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2018 Condition Monitoring and Diagnosis (CMD)最新文献

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Detection of Single Line-to-Ground Fault Using Convolutional Neural Network and Task Decomposition Framework in Distribution Systems 基于卷积神经网络和任务分解框架的配电系统单线对地故障检测
Pub Date : 2018-09-01 DOI: 10.1109/CMD.2018.8535600
Ying Du, Qingzhu Shao, Yadong Liu, G. Sheng, X. Jiang
Fault feature extraction is critical for fault line detection, but difficult to be effective and robust. Unbalanced characteristics of the fault signal sample will make feature extraction more difficult. A novel method using Choi- Williams time-frequency distribution based convolutional neural network and task decomposition framework was proposed. Choi- Williams time-frequency analysis was applied to generate time-frequency distribution image of fault signal. Then, convolutional neural network (CNN) was trained by a lot of time-frequency distribution images generated under different fault conditions. CNN can extract features of the time-frequency distribution image adaptively and select the fault line. The task decomposition framework was first proposed to solve the problem of unbalanced fault signal sample for better feature extraction. A resonant grounding distribution system is simulated to verify this method under different fault conditions and the results showed the detection of the single line-to-ground fault is more accurate.
故障特征提取是故障线检测的关键,但其有效性和鲁棒性较差。故障信号样本的不平衡特性会增加特征提取的难度。提出了一种基于Choi- Williams时频分布的卷积神经网络和任务分解框架的新方法。采用Choi- Williams时频分析方法生成故障信号的时频分布图像。然后,利用不同故障条件下生成的大量时频分布图像对卷积神经网络(CNN)进行训练。CNN可以自适应提取时频分布图像的特征,选择故障线。为了更好地提取故障信号样本的特征,首次提出了任务分解框架。通过对谐振式接地配电系统在不同故障条件下的仿真验证,结果表明该方法对单线接地故障的检测精度更高。
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引用次数: 13
Dielectric Loss Factor and Circuit Impedance Under Partial Discharge Via Excess Current Detection 通过过量电流检测局部放电下的介质损耗因子和电路阻抗
Pub Date : 2018-09-01 DOI: 10.1109/CMD.2018.8535607
Tianxin Zhuang, Shujing Yang, M. Ren, B. Song
Partial discharge measurement plays an important role in the assessment of insulation status and fault diagnosis of power equipment. Presently, the most commonly used industrial applications of PD detections are based on the broadband measurement systems that count amplified PD pulses. The limitations of these traditional measurements are that the system requires a relatively high sampling rate and calculation capability, and is very sensitive to the ambient noise. To eliminate noise interference and save the cost of PD detection system, a technique measurement of excess currents, which measures the dielectric response currents through test object before and after PD activities to capture the activities of PD, has been reported in some recent studies. This work aims to explore the parameters that characterize the PD activities via excess current technology and to seek new ideas for PD detection. In this work, a measurement setup for measurement of PD excess currents averaged from 300 periods is applied and three typical insulation defect models were tested under 50Hz voltages. Excess currents for each case are measured. Then the corresponding dielectric loss factors and circuit impedances are obtained by comparing them to the synchronous voltages. The results show that the loss factors increase after PD while the circuit impedances decrease. Meanwhile, the loss factors continue to increase and the circuit impedances continue to decrease as the voltages turn up where the rate of the change shows more rapid in the needle-plate model. Moreover, the loss factors and circuit impedances in the dielectric barrier model and air void model are respectively higher and lower than the values before PD when the voltages drop below the PD extinction voltages, which does not appear in the needle-plate model. These characteristics provide a new idea for PD detection by monitoring the loss factors or circuit impedances via excess current detection.
