EDDY current testING Railhead CRACK
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Inversion of thicknesses of multi-layered structures from eddy current testing measurements 被引量:1
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作者 黄平捷 吴昭同 《Journal of Zhejiang University Science》 EI CSCD 2004年第1期86-91,共6页
Luquire et al. ' s impedance change model of a rectangular cross section probe coil above a structure with an arbitrary number of parallel layers was used to study the principle of measuring thicknesses of multi-l... Luquire et al. ' s impedance change model of a rectangular cross section probe coil above a structure with an arbitrary number of parallel layers was used to study the principle of measuring thicknesses of multi-layered structures in terms of eddy current testing voltage measurements. An experimental system for multi-layered thickness measurement was developed and several fitting models to formulate the relationships between detected impedance/voltage measurements and thickness are put forward using least square method. The determination of multi-layered thicknesses was investigated after inversing the voltage outputs of the detecting system. The best fitting and inversion models are presented. 展开更多
关键词 Multi layered structure Thickness measurement Eddy current testing Multi frequency INVERSION
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Research on Eddy Current Testing System of the Carburized Layer Depth of 20CrMnTi Steel 被引量:3
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作者 CHENGXiao-min LINa +1 位作者 WUXin-wen FANGHua-bin 《材料热处理学报》 EI CAS CSCD 北大核心 2004年第5期409-411,共3页
In this paper the carbon distribution in the carburized layer of 20CrMnTi steel was studied. The relationship between the depth of a carburized layer and the surface carbon distribution was established. Eddy current t... In this paper the carbon distribution in the carburized layer of 20CrMnTi steel was studied. The relationship between the depth of a carburized layer and the surface carbon distribution was established. Eddy current testing system of the case depth of this carburized steel was built by using ANSYS software as second development platform. 展开更多
关键词 20CRMNTI钢 渗碳 渗碳层厚度 涡流试验 有限元
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Research on leakage current test method 被引量:1
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作者 Li Dong Wang Yanlin 《仪器仪表学报》 EI CAS CSCD 北大核心 2014年第S2期219-223,共5页
In the leakage current test, through the high speed data collection and digital filtering to the output voltage of the human body impedance network, leakage current test that is in accordance with many kinds of electr... In the leakage current test, through the high speed data collection and digital filtering to the output voltage of the human body impedance network, leakage current test that is in accordance with many kinds of electrical safety standards can be realized, and the frequency distribution information of the leakage current can be got as well, which can be used to much more completely evaluate the possible damage degree of the leakage current to the human body and analyze the reason for the appearance of the leakage current in the electric equipment. 展开更多
关键词 LEAKAGE current test HUMAN BODY imspedance NETWORK
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Investigation of Eddy Current Nondestructive Testing for Carbon Fiber-Reinforced Plastic (CFRP) Based on Electromagnetic Field Analysis 被引量:1
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作者 Tomonori Hongu Kiyoshi Koyama Junichi Toriumi 《Journal of Mechanics Engineering and Automation》 2018年第3期127-131,共5页
CFRP (carbon fiber reinforced plastic) is used extensively in aircraft and spacecraft structures, because of its excellent mechanical properties. Ultrasonic testing, which is used as a non-destructive testing techni... CFRP (carbon fiber reinforced plastic) is used extensively in aircraft and spacecraft structures, because of its excellent mechanical properties. Ultrasonic testing, which is used as a non-destructive testing technique for CFRP, requires a contact medium. In contrast, eddy current testing does not require a contact medium, and when used for CFRP testing it has advantages not available with other techniques. CFRP is a laminate, with each layer being anisotropically conductive, and the distribution of the induced eddy current is yet to be determined. Here, to determine the eddy current distribution in the detection of flaws in cross-ply CFRP (0°/90°) by using a cross-point probe, we performed an FEM (finite element method) analysis of electromagnetic fields. We investigated the nature of the flaw signals and the differences in eddy current distributions between materials with and without flaws. 展开更多
关键词 Nondestructive testing eddy current testing CFRP flaw detection FEM analysis.
