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2022 20th International Conference on Harmonics & Quality of Power (ICHQP)最新文献

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Machine Learning Metamodeling of Harmonic Sources in LV Distribution Networks 低压配电网谐波源的机器学习元建模
Pub Date : 2022-05-29 DOI: 10.1109/ICHQP53011.2022.9808537
Ansaar Dada, E. Labouré, M. Bensetti, Xavier Yang, Benoit George, M. Caujolle
Power electronic-based non-linear devices inject harmonic current into the distribution grids they are connected to. Their injection depends on the preexisting distortions of their supply voltage and on the grid upstream impedances. Electromagnetic Transient (EMT) techniques capture quite accurately the non-linear relationships between the network and the device harmonic injections thanks to detailed time models. Their downsides are that detailed power electronic models are seldom available to grid operators, and when available, the simulations are time- and resource-consuming as new EMT simulations are required whenever the network conditions evolve. In recent years, machine learning metamodels (MLM) have been able to accurately predict the behavior of non-linear systems. We apply this approach to model harmonic sources in the frequency-domain and present in this paper how MLM accurately predict the harmonic currents of various devices. The proposed technique is validated over a database built with a series of EMT simulations performed with various voltage and impedance conditions.
基于电力电子的非线性装置向其所连接的配电网注入谐波电流。它们的注入取决于先前存在的电源电压畸变和电网上游阻抗。由于建立了详细的时间模型,电磁瞬变(EMT)技术非常准确地捕捉了网络和设备谐波注入之间的非线性关系。它们的缺点是电网运营商很少能获得详细的电力电子模型,而且即使有,也需要耗费时间和资源,因为随着网络条件的变化,需要进行新的EMT模拟。近年来,机器学习元模型(MLM)已经能够准确预测非线性系统的行为。我们将此方法应用于频域谐波源的建模,并介绍了传销如何准确地预测各种器件的谐波电流。通过一系列EMT仿真,在各种电压和阻抗条件下对所提出的技术进行了数据库验证。
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引用次数: 0
Modern Power Quality Improvement Devices Applied to Electric Railway Systems 现代电能质量改善装置在电气化铁路系统中的应用
Pub Date : 2022-05-29 DOI: 10.1109/ICHQP53011.2022.9808635
M. Brenna, H. J. Kaleybar, F. Foiadelli, D. Zaninelli
Electric railway supplying systems (ERSSs) as one of the foremost and critical loads of the grid have been faced with power quality (PQ) issues all around the world. Due to the various PQ distortion types, and planned priorities, different mitigation methods have been introduced by experts over years and they have been updated based on the emergence of new power electronic-based technologies. These methods mainly deal with harmonic issues, low power factor, imbalance situations, transients, and variation phenomena. The main purpose of this paper is to classify and explain these mitigation technologies including their structure, application and features in detail, which can provide a useful perspective to researchers working in this area.
电气化铁路供电系统作为电网最重要、最关键的负荷之一,一直以来都面临着电能质量问题。由于各种PQ失真类型和规划的优先级,多年来专家们引入了不同的缓解方法,并根据新的电力电子技术的出现对其进行了更新。这些方法主要处理谐波问题、低功率因数、不平衡情况、暂态和变差现象。本文的主要目的是对这些缓解技术的结构、应用和特点进行详细的分类和解释,为这一领域的研究人员提供有益的视角。
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引用次数: 6
Detection and Protection Against Geomagnetically Induced Current via Harmonic Signature Analysis 基于谐波特征分析的地磁感应电流检测与保护
Pub Date : 2022-05-29 DOI: 10.1109/ICHQP53011.2022.9808742
Jiahao Xie, A. P. Sakis Meliopoulos, G. Cokkinides
Geomagnetically induced current (GIC) manifests its effects in electric power systems with DC current flow and characteristic harmonic signatures in the AC current. The harmonics generated from GIC will overheat transformers and other iron core circuits and increase reactive power consumption. We identify the major power devices affected by GIC and determine the modeling requirements for realistic assessment of GIC effects including harmonic signature during these events. Low frequency broadband transmission line models, grounding models, and transformer models with nonlinear reluctance in the magnetic circuit are developed and used for high fidelity simulations of power systems subjected to GIC. In addition, the DC component generated by GIC would introduce DC flux in iron cores instrument current transformers, leading to distorted magnetizing current and distorted output. The non-sinusoidal magnetizing current will increase significantly as the DC flux increases, leading to distortion in measurements. To reduce this distortion, a state estimation based method for instrumentation channel error correction is implemented, derived from the detailed modeling of the instrumentation channel. The method reduces the error from this distortion and recreates the primary quantities with high fidelity. The risk of relay misoperation due to errors in measurements is drastically reduced. Based on the result of harmonic signature analysis, a detection and protection scheme for GIC is proposed and simulated. The detection is based on the characteristic harmonic signature consisting of odd- and evenorder harmonics; the control consists of the insertion of a grounding capacitor between transformer neutral and ground. The results show the proposed method is able to successfully detect the onset of GIC and protect the power system by drastically reducing the harmful harmonic components during GIC.