局部放电测量在电力设备绝缘状态评估和故障诊断中起着重要作用。目前,最常用的PD检测工业应用是基于对放大PD脉冲计数的宽带测量系统。这些传统测量方法的局限性在于系统需要较高的采样率和计算能力,并且对环境噪声非常敏感。为了消除噪声干扰,节省放电检测系统的成本,近年来有研究报道了一种测量过量电流的技术,即通过被测对象测量放电活动前后的介电响应电流,以捕获放电活动。本工作旨在通过超电流技术探索PD活动的特征参数,并寻求PD检测的新思路。在这项工作中,应用了一种测量装置来测量300周期平均的局部放电过量电流,并在50Hz电压下测试了三种典型的绝缘缺陷模型。测量了每种情况下的过量电流。然后通过与同步电压的比较,得到相应的介质损耗因子和电路阻抗。结果表明,PD后电路损耗系数增大,阻抗减小。同时,随着电压的升高,损耗因子不断增加,电路阻抗不断减小,其中针板模型的变化速度更快。此外,当电压降至PD消光电压以下时,介质阻挡模型和空隙模型中的损耗因子和电路阻抗分别高于PD前和低于PD前的值,而针板模型中没有出现这种情况。这些特性为局部放电检测提供了一种新的思路,即通过检测过量电流来监测损耗因子或电路阻抗。
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引用次数: 0
A Statistical Approach for Effectively Analyzing the Grain Size Distribution Along the Thickness Direction in Commercial ZnO-Based Varistor Ceramics 一种有效分析工业zno基压敏陶瓷沿厚度方向晶粒尺寸分布的统计方法
Pub Date : 2018-09-01 DOI: 10.1109/CMD.2018.8535707
Lei Zhang, Chuan Yu, Le Zhang, Wenfeng Liu, Kangning Wu, Shengtao Li, Jianying Li
Grain size and its spatial distribution are the crucial issues in the study of advanced materials with a grain-grain boundary structure. It not only implies the grain growth mechanism of those materials, but also determines most of their macroscopic properties, such as mechanical strength, current conduction, ageing and so on. Therefore, it is of importance to clarify the grain size distribution (GSD) in ZnO-based varistor ceramics, a key protection element against overvoltage. In the present paper, a new approach based on the log-normal distribution was proposed to analyze the variation of GSD along the thickness direction of two commercial ZnO varistors. It is found that GSD follows log-normal distribution rather than commonly used normal distribution. In addition, with the proposed grain size, i.e., averaged log-normal grain size (dLN) and most probable grain size ($d_{max}$), the variation of GSD along the thickness direction was clearly revealed, which exhibited quite different behavior depending on the samples. With the probability plot, the microscopic uniformity is carefully analyzed and discussed. It is proposed that probability plots can be divided into three regions, representing large grains, grains whose sizes follow the lognormal rule and small grains, respectively. With the proposed method, it is possible to obtain more quantitative information, which is of significance for the further development of ZnO-based varistor ceramics and other advanced materials.
晶粒尺寸及其空间分布是研究具有晶界结构的先进材料的关键问题。它不仅暗示了这些材料的晶粒生长机制,而且决定了它们的大部分宏观性能,如机械强度、电流传导、老化等。因此,明确zno基压敏电阻陶瓷的晶粒尺寸分布(GSD)具有重要意义,这是防止过电压的关键保护元件。本文提出了一种基于对数正态分布的新方法来分析两种商用ZnO压敏电阻的GSD沿厚度方向的变化。结果表明,GSD服从对数正态分布,而不是一般的正态分布。此外,对于所提出的晶粒尺寸,即平均对数正态晶粒尺寸(dLN)和最可能晶粒尺寸($d_{max}$), GSD沿厚度方向的变化明显,且随样品的不同表现出不同的行为。利用概率图对微观均匀性进行了仔细的分析和讨论。提出了概率图可分为三个区域,分别代表大颗粒、符合对数正态规则的颗粒和小颗粒。利用该方法可以获得更多的定量信息,这对进一步开发zno基压敏电阻陶瓷和其他先进材料具有重要意义。
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引用次数: 5
Impact of Voltage Harmonics on Condition Assessment of Polluted Insulator through a Simulation Model 基于仿真模型的电压谐波对污染绝缘子状态评估的影响
Pub Date : 2018-09-01 DOI: 10.1109/CMD.2018.8535674
A. Banik, S. Nielsen, G. Nourbakhsh
The condition assessment of outdoor high voltage insulators is of prime importance to power utilities. There are numerous indicators used for inferring the surface condition of an insulator based on an analysis of measured leakage current. To date, the assumption by most researchers has been that the supply voltage subject on insulators is sinusoidal with little or no harmonic induced distortion. However, in real-life due to ever increasing trend of using power electronics devices in power network, significant amount of harmonic distortion is common and insulators in the power system are directly subjected to this distortion. Therefore, the effectiveness of all those present indices under purely sinusoidal voltage will become questionable in presence of distorted supply voltage. This work aims to investigate the effect of voltage harmonic contents on the measured leakage current of polluted insulators via a developed simulation model. In this paper, by considering the practical supply voltage distortion, authors have shown the major drawback of present indices based condition assessment techniques. Authors have also tried to provide an optimal solution by proposing a Crest Factor (CF) based distinctive index to overcome the problem, based on simulation results.
