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2021 6th Asia Conference on Power and Electrical Engineering (ACPEE)最新文献

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Prediction of Distribution Network Operation Trend Based on the Secondary Modal Decomposition and LSTM-MFO Algorithm 基于二次模态分解和LSTM-MFO算法的配电网运行趋势预测
Pub Date : 2021-04-01 DOI: 10.1109/ACPEE51499.2021.9436870
Tianzhong Zhang, Jinfeng Zhang, Huan Xue, Chengjin Wang, Wenzhi Han, Kunpeng Li
Distribution network operation trend prediction is a key technology to analyze the network security operation status and potential hidden dangers of distribution side dynamically, how to accurately depict distribution network operation status and trend change is an important work to ensure the safe and stable operation of distribution network. In this paper, a trend prediction strategy for distribution network operation is proposed. First, fusion integration Ensemble Empirical Mode Decomposition (EEMD) and Variational Mode Decom (VMD) establish a secondary modal decomposition model of distribution network operating parameters, extract relatively stable subsequents and trend sequences, in order to reduce the impact of disordered components in high frequency sequences on predictive accuracy; Moth Flame Optimization (MFO) optimizes the LSTM parameters and uses the optimized Long-term Memory Networks (LSTM) to predict the subsethics of the operating parameters to further improve the accuracy of the distribution network operation trend prediction, and finally, the validity of the method proposed in this paper is verified in the actual power grid in a province of China. This method can accurately depict the changing trend of distribution network operation and perceive the security risks that distribution network may awareness.
配电网运行趋势预测是动态分析配电网安全运行状态和潜在隐患的关键技术,如何准确描述配电网运行状态和趋势变化是保证配电网安全稳定运行的重要工作。提出了一种配电网运行趋势预测策略。首先,融合集成经验模态分解(EEMD)和变分模态分解(VMD),建立配电网运行参数二次模态分解模型,提取相对稳定的子序列和趋势序列,降低高频序列中无序分量对预测精度的影响;蛾焰优化(MFO)对LSTM参数进行优化,利用优化后的长期记忆网络(LSTM)对运行参数的子子集进行预测,进一步提高了配电网运行趋势预测的准确性,最后在中国某省的实际电网中验证了本文方法的有效性。该方法可以准确地描述配电网运行的变化趋势,感知配电网可能意识到的安全风险。
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引用次数: 0
Investigation of Progressing Low and Medium Voltage DC Standards to Acquire the Implementation Scenarios for Domestic/Commercial and Industrial Converters and Enabling Technologies 发展中低压直流标准以获得家用/商用和工业转换器和使能技术的实施方案的研究
Pub Date : 2021-04-01 DOI: 10.1109/ACPEE51499.2021.9436850
C. Hua, K. Gunawardane, T. Lie
One major challenge in the context of the expanding research and developments of DC power and related technologies is the lack of well-developed and globally accepted standards for DC power distribution and equipment. This review investigates the fast-developing DC standards across the globe in the various stages of DC microgrids as well as their adaptability to New Zealand context to facilitate the future implementation scenarios of power electronic converters and other enabling technologies of Future Architecture of the Power System Network. A comprehensive literature survey is carried out collecting the latest relevant standards and related implementation scenarios for conveyance by DC at low and medium voltages for domestic/commercial and industrial customers. Also, recommendations for DC standards to follow in New Zealand context for the Future Architecture of the Network are provided in this paper.
