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2022 IEEE Power & Energy Society General Meeting (PESGM)最新文献

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Analytical Model of A Grid-Forming Inverter 一种成网逆变器的解析模型
Pub Date : 2022-07-17 DOI: 10.1109/PESGM48719.2022.9916676
Ratik Mittal, Zhixin Miao
Recently, inverter-based resources are being integrated into the power grid at a rapid rate. Most of these resources are grid-following inverters, where weak grid operation becomes an issue. The research focus has now shifted towards grid forming inverters, which emulate synchronous generators. Thus proper modeling and analysis are required to understand the grid forming inverters. This paper presents the nonlinear analytical model of a grid forming inverter when operating in grid-connected mode in $dq$ -domain. The developed model is validated in the time domain with the Electromagnetic Transients (EMT) test bed when the system operates under weak grid conditions. The analytical model is also used to perform the eigenvalues analysis. The EMT model is simulated in MATLAB/Simscape and the analytical model is simulated in MATLAB/Simulink. Hardware experimentation is also performed for further bench-marking with the help of laboratory scale hardware setup.
近年来,基于逆变器的资源正在快速整合到电网中。这些资源中的大多数是电网跟踪逆变器,其中电网运行薄弱成为一个问题。目前的研究重点已转向模拟同步发电机的并网逆变器。因此,正确的建模和分析是理解成网逆变器的必要条件。本文给出了在$dq$ -域中并网运行时的成网逆变器的非线性解析模型。在弱电网条件下,利用电磁瞬变(EMT)试验台对所建模型进行了时域验证。分析模型也被用来进行特征值分析。在MATLAB/Simscape中对EMT模型进行了仿真,在MATLAB/Simulink中对解析模型进行了仿真。在实验室规模硬件设置的帮助下,还进行了硬件实验以进一步进行基准测试。
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引用次数: 1
Machine Learning-Enabled Cyber Attack Prediction and Mitigation for EV Charging Stations 基于机器学习的电动汽车充电站网络攻击预测与缓解
Pub Date : 2022-07-17 DOI: 10.1109/PESGM48719.2022.9916914
Mansi Girdhar, Junho Hong, Yongsik You, T. Song
Safe and reliable electric vehicle charging stations (EVCSs) have become imperative in an intelligent transportation infrastructure. Over the years, there has been a rapid increase in the deployment of EVCSs to address the upsurging charging demands. However, advances in information and communication technologies (ICT) have rendered this cyber-physical system (CPS) vulnerable to suffering cyber threats, thereby destabilizing the charging ecosystem and even the entire electric grid infrastructure. This paper develops an advanced cybersecurity framework, where STRIDE threat modeling is used to identify potential vulnerabilities in an EVCS. Further, the weighted attack defense tree approach is employed to create multiple attack scenarios, followed by developing Hidden Markov Model (HMM) and Partially Observable Monte-Carlo Planning (POMCP) algorithms for modeling the security attacks. Also, potential mitigation strategies are suggested for the identified threats.
安全可靠的电动汽车充电站(evcs)在智能交通基础设施中已经变得必不可少。多年来,evcs的部署迅速增加,以满足不断增长的充电需求。然而,信息和通信技术(ICT)的进步使这种网络物理系统(CPS)容易受到网络威胁,从而破坏充电生态系统甚至整个电网基础设施的稳定。本文开发了一个先进的网络安全框架,其中STRIDE威胁建模用于识别EVCS中的潜在漏洞。在此基础上,采用加权攻击防御树方法创建了多个攻击场景,并发展了隐马尔可夫模型(HMM)和部分可观察蒙特卡罗规划(POMCP)算法对安全攻击进行建模。此外,还针对已确定的威胁提出了可能的缓解战略。
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引用次数: 1
A Field Test of Direct Load Control of Water Heaters and its Implications for Consumers 热水器直接负荷控制的现场试验及其对消费者的启示
Pub Date : 2022-07-17 DOI: 10.1109/PESGM48719.2022.9917234
M. Adham, Manasseh Obi, R. Bass
Utilities and customers are now operating more closely than ever. The prevailing numbers of grid-interactive Distributed Energy Resources are being integrated to provide grid reliability and stability. Different methods of control have been implemented to utilize these Distributed Energy Resources, such as Service-Oriented Load Control and Direct Load Control. This paper investigates the issues associated with the latter. A Direct Load Control method is applied to two Distributed Energy Resources, Electric Water Heater and Heat Pump Water Heater. A load shifting scenario is created where each water heater turns off during water draw events that coincide with peak demand periods. The results of the tests indicated a significant decrease in the temperature of the water in the tank. This implies that using Direct Load Control to control water heaters adversely impacts customer comfort which might lead to unenrollment from Demand Response programs.