地磁感应电流(GIC)在电力系统中表现为直流电流和交流电流的特有谐波特征。GIC产生的谐波会使变压器和其他铁芯电路过热,增加无功功率消耗。我们确定了受GIC影响的主要功率器件,并确定了实际评估GIC影响的建模要求,包括这些事件中的谐波特征。建立了低频宽带传输线模型、接地模型和磁路中具有非线性磁阻的变压器模型,并将其用于受GIC影响的电力系统的高保真仿真。此外,GIC产生的直流分量会在铁芯仪表电流互感器中引入直流磁通,导致磁化电流畸变,输出失真。非正弦磁化电流会随着直流磁通的增大而显著增大,导致测量失真。为了减少这种失真,在对仪器信道进行详细建模的基础上,提出了一种基于状态估计的仪器信道误差校正方法。该方法减少了这种失真所带来的误差,并以高保真度再现了原始量。由于测量误差导致继电器误操作的风险大大降低。在谐波特征分析的基础上,提出了一种谐波检测与保护方案,并进行了仿真。基于奇次谐波和偶次谐波组成的特征谐波特征进行检测;控制包括在变压器中性点和地之间插入接地电容。结果表明,该方法能够有效地检测出故障的发生,并通过大幅降低故障过程中的有害谐波分量来保护电力系统。
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引用次数: 0
Comparison Between Ring and Radial Configurations of the University of Trieste Campus MV Distribution Grid 的里雅斯特大学校园中压配电网环形与径向配置的比较
Pub Date : 2022-05-29 DOI: 10.1109/ICHQP53011.2022.9808674
M. Chiandone, S. Quaia, G. Sulligoi, A. Vicenzutti
Distribution systems are being pushed towards smarter architectures, management strategies, and controls. To develop new platforms and algorithms for distribution systems management, the University of Trieste is using its medium voltage MW-scale ring distribution system as a demonstrator. In addition to the installation of a real-time monitoring system, power system studies and analyses are required. The paper presents and compares some results concerning the power system operation in both closed (normal operation) and open (post fault operation) configurations, where the latter are identified by means of a quantitative dependability analysis. In particular, the voltage profile, the currents, and the losses in the system are studied, evaluating the impact of faults capable of opening the ring.
分销系统正被推向更智能的架构、管理策略和控制。为了开发配电系统管理的新平台和算法,的里雅斯特大学正在使用其中压兆瓦级环形配电系统作为示范。除了安装实时监测系统外,还需要对电力系统进行研究和分析。本文介绍并比较了电力系统在闭式(正常运行)和开式(故障后运行)两种运行状态下的一些结果,其中闭式(故障后运行)是通过定量可靠性分析来确定的。特别是,研究了系统中的电压分布、电流和损耗,评估了能够打开环的故障的影响。
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引用次数: 0
Novelty Detection Based on Dynamic Time Warping Similarity Metric Applied to Power Quality Signals 基于动态时间翘曲相似度度量的电能质量信号新颖性检测
Pub Date : 2022-05-29 DOI: 10.1109/ICHQP53011.2022.9808685
Paulo Victor Lopes Pires, Fabrício Carneiro Travassos, E. B. Kapisch, Leandro Rodrigues Manso Silva, C. Duque, Paulo Fernando Ribeiro
This paper presents an application of the Dynamic Time Warping (DTW) similarity metric in the detection of electrical disturbances in Power Quality (PQ) Signals. The DTW is a mathematical tool used to compare two vectors, generating a measure of similarity between them. The detection of disturbances is performed by comparing a reference vector (frame) with the frame under analysis. If the distance between the two frames exceeds a threshold value, a disturbance is detected. To assess the performance of the proposed application, the detection probability and the false alarm probability are evaluated with different threshold values, using the Receiver Operating Characteristic (ROC) curve. Tests are performed using Matlab® environment and the performance of the application is compared to another disturbance detection technique based on similarity present in the literature.