室外高压绝缘子的状态评估是电力公司工作的重中之重。根据对测量的泄漏电流的分析,有许多指标用于推断绝缘子的表面状况。迄今为止,大多数研究人员都假设绝缘子上的电源电压是正弦电压,很少或没有谐波畸变。然而,在现实生活中,由于电力电子设备在电网中的应用越来越多,导致了大量的谐波畸变,而电力系统中的绝缘子直接受到谐波畸变的影响。因此,在电源电压失真的情况下,所有这些指标在纯正弦电压下的有效性都将受到质疑。本文旨在通过建立的仿真模型,研究电压谐波含量对污染绝缘子泄漏电流测量的影响。本文从实际供电电压畸变出发,指出了目前基于指标的状态评估技术的主要缺陷。作者还尝试在仿真结果的基础上,提出一种基于波峰因子(Crest Factor, CF)的特征指数来克服这一问题,从而提供一个最优的解决方案。
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引用次数: 2
A feasibility study on bushing tap UHF sensing method for partial discharge in transformer 变压器局部放电套管抽头超高频传感方法的可行性研究
Pub Date : 2018-09-01 DOI: 10.1109/CMD.2018.8535848
Hongmei Wang, Jiangrong Cheng, Dengwei Ding, Weidong Liu, Liang He
the paper proposes a new detection method for partial discharge in transformer. Different from conventional UHF method, which mainly detects electromagnetic wave motivated by discharge, the proposed method detects current pulse signal excited by discharge in UHF band from bushing tap grounding wire. An experiment is performed to study feasibility of the proposed method and to make a contrast with conventional UHF method. It is concluded that, though the sensitivity of proposed method is a little lower compared to internal antenna UHF method, it is still enough to detect partial discharge effectively, and the proposed method is easy to operate and out of problems such as seal which internal UHF method owns. The proposed method offers a relatively practical solution to on-site detection for partial discharge in transformer.
提出了一种新的变压器局部放电检测方法。与传统的UHF方法主要检测放电激发的电磁波不同,该方法从套管接地线中检测UHF频段放电激发的电流脉冲信号。通过实验研究了该方法的可行性,并与传统的超高频方法进行了对比。结果表明,虽然该方法的灵敏度比天线内超高频方法略低,但仍足以有效地检测局部放电,且该方法易于操作,克服了天线内超高频方法存在的密封等问题。该方法为变压器局部放电的现场检测提供了较为实用的解决方案。
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引用次数: 10
Polarization and Depolarization Current Measurement of Underground Cable with Different Cable lengths, Temperatures and Test Voltages 不同电缆长度、温度和试验电压下地下电缆极化和去极化电流的测量
Pub Date : 2018-09-01 DOI: 10.1109/CMD.2018.8535789
K. Thungsook, P. Nimsanong, N. Marukatut, N. Pattanadech
This paper represents the polarization and depolarization current (PDC) measurement of 12/20(24) kV XLPE power cable with different cable lengths, cable dimensions, temperatures and test voltages. In experiment 1, the XLPE cable with 5 m long and cross section of 240 mm2 was prepared for (Case V1) investigation. Moreover, two of 2.5 m cables connected by the pre-molded joint (Case V2) was also prepared. In the experiment 1, the PDC experiment was investigated with different step DC test voltages i.e., 500V, 750V and 1,000V respectively. Besides, the dielectric response of underground cables with the length of 15 cm with cross section of 185 mm2 and the lengths of 2.5 m and 5 m with cross section of 240 mm2 including the length of 100 m with cross section of 70 mm2 were prepared for experiment 2. To investigate the effect of temperatures on dielectric response, the cable specimen with the length of 15 cm with cross section of 185 mm2 was set up under ambient temperatures of 30, 50, 70 and 90 degree Celsius for PDC measurement in experiment 3. PDC test results obtained from the experiments were compared. Then the dielectric parameters for PDC experiment such as charge difference analysis, capacitance ratio analysis, and polarization loss factor were analyzed and reported in this paper.