在直流电源及相关技术的研究和发展不断扩大的背景下,一个主要的挑战是缺乏完善的和全球公认的直流配电和设备标准。本综述调查了全球范围内快速发展的直流标准在直流微电网的各个阶段,以及它们对新西兰环境的适应性,以促进电力电子转换器和其他未来电力系统网络架构的使能技术的未来实施场景。进行了全面的文献调查,收集了最新的有关标准和相关实施方案,用于家庭/商业和工业客户的低压和中压直流输电。此外,本文还为新西兰未来网络架构的数据中心标准提供了建议。
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引用次数: 0
Load Transfer Analysis of Regional Power Grid Based on Expert System Theory 基于专家系统理论的区域电网负荷转移分析
Pub Date : 2021-04-01 DOI: 10.1109/ACPEE51499.2021.9436848
Xinyu Qiu, Qi Zhao, Yi Wang, Jiang Tian, Hongen Ding, Ji Zhang, Haifeng Zhao
Load transfer technology plays a crucial role in regional power grid because it can significantly reduce the loss caused by fault and improve the reliability of power supply. Firstly, this paper introduces the typical connection mode of Jiangsu power grid, and makes a brief analysis of its operation mode. Secondly, the power failure range of each equipment in the station is analyzed to determine the search direction of the transfer path. Finally, combined with the expert system theory, this paper studies the transformer fault, bus fault and line fault respectively to determine effective load transfer strategy and give a load transfer plan that suitable for the regional power grid. The field operation shows that the method proposed in this paper is feasible, which can effectively transfer the power loss load caused by equipment fault in the power grid, and can ensure the safe and stable operation of the power grid.
负荷转移技术在区域电网中起着至关重要的作用,因为它可以显著减少故障造成的损失,提高供电的可靠性。本文首先介绍了江苏电网的典型并网方式,并对其运行方式进行了简要分析。其次,分析站内各设备的停电范围,确定传输路径的搜索方向;最后,结合专家系统理论,分别对变压器故障、母线故障和线路故障进行了研究,确定了有效的负荷转移策略,给出了适合区域电网的负荷转移方案。现场运行表明,本文提出的方法是可行的,可以有效地转移电网中设备故障引起的失电负荷,保证电网的安全稳定运行。
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引用次数: 0
Research on SCADA data preprocessing method of Wind Turbine 风电机组SCADA数据预处理方法研究
Pub Date : 2021-04-01 DOI: 10.1109/ACPEE51499.2021.9437009
Fuyu Qiao, Yongguang Ma, Liangyu Ma, Sihan Chen, Hao Yang, Pingyan Ma
The installed capacity of wind turbine is gradually increasing, and the cost of operation and maintenance of wind turbine is also gradually increasing. In order to reduce the cost of wind turbine operation and maintenance, using SCADA data for fault early warning and condition monitoring has become one of the hot research directions in recent years. The SCADA data of wind turbine include abandoned wind data, fault data, shutdown data and so on, these data can not correctly reflect the operating status of the unit, in order to improve the accuracy of early warning and facilitate the follow-up research work, it is necessary to preprocess the data. For this reason, this paper proposes a method of combining dispersion analysis and bin algorithm to preprocess the operation data of wind turbine. First of all, the principles of bin algorithm and dispersion analysis method are introduced, and then the improved bin algorithm is used to fit the wind speed-power curve. Finally, based on the power curve, the data are preprocessed by the method of dispersion analysis. The experimental results show that the combination of dispersion analysis and bin algorithm can effectively remove the abnormal data in SCADA data.
风力发电机组的装机容量在逐渐增加,风力发电机组的运行维护成本也在逐渐增加。为了降低风电机组运行维护成本,利用SCADA数据进行故障预警和状态监测已成为近年来的热点研究方向之一。风力机的SCADA数据包括弃风数据、故障数据、停机数据等,这些数据不能正确反映机组的运行状态,为了提高预警的准确性,便于后续的研究工作,有必要对数据进行预处理。为此,本文提出了一种将色散分析与bin算法相结合的方法对风电机组运行数据进行预处理。首先介绍了bin算法的原理和色散分析方法,然后利用改进的bin算法对风速-功率曲线进行拟合。最后,根据功率曲线,采用色散分析方法对数据进行预处理。实验结果表明,将色散分析与bin算法相结合可以有效地去除SCADA数据中的异常数据。
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引用次数: 2
Load Prediction of Electric Heating Cluster and Its Influence on Rural Distribution Network 电供热集群负荷预测及其对农村配电网的影响
Pub Date : 2021-04-01 DOI: 10.1109/ACPEE51499.2021.9436881
Shupeng Li, Xianxu Huo, X. Xi, Jiancheng Yu, Yaqing Zhang, Jiarui Zhang
With the gradual advancement of the "coal-to-electricity" project, a large number of electric heating equipment are connected to the rural power distribution network, and a new typical daily peak load in winter appears, which brings challenges to the safe and stable operation of the power distribution network. Therefore, this paper proposes a load forecasting method for rural distribution network connected to electric heating cluster and its impact on distribution network. First, a load forecasting model for rural heating with electricity is built; then, peak-valley correlation, network loss, and voltage offset are proposed to evaluate electricity the influence of heating cluster load on rural distribution network; finally, the effectiveness of the electric heating cluster load forecasting method proposed in this paper is verified by a typical example, and the impact of the electric heating access on the distribution network is evaluated by the proposed indicators.
