首页 > 最新文献

2018 Condition Monitoring and Diagnosis (CMD)最新文献

英文 中文
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。
{"title":"Detection of Single Line-to-Ground Fault Using Convolutional Neural Network and Task Decomposition Framework in Distribution Systems","authors":"Ying Du, Qingzhu Shao, Yadong Liu, G. Sheng, X. Jiang","doi":"10.1109/CMD.2018.8535600","DOIUrl":"https://doi.org/10.1109/CMD.2018.8535600","url":null,"abstract":"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.","PeriodicalId":6529,"journal":{"name":"2018 Condition Monitoring and Diagnosis (CMD)","volume":"22 1","pages":"1-4"},"PeriodicalIF":0.0,"publicationDate":"2018-09-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"91545141","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
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。
{"title":"Dielectric Loss Factor and Circuit Impedance Under Partial Discharge Via Excess Current Detection","authors":"Tianxin Zhuang, Shujing Yang, M. Ren, B. Song","doi":"10.1109/CMD.2018.8535607","DOIUrl":"https://doi.org/10.1109/CMD.2018.8535607","url":null,"abstract":"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.","PeriodicalId":6529,"journal":{"name":"2018 Condition Monitoring and Diagnosis (CMD)","volume":"54 1","pages":"1-4"},"PeriodicalIF":0.0,"publicationDate":"2018-09-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"87018054","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
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。
{"title":"A Statistical Approach for Effectively Analyzing the Grain Size Distribution Along the Thickness Direction in Commercial ZnO-Based Varistor Ceramics","authors":"Lei Zhang, Chuan Yu, Le Zhang, Wenfeng Liu, Kangning Wu, Shengtao Li, Jianying Li","doi":"10.1109/CMD.2018.8535707","DOIUrl":"https://doi.org/10.1109/CMD.2018.8535707","url":null,"abstract":"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.","PeriodicalId":6529,"journal":{"name":"2018 Condition Monitoring and Diagnosis (CMD)","volume":"29 1","pages":"1-6"},"PeriodicalIF":0.0,"publicationDate":"2018-09-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"91231906","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
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。
{"title":"Impact of Voltage Harmonics on Condition Assessment of Polluted Insulator through a Simulation Model","authors":"A. Banik, S. Nielsen, G. Nourbakhsh","doi":"10.1109/CMD.2018.8535674","DOIUrl":"https://doi.org/10.1109/CMD.2018.8535674","url":null,"abstract":"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.","PeriodicalId":6529,"journal":{"name":"2018 Condition Monitoring and Diagnosis (CMD)","volume":"234 1","pages":"1-5"},"PeriodicalIF":0.0,"publicationDate":"2018-09-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"73507684","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 2
Identifying a Mathematical Model to Optimize Pump Maintenance Planning Decisions - A Case of Irrigation Asset Management in K.S.A 确定一个优化水泵维护计划决策的数学模型——以沙特灌溉资产管理为例
Pub Date : 2018-09-01 DOI: 10.1109/CMD.2018.8535792
M. Anis
With increasing investments being made by the Provincial Government in KSA's Eastern Province on irrigation water distribution projects, more focus is being placed on finding ways to reduce expenditure and restore the lost performance of irrigation assets due to planned or un-planned overhauls. This article presents a modeling approach to improve the repair schedule at the local water pump stations with an aim of minimizing total life-cycle cost of the pumps while maintaining eco-friendly standards. The case study used focuses on a Sanitary Wastewater Treatment Plant (SWTP) having centrifugal pumps running in parallel configuration to pump water from tanks to service reservoir. The opted methodology considers a realistic set of assumptions with the type of data available to identify four main parameters for maintenance decisions- the Hydraulic Model, Operation Model, Deterioration Model and Optimization Model. A hydraulic mode for the pumping system has been defined with performance measures like head-flow, power-flow and system curves and is used to compliment the deterioration model, which predicts the drop in pump performance with continuous use. Operational inputs such as the production schedules, pump schedules, duty specification, hydraulic output etc. are combined with deterioration mechanisms, namely the wear ring and internal surface deterioration, to identify an optimization model- an optimal pump overhaul schedule. While the hydraulic model is explained numerically using equations to approximate solutions, the optimization model is discussed as a linear integer programming problem using heuristics. Mathematically computed solutions to the models are finally applied to a system of three pump stations to forecast an appropriate number of overhauls for each pump station over the next four years with the subsequent costing involved. Thus, the described approach serves as a model-based decision support system tool (DSS) to assist planning engineers and asset maintenance managers in crucial pump overhaul planning and budgeting decisions.