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Design of a Control Device for Synthetic Making Test Based on Pre-Arcing Current Detection and Phase Control 被引量:1
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作者 Zhengyang ZHOU Minfu LIAO Xingming FAN 《Journal of Electromagnetic Analysis and Applications》 2009年第4期279-283,共5页
The synthetic making test has been widely used in evaluating the break ability of high-voltage circuit breaker. However, the test research and application are still inadequate, especially in the condition of rated vol... The synthetic making test has been widely used in evaluating the break ability of high-voltage circuit breaker. However, the test research and application are still inadequate, especially in the condition of rated voltage. According to the realistic conditions of test stations in China, a control device based on pre-arcing current detection and phase control is proposed in this paper. A sample of the control device made up of DSP TMS320LF2407A is fabricated, in which the CPLD MAX7064 is used to transmit signals for EMC design. It can be applied in full voltage synthetic making test at a level of 126kV/63kA. The test results show that, it is accurate to control the making phase of the applied voltage, whether the closing is demanded at voltage peak or zero. 展开更多
关键词 SYNTHETIC MAKING test Pre-Arcing current PHASE Control
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Modeling and Analysis of the Effect of Probe Radial Offset on Eddy Current Nondestructive Testing and Evaluation of Metallic Tubes
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作者 FAN Mengbao YIN Yadan CAO Binghua 《中国电机工程学报》 EI CSCD 北大核心 2012年第30期I0019-I0019,共1页
Eddy current testing is one of the most effective methods for evaluation of metallic tubes.In practice,however,the signal is often contaminated by the vibration of the probe,namely radial offset.This work deals with t... Eddy current testing is one of the most effective methods for evaluation of metallic tubes.In practice,however,the signal is often contaminated by the vibration of the probe,namely radial offset.This work deals with the analytical solution to a T-R probe with radial offset,as shown in Fig.1. 展开更多
关键词 eddy current testing metallic tubes radial offset MODELING SIMULATION
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Experimental Study on Paschen Tests of ITER Current Lead Insulation 被引量:1
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作者 郑金星 宋云涛 +5 位作者 黄雄一 陆坤 奚维斌 丁开忠 叶斌 牛二武 《Plasma Science and Technology》 SCIE EI CAS CSCD 2013年第2期152-156,共5页
An experimental Paschen test setup has been established to analyze the quality of ITER current lead (CL) insulation and extend the research on Paschen's law under various conditions. Insulation problems can destroy... An experimental Paschen test setup has been established to analyze the quality of ITER current lead (CL) insulation and extend the research on Paschen's law under various conditions. Insulation problems can destroy a machine if a Paschen discharge is triggered by an insulation defect that is caused by faulty manufacturing, electromagnetic force, and thermal stress load with a certain degree of vacuum helium or pipe leakage. The results show that the CL insulation mock-up worked well under normal temperature and pressure. Besides, the mock-up also worked well in helium conditions and at 80 K temperature at different pressures. One area of CL insulation was severely destroyed when the 80 K test was conducted after 5 thermal cycles, resulting in Paschen discharge phenomenon. The breakdown voltage is maintained at a relatively low level under different pressure conditions; the change of breakdown voltage was mainly due to the change of pressure, and such change was in line with the Paschen law. 展开更多
关键词 paschen test INSULATION DISCHARGE ITER current lead low temperature
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Conductivity Inversion of Unidirectional CFRP Laminates Using Eddy Current Testing
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作者 SHEN Wei JI Hongli +1 位作者 QIU Jinhao XU Xiaojuan 《Transactions of Nanjing University of Aeronautics and Astronautics》 EI CSCD 2020年第S01期35-40,共6页
Due to the electrical anisotropy of carbon fiber reinforced polymer(CFRP),this paper presents a method to inverse the anisotropic conductivity of unidirectional CFRP laminate using eddy current testing(ECT). The relat... Due to the electrical anisotropy of carbon fiber reinforced polymer(CFRP),this paper presents a method to inverse the anisotropic conductivity of unidirectional CFRP laminate using eddy current testing(ECT). The relationship between the conductivity and probe signal of ECT is studied by means of numerical simulation. Finally,the accuracy of inversion result is improved by optimizing the initial conductivity by use of experimental data. 展开更多
关键词 carbon fiber reinforced polymer(CFRP) eddy current testing(ECT) conductivity inversion forward model
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An Introductory Note on Finite Element Problems Based on the Eddy Current Testing Approach
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作者 Antônio Flavio Licarião Nogueira Rodolfo Lauro Weinert Leonardo José Amador Salas Maldonado 《Journal of Electromagnetic Analysis and Applications》 2021年第11期145-159,共15页
The paper addresses the first eddy current benchmark problem proposed by the World Federation of Nondestructive Evaluation Centers (WFNDEC). The problem simulates the eddy current response to the presence of an axisym... The paper addresses the first eddy current benchmark problem proposed by the World Federation of Nondestructive Evaluation Centers (WFNDEC). The problem simulates the eddy current response to the presence of an axisymmetric circumferential defect in an Inconel-600 tube. All simulations employ the axisymmetric code of the electromagnetic field simulator Finite Element Method Magnetics. For three different frequencies of excitation, it is explained how the displacement of the detecting coil inside the tube leads to a variation in the impedance of the eddy current coil. Variations of the resistive and inductive components of the impedance with distance from the defect region are used to build the impedance trajectory for each frequency of analysis. 展开更多
关键词 Eddy current testing Finite Element Analysis Nondestructive Inspection Methods
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Eddy Current Test for Detection of Foreign Material using Rotating Probe
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作者 Houng Kun ANN II Song Jae-Sul LEE 《Journal of Mechanics Engineering and Automation》 2016年第7期379-383,共5页
There are several elements that affect on the integrity of steam generator tubes. One of the elements is loose parts located on outside of the tubes. It causes erosion which is possible to lead fatal defect like crack... There are several elements that affect on the integrity of steam generator tubes. One of the elements is loose parts located on outside of the tubes. It causes erosion which is possible to lead fatal defect like crack on the outside surface of the tubes. In this study, artificial loose parts on Inconel 690 tube are demonstrated and eddy current testing data of the region is acquired using rotating probe. Ferromagnetic and nonmagnetic foreign materials were used to demonstrate artificial loose parts. Eddy current channel of 100 KHz frequency shows definite signals of those foreign materials but stainless steel was not clearly detected. This result can be explained based on the electrical conductivity of the materials and it can be confirmed with lissajous window and C-scan. In addition, no indication was detected when the distance of the gap between the foreign materials and the tube is increased to more than 3 mm under this test condition. Based on these experimental inspections, we were able to find suitable methods for analyzing the signals obtained under various conditions that could occur when conducting steam generator eddy current test in NPP. 展开更多
关键词 ECT (eddy current test heat exchanger tube foreign material rotating probe.