随着“煤改电”工程的逐步推进,大量电采暖设备接入农村配电网,冬季出现了新的典型日高峰负荷,给配电网的安全稳定运行带来了挑战。为此,本文提出了一种接入电供热集群的农村配电网负荷预测方法及其对配电网的影响。首先,建立了农村电供暖负荷预测模型;然后,提出了峰谷关联、网损和电压偏移来评估采暖集群负荷对农村配电网的影响;最后,通过典型算例验证了本文提出的电采暖集群负荷预测方法的有效性,并利用所提出的指标评价了电采暖接入对配电网的影响。
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引用次数: 0
Transmission equipment image recognition based on Ensemble Learning 基于集成学习的传输设备图像识别
Pub Date : 2021-04-01 DOI: 10.1109/ACPEE51499.2021.9436958
S. Huang, Zhaoyun Zhang, L. Yanxin, Li Hui, Qitong Wang, Zhi-Li Zhang, Yang Zhao
Unmanned aerial vehicle (UAV) inspection is the most popular inspection method in power transmission line inspection. UAV inspection mainly obtains the inspection image of power transmission equipment through machine vision and detects it. Image classification technology is mainly used for the identification of power transmission equipment, which can be used for fault diagnosis after sorting out the equipment. In order to accurately classify transmission equipment images, a classification method based on ensemble learning is proposed. This paper classifies and identifies four kinds of equipment in transmission line, including insulator, damper, interval rods, and corona ring. The experimental results show that the efficiency of the proposed ensemble learning method is better than that of single machine learning classifier.
无人机巡检是输电线路巡检中最常用的巡检方式。无人机检测主要是通过机器视觉获取动力传动设备的检测图像并进行检测。图像分类技术主要用于对输变电设备的识别,对设备进行分类后可用于故障诊断。为了对传输设备图像进行准确分类,提出了一种基于集成学习的分类方法。本文对输电线路中的绝缘子、阻尼器、间隔棒、电晕环等四种设备进行了分类和识别。实验结果表明,所提出的集成学习方法的效率优于单个机器学习分类器。
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引用次数: 0
Fault Location on Multi-Branch Network Using Traveling Wave and Graph Theory 基于行波和图论的多分支网络故障定位
Pub Date : 2021-04-01 DOI: 10.1109/ACPEE51499.2021.9437081
X. Luo, Haiting Shan, Luliang Zhang, Mengshi Li
A method used to locate the fault in multi-branch network combining graph theory and traveling waves is proposed. According to the transmission path matrix generated by the Dijkstra algorithm, two appropriate estimation criteria are used to determine the faulty line or the faulty lateral branch, and the optimal traveling wave detectors are selected to locate the fault accurately. The single-end traveling wave method is used to calculate the fault distance of the lateral branches, while the double-end traveling wave method is used to calculate the fault distance when the fault occurs on the main lines. The simulation studies are carried out using PSCAD, and the experimental results verified the effectiveness of the proposed method, which can locate the fault accurately.