随着沙特阿拉伯东部省政府对灌溉配水项目的投资不断增加,越来越多的人将重点放在寻找减少支出和恢复因计划或计划外大修而失去的灌溉资产性能的方法上。本文提出了一种建模方法来改善当地泵站的维修计划,目的是在保持环保标准的同时最小化水泵的总生命周期成本。使用的案例研究集中在一个卫生废水处理厂(SWTP),该污水处理厂采用离心泵并联配置,将水从水箱泵入服务水库。所选择的方法考虑了一组现实的假设和可用数据类型,以确定维护决策的四个主要参数-水力模型,运行模型,劣化模型和优化模型。泵送系统的水力模式已经定义,包括扬程流量、功率流和系统曲线等性能指标,并用于补充劣化模型,劣化模型预测泵的性能在持续使用中会下降。将生产计划、泵计划、负荷规格、液压输出等操作输入与磨损机制(即磨损环和内表面磨损)相结合,以确定优化模型-最佳泵大修计划。水力模型是用近似解的方程来解释的,优化模型是用启发式方法作为线性整数规划问题来讨论的。最后将模型的数学计算解决方案应用于一个由三个泵站组成的系统,以预测未来四年每个泵站的适当大修次数,并涉及随后的成本。因此,所描述的方法可以作为基于模型的决策支持系统工具(DSS),帮助规划工程师和资产维护经理进行关键的泵检修计划和预算决策。
{"title":"Identifying a Mathematical Model to Optimize Pump Maintenance Planning Decisions - A Case of Irrigation Asset Management in K.S.A","authors":"M. Anis","doi":"10.1109/CMD.2018.8535792","DOIUrl":"https://doi.org/10.1109/CMD.2018.8535792","url":null,"abstract":"With increasing investments being made by the Provincial Government in KSA's Eastern Province on irrigation water distribution projects, more focus is being placed on finding ways to reduce expenditure and restore the lost performance of irrigation assets due to planned or un-planned overhauls. This article presents a modeling approach to improve the repair schedule at the local water pump stations with an aim of minimizing total life-cycle cost of the pumps while maintaining eco-friendly standards. The case study used focuses on a Sanitary Wastewater Treatment Plant (SWTP) having centrifugal pumps running in parallel configuration to pump water from tanks to service reservoir. The opted methodology considers a realistic set of assumptions with the type of data available to identify four main parameters for maintenance decisions- the Hydraulic Model, Operation Model, Deterioration Model and Optimization Model. A hydraulic mode for the pumping system has been defined with performance measures like head-flow, power-flow and system curves and is used to compliment the deterioration model, which predicts the drop in pump performance with continuous use. Operational inputs such as the production schedules, pump schedules, duty specification, hydraulic output etc. are combined with deterioration mechanisms, namely the wear ring and internal surface deterioration, to identify an optimization model- an optimal pump overhaul schedule. While the hydraulic model is explained numerically using equations to approximate solutions, the optimization model is discussed as a linear integer programming problem using heuristics. Mathematically computed solutions to the models are finally applied to a system of three pump stations to forecast an appropriate number of overhauls for each pump station over the next four years with the subsequent costing involved. Thus, the described approach serves as a model-based decision support system tool (DSS) to assist planning engineers and asset maintenance managers in crucial pump overhaul planning and budgeting decisions.","PeriodicalId":6529,"journal":{"name":"2018 Condition Monitoring and Diagnosis (CMD)","volume":"61 1","pages":"1-6"},"PeriodicalIF":0.0,"publicationDate":"2018-09-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"88493866","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 5
Methodology of Searching the Best AE Sensor Array to localize PD sources in Power Transformer 寻找最佳声发射传感器阵列定位电力变压器局部放电源的方法
Pub Date : 2018-09-01 DOI: 10.1109/CMD.2018.8535845
Shao-Rui Qin, Yan-Bo Wang, G. Ding, Taiyun Zhu, Jianlin Li, Guanjun Zhang
The partial discharge (PD) is the main cause of the insulation failure in power transformers. Localization of the partial discharge source in the transformer effectively and precisely has a very important meaning in the insulation maintenance. The acoustic emission(AE) method has attracted researchers' attention because AE sensors have excellent ability to resist electromagnetic interference and they are convenient to be installed. Many researchers use an array of multiple AE sensors to collect PD signals and use the time difference between the signals to localize the PD source. However, if the sensor arrangement is unreasonable, it will inevitably introduce a huge error in time difference estimation. In this paper, the propagation characteristics of AE signals and the basic principles of time-difference-of-arrival (TDOA) methods are briefly introduced. After that, this paper describes how to set up a transformer physical model proposes a method of optimizing the arrangement of ultrasonic sensor arrays to better localize the partial discharge power in transformers. The algorithm is used to optimize the sensor array on two planes of a 35kV transformer.