介绍了12/20(24)kV交联聚乙烯电力电缆在不同电缆长度、电缆尺寸、温度和试验电压条件下的极化和去极化电流(PDC)测量。在实验1中,制备了长5 m,横截面240 mm2的XLPE电缆用于(病例V1)研究。此外,还准备了两根2.5 m电缆,通过预成型接头(Case V2)连接。实验1采用不同阶跃直流试验电压500V、750V和1000v对PDC试验进行了研究。此外,实验2还制备了长度为15cm、截面为185mm2、长度为2.5 m、5m、截面为240mm2的地下电缆,其中长度为100m、截面为70mm2的地下电缆的介电响应。为了研究温度对介电响应的影响,实验3分别在环境温度为30、50、70、90℃的条件下,设置了长度为15 cm、截面为185 mm2的电缆试样进行PDC测量。对实验得到的PDC试验结果进行了比较。在此基础上,对PDC实验的介电参数如电荷差分析、电容比分析、极化损耗因子等进行了分析和报道。
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引用次数: 3
Frequency Response Analysis of the Transformer Subjected to Twice Short-circuit Impulse Tests Under Two Different Connection Schemes 两种不同接线方式下变压器两次短路冲击试验的频响分析
Pub Date : 2018-09-01 DOI: 10.1109/CMD.2018.8535767
Song Wang, Shuang Wang, H. Qiu, Hanke Feng, Shuhong Wang, Ahmed Abu-Siuda
Power transformer is a key equipment in power system. Ensuring the safety operation of transformer is beneficial to decrease the economic loss and casualties. In this paper, twice short-circuit impulse tests are performed on a 10kV transformer. After each test, frequency response analysis (FRA) measurements based on two different terminal connection schemes, namely end to end voltage ratio (EE) and transfer voltage ratio (TF) ways, are conducted to record the FRA results. The impacts of short-circuit on transformer will be investigated by the change of FRA curves. In addition, a numerical index will be utilized to find out the more sensitive measurement connection way to the variation of the traces. The contributions of this paper can give a complement for the current interpretation of the FRA signatures.
电力变压器是电力系统中的关键设备。保证变压器的安全运行,有利于减少经济损失和人员伤亡。本文对一台10kV变压器进行了两次短路冲击试验。每次试验结束后,采用端端电压比(EE)和传输电压比(TF)两种不同接线方式进行频响分析(FRA)测量,记录频响分析结果。通过FRA曲线的变化来研究短路对变压器的影响。此外,还将利用数值指标找出对走线变化更敏感的测量连接方式。本文的贡献可以为目前对森林资源评估签名的解释提供补充。
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引用次数: 2
Research on Radial Stability and Its Influence Factors of Transformer Windings under Short Circuit Fault 短路故障下变压器绕组径向稳定性及其影响因素研究
Pub Date : 2018-09-01 DOI: 10.1109/CMD.2018.8535883
Shuang Wang, Song Wang, Shuhong Wang, H. Qiu, Hanke Feng, Ting Zhu
The safe operation of power transformers is of great significance to the stability of the power system. Radial stability of windings is an important issue for transformer design and maintenance. This paper presents an effective method to analyze the radial stability of windings. The electromagnetic characteristics of a 110 kV two-winding power transformer is calculated and analyzed by finite element method. The mathematical model of radial stability of the power transformer windings under short circuit condition is established. The radial stability analysis of the low winding is performed. The relationship between critical buckling load and its influence factors, including winding material characteristics and winding structure parameters, are obtained based on the buckling analysis. The research results can provide reference for the transformer design, manufacture, operation and maintenance.