提出了一种结合图论和行波的多分支网络故障定位方法。根据Dijkstra算法生成的传输路径矩阵,采用两种合适的估计准则确定故障线路或故障侧支路,选择最优的行波检测器进行故障准确定位。采用单端行波法计算横向分支的故障距离,采用双端行波法计算主干线发生故障时的故障距离。利用PSCAD进行了仿真研究,实验结果验证了该方法的有效性,能够准确定位故障。
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引用次数: 0
Control and Protection System Design of Zhangbei VSC-HVDC grid 张北VSC-HVDC电网控制保护系统设计
Pub Date : 2021-04-01 DOI: 10.1109/ACPEE51499.2021.9436994
Xuan Li, Ying Xu, He Zhang, Zijian Gao
Zhangbei Project is the first VSC-HVDC grid in the world. Also, the project has the highest voltage and biggest capacity. Control and protection system directly determines the operation characteristics of VSC-HVDC grid. It is greatly significant for improving dc system performance and ensuring the safety of dc grid. Special requirement of VSC-HVDC grid operation for control and protection system is studied, and control and protection system architecture and function configuration for Zhangbei Project are presented. Firstly, considering characteristics of dc grid, several key control functions are systematically put forward, including start-stop control of converter and grid, etc. Corresponding analysis and research are given. Secondly, protection zoning and key protection functions of dc grid are systematically proposed. Pole protection and valve protective are respectively studied. Complete technical ideas and design method of control and protection system in Zhangbei VSC-HVDC grid is presented. The research results provide technical basis for project control and protection scheme.
张北项目是世界上第一个直流直流电网。该项目电压最高,容量最大。控制保护系统直接决定了直流直流电网的运行特性。这对提高直流系统的性能和保证直流电网的安全具有重要意义。研究了直流直流电网运行对控制保护系统的特殊要求,提出了张北工程控制保护系统的体系结构和功能配置。首先,针对直流电网的特点,系统地提出了几个关键的控制功能,包括变流器的启停控制和电网的启停控制等。并进行了相应的分析和研究。其次,系统地提出了直流电网的保护分区和重点保护功能。分别对极保护和阀保护进行了研究。提出了张北直流-高压直流电网控制保护系统的完整技术思路和设计方法。研究成果为工程控制和防护方案提供了技术依据。
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引用次数: 1
A Current-Slope-Based DC line Protection for MMC-MTDC Grid 基于电流斜率的MMC-MTDC电网直流线路保护
Pub Date : 2021-04-01 DOI: 10.1109/ACPEE51499.2021.9436889
Jingrui Liu, G. Zou
The multi-terminal high voltage direct current (MTDC) grid based on modular multilevel converter (MMC) has been an important part of the power system, but due to its unique structure which is low-impedance, the fault current increases very fast and seriously threatens the safety of the equipment. So protection methods are needed to detect and discriminate the fault line, so as to ensure the reliability of the power system. This paper studies the fault characteristics of multi-terminal flexible DC transmission system under various fault scenarios, according to theoretical analysis, when an internal fault occurs, the fault current direction on both ends of the fault line is the same; however, the direction of the fault current on both ends of the healthy line is opposite. Then a current-slope-based fault line selection method can be proposed. By comparing the slope of fault current at both ends of the line, the fault line can be effectively identified, which can be used in the flexible DC transmission systems as a backup protection. Finally, the simulation model of Zhangbei four-terminal flexible DC grid is established by using PSCAD/EMTDC software, and the simulation is carried out to verify the effectiveness of the proposed protection principle.