局部放电是电力变压器绝缘失效的主要原因。有效、准确地定位变压器局部放电源对绝缘维护具有十分重要的意义。声发射(AE)方法因其具有优异的抗电磁干扰能力和安装方便等优点而受到研究人员的关注。许多研究人员使用多个声发射传感器阵列来采集PD信号,并利用信号之间的时间差来定位PD源。但是,如果传感器布置不合理,必然会在时差估计中引入巨大的误差。本文简要介绍了声发射信号的传播特性和到达时间差法的基本原理。然后,本文介绍了如何建立变压器物理模型,提出了一种优化超声波传感器阵列布置的方法,以更好地定位变压器局部放电功率。将该算法应用于35kV变压器两平面传感器阵列的优化设计。
{"title":"Methodology of Searching the Best AE Sensor Array to localize PD sources in Power Transformer","authors":"Shao-Rui Qin, Yan-Bo Wang, G. Ding, Taiyun Zhu, Jianlin Li, Guanjun Zhang","doi":"10.1109/CMD.2018.8535845","DOIUrl":"https://doi.org/10.1109/CMD.2018.8535845","url":null,"abstract":"The partial discharge (PD) is the main cause of the insulation failure in power transformers. Localization of the partial discharge source in the transformer effectively and precisely has a very important meaning in the insulation maintenance. The acoustic emission(AE) method has attracted researchers' attention because AE sensors have excellent ability to resist electromagnetic interference and they are convenient to be installed. Many researchers use an array of multiple AE sensors to collect PD signals and use the time difference between the signals to localize the PD source. However, if the sensor arrangement is unreasonable, it will inevitably introduce a huge error in time difference estimation. In this paper, the propagation characteristics of AE signals and the basic principles of time-difference-of-arrival (TDOA) methods are briefly introduced. After that, this paper describes how to set up a transformer physical model proposes a method of optimizing the arrangement of ultrasonic sensor arrays to better localize the partial discharge power in transformers. The algorithm is used to optimize the sensor array on two planes of a 35kV transformer.","PeriodicalId":6529,"journal":{"name":"2018 Condition Monitoring and Diagnosis (CMD)","volume":"254 1","pages":"1-5"},"PeriodicalIF":0.0,"publicationDate":"2018-09-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"80711576","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 1
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。
{"title":"The Characteristics and Detection of the Partial Discharge Induced by the Micro Cracks in GIS Insulators","authors":"Xiao Li, Yang Xu, Jiangrong Cheng, Weidong Liu, Wensheng Gao","doi":"10.1109/CMD.2018.8535818","DOIUrl":"https://doi.org/10.1109/CMD.2018.8535818","url":null,"abstract":"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.","PeriodicalId":6529,"journal":{"name":"2018 Condition Monitoring and Diagnosis (CMD)","volume":"58 1","pages":"1-5"},"PeriodicalIF":0.0,"publicationDate":"2018-09-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"78406554","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 1
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。
{"title":"Frequency Response Analysis of the Transformer Subjected to Twice Short-circuit Impulse Tests Under Two Different Connection Schemes","authors":"Song Wang, Shuang Wang, H. Qiu, Hanke Feng, Shuhong Wang, Ahmed Abu-Siuda","doi":"10.1109/CMD.2018.8535767","DOIUrl":"https://doi.org/10.1109/CMD.2018.8535767","url":null,"abstract":"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.","PeriodicalId":6529,"journal":{"name":"2018 Condition Monitoring and Diagnosis (CMD)","volume":"148 1","pages":"1-4"},"PeriodicalIF":0.0,"publicationDate":"2018-09-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"77363552","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
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。