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A Study on the Current State of the Chinese Proficiency Test(HSK)at the confucius Institute in Sofia,Bulgaria
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作者 Liu Ming 《Journal of Contemporary Educational Research》 2018年第1期45-54,共10页
The Chinese Proficiency Test(HSK)is a standardized test on Chinese language skills which has been widely introduced both in and outside China and has been playing an important role in the spread of Chinese learning al... The Chinese Proficiency Test(HSK)is a standardized test on Chinese language skills which has been widely introduced both in and outside China and has been playing an important role in the spread of Chinese learning all over the world.In 2003 Bulgaria hosted a beginner level HSK exam,which made it the first location to hold a Chinese language proficiency test on the Balkan Peninsula and ever since it has been very successful.The current paper provides a research on the current state of the Chinese Proficiency Test(HSK)аt the Confucius Institute in Sofia,Bulgaria,analyzes the factors related to the promotion of the Chinese Proficiency Test(HSK)and on this basis presents a few feasible recommendations to the benefit of the Chinese Proficiency Test(HSK). 展开更多
关键词 Bulgaria CONFUCIUS Institute Sofia CHINESE PROFICIENCY test(HSK)current STATE
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Lift-Off Effect of Koch and Circular Differential Pickup Eddy Current Probes
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作者 Guolong Chen Zheng Cao +3 位作者 Shuaishuai Zhang Ji Wei Wei Gao Wuyin Jin 《Chinese Journal of Mechanical Engineering》 SCIE EI CAS CSCD 2024年第2期283-293,共11页
A flexible or planar eddy current probe with a differential structure can suppress the lift-off noise during the inspection of defects.However,the extent of the lift-off effect on differential probes,including differe... A flexible or planar eddy current probe with a differential structure can suppress the lift-off noise during the inspection of defects.However,the extent of the lift-off effect on differential probes,including different coil structures,varies.In this study,two planar eddy current probes with differential pickup structures and the same size,Koch and circular probes,were used to compare lift-off effects.The eddy current distributions of the probes perturbed by 0°and 90°cracks were obtained by finite element analysis.The analysis results show that the 90°crack can impede the eddy current induced by the Koch probe even further at relatively low lift-off distance.The peak-to-peak values of the signal output from the two probes were compared at different lift-off distances using finite element analysis and experimental methods.In addition,the effects of different frequencies on the lift-off were studied experimentally.The results show that the signal peak-to-peak value of the Koch probe for the inspection of cracks in 90°orientation is larger than that of the circular probe when the lift-off distance is smaller than 1.2 mm.In addition,the influence of the lift-off distance on the peak-to-peak signal value of the two probes was studied via normalization.This indicates that the influence becomes more evident with an increase in excitation frequency.This research discloses the lift-off effect of differential planar eddy current probes with different coil shapes and proves the detection merit of the Koch probe for 90°cracks at low lift-off distances. 展开更多
关键词 Eddy current testing Differential pickup probe Fractal Koch curve Flexible eddy current probe
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The lift-off effect analysis of flexible differential pick-up koch fractal eddy current probe
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作者 CHEN Guolong FAN Le +3 位作者 ZHANG Shuaishuai HAN Yu LI Yixin ZHANG Yanlong 《Journal of Measurement Science and Instrumentation》 CAS CSCD 2024年第4期432-444,共13页