基于模块化多电平变换器(MMC)的多端高压直流电网(MTDC)已成为电力系统的重要组成部分,但由于其独特的低阻抗结构,其故障电流增长非常快,严重威胁着设备的安全。因此,需要对故障线路进行检测和判别,以保证电力系统的可靠性。本文研究了多端柔性直流输电系统在各种故障场景下的故障特征,根据理论分析,当内部故障发生时,故障线两端的故障电流方向相同;但是,正常线路两端的故障电流方向相反。在此基础上,提出了基于电流斜率的故障选线方法。通过比较线路两端故障电流的斜率,可以有效地识别出故障线路,可在柔性直流输电系统中作为后备保护。最后,利用PSCAD/EMTDC软件建立了张北四端柔性直流电网的仿真模型,并进行了仿真,验证了所提出保护原理的有效性。
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引用次数: 1
Analysis of Current and Potential Characteristics of UHVAC GIL Tunnel Project 特暖通隧道工程电流、电位特性分析
Pub Date : 2021-04-01 DOI: 10.1109/ACPEE51499.2021.9437127
Xuefang Tong, Xiaohui Dong, Bo Tan
In order to master the safety of the GIL shell grounding system of the 1000kV AC UHV GIL tunnel project and support the design and construction of the project, a shell grounding system model consisting of the main grounding grid of connection stations on both sides, the tower grounding grid of overhead ground wires on both sides and the tunnel grounding grid is established. The GIL current and potential distribution under normal operation and short-circuit fault are calculated, and the influence and setting of grounding poles and three-phase connection poles are analyzed. The results show that: under normal operation, the current of connection poles and grounding poles along the GIL presents a U-shaped distribution. In case of short-circuit fault, besides the two ends, the current of the connection poles and grounding poles near the fault point also presents a peak, which can reach hundreds of amperes; and the distribution of potential and potential difference along the GIL also presents a similar U-shaped feature. The spacing of grounding poles can be set within 300m, which can ensure that the potential difference is within the safety limit. The copper bar of 50mm×5mm can be selected for both the grounding pole and the intermediate connecting pole, and the conductor with larger cross section is needed for the connection pole at both ends due to the long-term passing current close to the rated value.
为了掌握1000kV交流特高压GIL隧道工程GIL壳接地系统的安全性,支持工程的设计和施工,建立了由两侧连接站主接地网、两侧架空接地线塔式接地网和隧道接地网组成的GIL壳接地系统模型。计算了正常运行和短路故障下的GIL电流和电位分布,分析了接地极和三相接地极的影响及设置。结果表明:在正常工作情况下,沿GIL的连接极和接极电流呈u型分布。发生短路故障时,除两端外,故障点附近的连接极和接地极电流也出现峰值,可达数百安培;电势和电位差沿GIL的分布也呈现类似的u型特征。接地极间距可设置在300m以内,可保证电位差在安全限值内。接地极和中间连接极均可选用50mm×5mm铜排,由于长期通过电流接近额定值,两端连接极需选用截面较大的导体。
{"title":"Analysis of Current and Potential Characteristics of UHVAC GIL Tunnel Project","authors":"Xuefang Tong, Xiaohui Dong, Bo Tan","doi":"10.1109/ACPEE51499.2021.9437127","DOIUrl":"https://doi.org/10.1109/ACPEE51499.2021.9437127","url":null,"abstract":"In order to master the safety of the GIL shell grounding system of the 1000kV AC UHV GIL tunnel project and support the design and construction of the project, a shell grounding system model consisting of the main grounding grid of connection stations on both sides, the tower grounding grid of overhead ground wires on both sides and the tunnel grounding grid is established. The GIL current and potential distribution under normal operation and short-circuit fault are calculated, and the influence and setting of grounding poles and three-phase connection poles are analyzed. The results show that: under normal operation, the current of connection poles and grounding poles along the GIL presents a U-shaped distribution. In case of short-circuit fault, besides the two ends, the current of the connection poles and grounding poles near the fault point also presents a peak, which can reach hundreds of amperes; and the distribution of potential and potential difference along the GIL also presents a similar U-shaped feature. The spacing of grounding poles can be set within 300m, which can ensure that the potential difference is within the safety limit. The copper bar of 50mm×5mm can be selected for both the grounding pole and the intermediate connecting pole, and the conductor with larger cross section is needed for the connection pole at both ends due to the long-term passing current close to the rated value.","PeriodicalId":127882,"journal":{"name":"2021 6th Asia Conference on Power and Electrical Engineering (ACPEE)","volume":"1 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2021-04-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"130182658","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
期刊
2021 6th Asia Conference on Power and Electrical Engineering (ACPEE)
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