本文介绍了动态时间翘曲(DTW)相似度度量在电能质量(PQ)信号中电干扰检测中的应用。DTW是一种数学工具,用于比较两个向量,生成它们之间的相似性度量。通过比较参考向量(帧)和被分析的帧来检测干扰。如果两帧之间的距离超过阈值,则检测到干扰。为了评估所提出的应用程序的性能,使用Receiver Operating Characteristic (ROC)曲线对不同阈值的检测概率和虚警概率进行评估。使用Matlab®环境进行测试,并将应用程序的性能与基于文献中存在的相似性的另一种干扰检测技术进行比较。
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引用次数: 0
International Survey on Voltage Harmonic Unbalance in Low Voltage Networks 低压电网电压谐波不平衡的国际调查
Pub Date : 2022-05-29 DOI: 10.1109/ICHQP53011.2022.9808629
Jayashree Yadav, A. Blanco, Jan Meyer, K. Vasudevan
This paper presents the analysis of the unbalance in voltage harmonics in low voltage networks. Data from 55 locations from 12 countries have been analysed to study the voltage harmonic unbalance. The locations are classified as industrial, commercial, residential and mix depending on the type of loads. Unbalance is calculated using individual and aggregated unbalance indices. The analysis has shown that the unbalance is present not only in fundamental voltage but also in harmonic voltages and is observed to be highest for triplen harmonics. Also, unbalance increases with the harmonic order. The survey suggests that while performing harmonic studies, unbalance in the harmonics should also be considered to have realistic results.
本文对低压电网中电压谐波的不平衡进行了分析。分析了来自12个国家55个地点的数据,以研究电压谐波不平衡。这些地点根据负载类型分为工业、商业、住宅和混合。不平衡是用单个和汇总的不平衡指数来计算的。分析表明,不平衡不仅存在于基频电压中,也存在于谐波电压中,并且在三次谐波中达到最高。此外,不平衡随谐波阶数的增加而增加。调查表明,在进行谐波研究的同时,也应考虑到谐波的不平衡有现实的结果。
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引用次数: 1
Harmonic Resonance Characteristics of a Residential Low Voltage Distribution Network Considering Typical Variations of Grid and Customer Characteristics 考虑电网和用户特征典型变化的居民低压配电网谐振特性
Pub Date : 2022-05-29 DOI: 10.1109/ICHQP53011.2022.9808812
Stephan Scholtz, S. Kannan, Jan Meyer
Harmonic resonances are increasingly observed in various central European networks, which are impacted by complex parameters. This paper considers the impact of variation in both grid-side and customer-side parameters. The grid-side variations include a change in cable lengths and the distribution of customers. The customer-side variations include the time-dependent combination of various household appliances and the resulting unbalance. In this paper, comprehensive simulation studies in a residential low voltage network show that the resonance frequency remains predominantly constant at various locations for simultaneous variation in different network parameters.
谐波共振越来越多地出现在各种中欧网络中,这些网络受到复杂参数的影响。本文考虑了电网侧和用户侧参数变化的影响。电网侧的变化包括电缆长度和客户分布的变化。客户端的变化包括各种家用电器的时间依赖组合以及由此产生的不平衡。本文通过对住宅低压电网的综合仿真研究表明,在不同网络参数同时变化的情况下,谐振频率在各个位置基本保持恒定。
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引用次数: 3
The Difficulty to accurately assess the Active Losses due to Harmonics 谐波有功损耗准确评估的难点
Pub Date : 2022-05-29 DOI: 10.1109/ICHQP53011.2022.9808711
M. Costea, T. Leonida
It is known that in the same network the harmonic level increases due to the extensive use of equipment based on electronics (lighting equipment which use drivers, switching-mode power supplies, dimmers, rectifiers, electrical drive systems etc.). At a given moment it is practically impossible to estimate the number of such devices working simultaneously. For these reasons the adequate assess of active losses is a great challenge. The paper presents a method to roughly estimate the active losses in a low voltage network supply and the causes that prevent the estimation with accuracy of these losses due to dynamic behavior of consumers.