This study utilized finite element simulation and experimental methods to investigate the evolution of crack detection performanceof a flexible differential fractal Koch eddy current probe at different excitation freq... This study utilized finite element simulation and experimental methods to investigate the evolution of crack detection performanceof a flexible differential fractal Koch eddy current probe at different excitation frequencies as the lift-off distance increases.As the lift-off distanceincreased,the distribution shape of induced eddy currents changed,leading to reduced similarity in the shape of the excitation coil and an expandeddistribution range of induced eddy currents,ultimately resulting in weakened output signal strength.The experimental results showed that forexcitation frequencies of 10 kHz,20 kHz,50 kHz,100 kHz,200 kHz,500 kHz,and1000 kHz,the maximum lift distances of the real partof the output signal when cracks were detected were 5.0 mm,7.0 mm,8.0 mm,8.0 mm,8.0 mm,6.5 mm,and 4.0 mm,respectively.Theimaginary parts were 6.5 mm,6.5 mm,7.5 mm,5.5 mm,8.0 mm,6.5 mm,and 6.5 mm,respectively. 展开更多
关键词 eddy current testing lift-off effect nondestructive testing crack detection fractal geometry
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Design and Test of 1/5th Scale Horizontal Axis Tidal Current Turbine 被引量:1
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作者 刘宏伟 周宏宾 +2 位作者 林勇刚 李伟 顾海港 《China Ocean Engineering》 SCIE EI CSCD 2016年第3期407-420,共14页
Tidal current energy is prominent and renewable. Great progress has been made in the exploitation technology of tidal current energy all over the world in recent years, and the large scale device has become the trend ... Tidal current energy is prominent and renewable. Great progress has been made in the exploitation technology of tidal current energy all over the world in recent years, and the large scale device has become the trend of tidal current turbine (TCT) for its economies. Instead of the similarity to the wind turbine, the tidal turbine has the characteristics of high hydrodynamic efficiency, big thrust, reliable sealing system, tight power transmission structure, etc. In this paper, a l/5th scale horizontal axis tidal current turbine has been designed, manufactured and tested before the full scale device design. Firstly, the three-blade horizontal axis rotor was designed based on traditional blade element momentum theory and its hydrodynamic performance was predicted in numerical model. Then the power train system and stand-alone electrical control unit of tidal current turbine, whose performances were accessed through the bench test carried out in workshop, were designed and presented. Finally, offshore tests were carried out and the power performance of the rotor was obtained and compared with the published literatures, and the results showed that the power coefficient was satisfactory, which agrees with the theoretical predictions. 展开更多
关键词 tidal current energy horizontal axis turbine offshore test
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The Application of Eddy Current Transducer for Testing Movement Locus of Shaker Screen
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作者 Zhu Pingyu Lao Chuanjun +1 位作者 Zhang Wei Li Xuejun 《工程科学(英文版)》 2007年第1期85-89,共5页
Shaker screen is one of important equipments in the industry of oil, metallurgy, coal and timbering. The movement locus of shaker screen affects the capacity and efficiency of shaker screen to split the solid particle... Shaker screen is one of important equipments in the industry of oil, metallurgy, coal and timbering. The movement locus of shaker screen affects the capacity and efficiency of shaker screen to split the solid particle from crude ore directly. To test movement of shaker locus, two eddy current transducers are employed. A discussion of the usage of these eddy current transducer to test and acceleration sensors will be made. The experiment results from a real elliptic shaker screen have good agree with the design requirements. 展开更多
关键词 SHAKER SCREEN MOVEMENT LOCUS test EDDY current TRANSDUCER
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换流变真空有载分接开关谐波电流切换试验技术的研究与分析 被引量:1
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作者 张长虹 范广伟 +3 位作者 邓军 王培人 周海滨 谢志成 《高压电器》 北大核心 2025年第2期26-34,共9页
换流变压器有载分接开关是实现换流变压器调压的核心部件,对保证电力系统电压稳定性起到重要的作用。随着柔性直流输电技术的发展,有载分接开关切换含有谐波分量的负载电流工况日益凸显,经常在多次谐波叠加的复杂工况下进行切换操作,因... 换流变压器有载分接开关是实现换流变压器调压的核心部件,对保证电力系统电压稳定性起到重要的作用。随着柔性直流输电技术的发展,有载分接开关切换含有谐波分量的负载电流工况日益凸显,经常在多次谐波叠加的复杂工况下进行切换操作,因此切换的负载电流零点会有较大的电流变化率,其显著增加了分接开关的切换负荷,尤其对真空有载分接开关中的真空灭弧室转换电流能力提出了极大挑战。因此,文中针对换流变压器应用的真空有载分接开关的谐波电流切换能力的验证开展了相应的试验技术研究,并通过建立的谐波电流切换试验条件开展了性能验证。所获得的试验结果和分析内容将对真空有载分接开关谐波电流切换性能考核方法的建立提供技术支撑。 展开更多
关键词 换流变压器 有载分接开关 谐波电流 切换试验
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