{"title":"Research on Radial Stability and Its Influence Factors of Transformer Windings under Short Circuit Fault","authors":"Shuang Wang, Song Wang, Shuhong Wang, H. Qiu, Hanke Feng, Ting Zhu","doi":"10.1109/CMD.2018.8535883","DOIUrl":"https://doi.org/10.1109/CMD.2018.8535883","url":null,"abstract":"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.","PeriodicalId":6529,"journal":{"name":"2018 Condition Monitoring and Diagnosis (CMD)","volume":"27 1","pages":"1-5"},"PeriodicalIF":0.0,"publicationDate":"2018-09-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"79156687","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
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。
{"title":"Polarization and Depolarization Current Measurement of Underground Cable with Different Cable lengths, Temperatures and Test Voltages","authors":"K. Thungsook, P. Nimsanong, N. Marukatut, N. Pattanadech","doi":"10.1109/CMD.2018.8535789","DOIUrl":"https://doi.org/10.1109/CMD.2018.8535789","url":null,"abstract":"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.","PeriodicalId":6529,"journal":{"name":"2018 Condition Monitoring and Diagnosis (CMD)","volume":"13 1","pages":"1-4"},"PeriodicalIF":0.0,"publicationDate":"2018-09-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"74375798","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 3
期刊
2018 Condition Monitoring and Diagnosis (CMD)
全部 Acc. Chem. Res. ACS Applied Bio Materials ACS Appl. Electron. Mater. ACS Appl. Energy Mater. ACS Appl. Mater. Interfaces ACS Appl. Nano Mater. ACS Appl. Polym. Mater. ACS BIOMATER-SCI ENG ACS Catal. ACS Cent. Sci. ACS Chem. Biol. ACS Chemical Health & Safety ACS Chem. Neurosci. ACS Comb. Sci. ACS Earth Space Chem. ACS Energy Lett. ACS Infect. Dis. ACS Macro Lett. ACS Mater. Lett. ACS Med. Chem. Lett. ACS Nano ACS Omega ACS Photonics ACS Sens. ACS Sustainable Chem. Eng. ACS Synth. Biol. Anal. Chem. BIOCHEMISTRY-US Bioconjugate Chem. BIOMACROMOLECULES Chem. Res. Toxicol. Chem. Rev. Chem. Mater. CRYST GROWTH DES ENERG FUEL Environ. Sci. Technol. Environ. Sci. Technol. Lett. Eur. J. Inorg. Chem. IND ENG CHEM RES Inorg. Chem. J. Agric. Food. Chem. J. Chem. Eng. Data J. Chem. Educ. J. Chem. Inf. Model. J. Chem. Theory Comput. J. Med. Chem. J. Nat. Prod. J PROTEOME RES J. Am. Chem. Soc. LANGMUIR MACROMOLECULES Mol. Pharmaceutics Nano Lett. Org. Lett. ORG PROCESS RES DEV ORGANOMETALLICS J. Org. Chem. J. Phys. Chem. J. Phys. Chem. A J. Phys. Chem. B J. Phys. Chem. C J. Phys. Chem. Lett. Analyst Anal. Methods Biomater. Sci. Catal. Sci. Technol. Chem. Commun. Chem. Soc. Rev. CHEM EDUC RES PRACT CRYSTENGCOMM Dalton Trans. Energy Environ. Sci. ENVIRON SCI-NANO ENVIRON SCI-PROC IMP ENVIRON SCI-WAT RES Faraday Discuss. Food Funct. Green Chem. Inorg. Chem. Front. Integr. Biol. J. Anal. At. Spectrom. J. Mater. Chem. A J. Mater. Chem. B J. Mater. Chem. C Lab Chip Mater. Chem. Front. Mater. Horiz. MEDCHEMCOMM Metallomics Mol. Biosyst. Mol. Syst. Des. Eng. Nanoscale Nanoscale Horiz. Nat. Prod. Rep. New J. Chem. Org. Biomol. Chem. Org. Chem. Front. PHOTOCH PHOTOBIO SCI PCCP Polym. Chem.
×
引用
GB/T 7714-2015
复制
MLA
复制
APA
复制
导出至
BibTeX EndNote RefMan NoteFirst NoteExpress
×
0
微信
客服QQ
Book学术公众号 扫码关注我们
反馈
×
意见反馈
请填写您的意见或建议
请填写您的手机或邮箱
×
提示
您的信息不完整,为了账户安全,请先补充。
现在去补充
×
提示
您因"违规操作"
具体请查看互助需知
我知道了
×
提示
现在去查看 取消
×
提示
确定
Book学术官方微信
Book学术文献互助
Book学术文献互助群
群 号:481959085
Book学术
文献互助 智能选刊 最新文献 互助须知 联系我们:info@booksci.cn
Book学术提供免费学术资源搜索服务,方便国内外学者检索中英文文献。致力于提供最便捷和优质的服务体验。
Copyright © 2023 Book学术 All rights reserved.
ghs 京公网安备 11010802042870号 京ICP备2023020795号-1