电力变压器的安全运行对电力系统的稳定具有重要意义。绕组的径向稳定性是变压器设计和维护中的一个重要问题。本文提出了一种分析绕组径向稳定性的有效方法。采用有限元法对110kv双绕组电力变压器的电磁特性进行了计算和分析。建立了短路条件下电力变压器绕组径向稳定性的数学模型。对低绕组进行了径向稳定性分析。在屈曲分析的基础上,得到了临界屈曲载荷与卷绕材料特性、卷绕结构参数等影响因素的关系。研究结果可为变压器的设计、制造、运行和维护提供参考。
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引用次数: 0
Mechanism behind Increasing Electrostatic Charging Tendency in Aged Mineral-Oil-Immersed Pressboards 老化矿物油浸压板静电充电倾向增加的机理
Pub Date : 2018-09-01 DOI: 10.1109/CMD.2018.8535704
H. Morooka, A. Yamagishi, K. Kawamura, H. Kojima, N. Hayakawa
The surface chemical properties of aged pressboards (PBs) were evaluated to investigate the mechanism behind the increasing tendency of electrostatic charges for diagnosing power transformers. The PBs were taken from several aged transformers, and their surface elemental composition and chemical structures were measured by X-ray photoelectron spectroscopy. The PBs properties were measured after being washed by an organic solvent to remove impregnated mineral oil. Carbon (C) and oxygen (O) atoms were mostly observed on virgin PBs surfaces; these are the atoms that compose cellulose polymer, the main component of kraft pulp. In contrast, sulfur (S) and calcium (Ca) atoms were observed on the surfaces of aged PBs in addition to the C and O atoms. Moreover, the surface densities of the Ca atoms had a good correlation with those of the S atoms. While we detected no S atoms inside the aged PBs, we observed almost the same amount of Ca atoms as in the virgin PBs. Mineral oils mainly consist of hydrocarbons, with very small amounts of components such as sulfur compounds derived from crude oil. Heat stress degrades these sulfur compounds. On the other hand, PBs made of kraft pulp contain a very small amount of metal ions, such as Ca ions. We conclude that S atoms observed on aged PB surfaces are a part of the aged sulfur compounds adsorbed from the mineral oil. The adsorption of aged sulfur compounds induced the migration of Ca ions from the inside of the PBs to the surface, which caused the surface density of the Ca ions to increase. This suggests that the accumulation of Ca ions along with the sulfur compounds led to the increasing tendency of electrostatic charges in aged PBs.
通过对老化压板(PBs)表面化学性质的评价,探讨变压器诊断中静电电荷增加的机理。用x射线光电子能谱法测定了老化变压器中PBs的表面元素组成和化学结构。用有机溶剂洗涤除去浸渍矿物油后,测定了PBs的性能。碳(C)和氧(O)原子主要出现在原始PBs表面;这些原子组成纤维素聚合物,是硫酸盐纸浆的主要成分。相比之下,在老化的PBs表面,除了C和O原子外,还观察到硫(S)和钙(Ca)原子。此外,Ca原子的表面密度与S原子的表面密度具有良好的相关性。虽然我们在老化的PBs中没有检测到S原子,但我们观察到的Ca原子数量与原始PBs中几乎相同。矿物油主要由碳氢化合物组成,含有极少量的成分,如从原油中提取的硫化合物。热应激会使这些含硫化合物降解。另一方面,由硫酸盐纸浆制成的PBs含有极少量的金属离子,如钙离子。我们得出结论,PB表面的S原子是矿物油吸附的硫化物的一部分。老化硫化合物的吸附诱导钙离子从PBs内部向表面迁移,导致钙离子的表面密度增加。这表明,随着硫化合物的积累,钙离子的积累导致了老化PBs中静电电荷的增加趋势。
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引用次数: 0
The Characteristics and Detection of the Partial Discharge Induced by the Micro Cracks in GIS Insulators GIS绝缘子微裂纹局部放电特性及检测
Pub Date : 2018-09-01 DOI: 10.1109/CMD.2018.8535818
Xiao Li, Yang Xu, Jiangrong Cheng, Weidong Liu, Wensheng Gao
The micro cracks resulted from the defective manufacturing technology are common to see in GIS insulators, and many researches have already been done on it. However, most of these studies are based on the simulative defects made in laboratories, rather than on the defects on real made insulators, and thus the equivalence between the experimental condition and the practical situation in real substations cannot been guaranteed. In this paper, partial discharge (PD) experiments are carried out on a real made GIS post insulator with micro crack inside. It is found that the ultra-high frequency (UHF) method is not sensitive to the PD of this type based on the investigation on the PD characteristics, and the mechanism of the PD process is analyzed to explain why it cannot be detected by the UHF method. According to the special PD characteristics the defect displayed, suggestions on the adjustment of the PD frequency band is made in order to find the micro cracks in GIS insulators on-site.
由于制造工艺缺陷导致的微裂纹在GIS绝缘子中很常见,目前已有很多研究。然而,这些研究大多是基于实验室模拟的缺陷,而不是基于实际制造的绝缘子缺陷,因此无法保证实验条件与实际变电站情况的等效性。本文对含有微裂纹的GIS立柱绝缘子进行了局部放电实验。通过对PD特性的研究,发现超高频(UHF)方法对该类型PD不敏感,并分析了PD过程的机理,解释了超高频方法无法检测到PD的原因。针对缺陷所表现出的特殊局部放电特性,提出了局部放电频段调整建议,以便现场发现GIS绝缘子的微裂纹。
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引用次数: 1
期刊
2018 Condition Monitoring and Diagnosis (CMD)
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