众所周知,在同一网络中,由于广泛使用基于电子设备(使用驱动器的照明设备,开关模式电源,调光器,整流器,电气驱动系统等),谐波水平增加。在给定的时刻,几乎不可能估计出同时工作的这类设备的数量。由于这些原因,对主动损失的充分评估是一个巨大的挑战。本文提出了一种粗略估计低压电网有功损耗的方法,并分析了由于用户的动态行为导致有功损耗无法准确估计的原因。
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引用次数: 0
Probabilistic Power Quality Level Forecasting through Quantile Regression Models 基于分位数回归模型的概率电能质量水平预测
Pub Date : 2022-05-29 DOI: 10.1109/ICHQP53011.2022.9808755
A. Bracale, P. Caramia, P. De Falco, G. Carpinelli
Waveform distortions are Power Quality (PQ) disturbances with harmful impacts on power system components, and planning engineers and system operators are deeply interested in new methodologies able to provide a support to limit this impact. The forecasting of PQ indices on voltage and current waveforms is nowadays considered one of the most important tools to provide this support. In this paper, probabilistic forecasting methodologies are proposed, investigated and compared to predict waveform distortion indices with different intervals. The Quantile Regression (QR) model is considered as the underlying forecasting model for predicting the considered PQ index level, and the Principal Component Analysis (PCA) is considered to mitigate the high dimensionality of the forecasting problem that could arise by exploiting data collected by dedicated PQ measurement systems. Numerical applications based on actual data and developed for different lead times give evidence of the suitability of the methodologies and the interest in the obtained results.
波形失真是对电力系统组件产生有害影响的电能质量(PQ)干扰,规划工程师和系统操作员对能够提供支持以限制这种影响的新方法非常感兴趣。对电压和电流波形的PQ指数的预测目前被认为是提供这种支持的最重要的工具之一。本文提出、研究并比较了概率预测方法对不同区间波形失真指标的预测效果。分位数回归(QR)模型被认为是预测考虑的PQ指数水平的基础预测模型,而主成分分析(PCA)被认为是缓解利用专用PQ测量系统收集的数据可能产生的预测问题的高维性。基于实际数据并针对不同交货期开发的数值应用证明了方法的适用性和对所获得结果的兴趣。
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引用次数: 1
Comparison of harmonic models for a commercial battery energy storage system in charging and discharging mode 商用电池储能系统充放电谐波模型比较
Pub Date : 2022-05-29 DOI: 10.1109/ICHQP53011.2022.9808696
A. Abdelsamad, J. Myrzik, E. Kaufhold, Jan Meyer, P. Schegner
Battery energy storage systems are a key enabling component for the transition from passive to active distribution grids. Therefore, the number of battery energy storage systems is expected to increase exponentially in the near future. As such systems consist of grid-side power electronic frontends, this increase drives the need for accurate harmonic models that can be used in power system studies to analyze the future impact on harmonic levels and harmonic stability. The aim of this study is to develop a measurement based black-box model of a single-phase commercial battery energy storage system in frequency domain. A comparison is made between harmonic characteristics in charging and discharging mode, which evaluates the requirement for different models for the two operating modes.
电池储能系统是实现无源配电网向有源配电网过渡的关键组成部分。因此,在不久的将来,电池储能系统的数量预计将呈指数级增长。由于这些系统由电网侧电力电子前端组成,这种增加推动了对精确谐波模型的需求,这些模型可用于电力系统研究,以分析未来对谐波水平和谐波稳定性的影响。本研究的目的是在频域建立基于测量的单相商用电池储能系统黑盒模型。对比了充电和放电模式下的谐波特性,评价了两种工作模式下对不同模型的要求。
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引用次数: 0
期刊
2022 20th International Conference on Harmonics & Quality of Power (ICHQP)
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