公用事业公司和客户现在比以往任何时候都更加紧密地合作。为了保证电网的可靠性和稳定性,目前大量的电网交互分布式能源正在被整合起来。为了利用这些分布式能源,采用了不同的控制方法,如面向服务的负荷控制和直接负荷控制。本文探讨了与后者相关的问题。将直接负荷控制方法应用于电热水器和热泵热水器两种分布式能源。创建一个负载转移场景,其中每个热水器在与高峰需求期相吻合的取水事件期间关闭。试验结果表明,水箱内的水温显著下降。这意味着使用直接负荷控制来控制热水器会对客户舒适度产生不利影响,从而可能导致从需求响应计划中退出。
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引用次数: 7
DPMU-based Event Classification in Microgrids Using Time Domain and Spectral Features of Limited Measurements 基于时域和频谱特征的微电网事件分类
Pub Date : 2022-07-17 DOI: 10.1109/PESGM48719.2022.9917163
S. Som, R. Dutta, Arindam Mitra, S. Chakrabarti, S. R. Sahoo
A microgrid can be subjected to various unexpected events, such as sudden loss of generation/ load demand, faults, maloperation of capacitor banks, etc. To take appropriate control or remedial actions, the microgrid management system (MGS) should detect and classify an event. Due to economic reasons, all buses and lines in a microgrid are not equipped with measuring devices. Thus, detecting and classifying an event in a sparsely monitored microgrid is a challenging task. This paper proposes an event detector and classifier using measurements collected from few distribution phasor measurement units (DPMUs) connected only at the generator buses. The proposed method is a multi-step process. Firstly, a DPMU measurement based linear state estimator is used to estimate the voltage and current phasors for all the buses in the network. The second step uses the change in the estimated voltage phasors during an event to select a few candidate buses which are further analyzed to classify the event. An offline process is used for training the event classifier, where several time domain and spectral features are extracted from the estimated change in voltage and currents phasors at the candidate buses. In the third step, a neural network is trained using the selected features, which is used for event classification. The proposed method is validated on a 13-bus microgid system simulated using OPALRT hypersim real-time digital simulator.
微电网可能受到各种突发事件的影响,如发电/负载需求的突然损失、故障、电容器组的误操作等。为了采取适当的控制或补救措施,微电网管理系统(MGS)应该检测并对事件进行分类。由于经济原因,微电网中的所有公交车和线路都没有配备测量装置。因此,在监测较少的微电网中检测和分类事件是一项具有挑战性的任务。本文提出了一种事件检测器和分类器,利用仅连接在发电机母线上的几个配电相量测量单元(dpmu)收集的测量数据。该方法是一个多步骤的过程。首先,使用基于DPMU测量的线性状态估计器对网络中所有母线的电压和电流相量进行估计。第二步使用事件期间估计电压相量的变化来选择一些候选总线,进一步分析这些总线以对事件进行分类。离线过程用于训练事件分类器,其中从候选总线的电压和电流相量的估计变化中提取几个时域和频谱特征。第三步,使用选择的特征训练神经网络,用于事件分类。利用OPALRT hypersim实时数字模拟器仿真了一个13总线微处理器系统,验证了该方法的有效性。
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引用次数: 0
Reliability-Constrained Power System Expansion Planning: A Stochastic Risk-Averse Optimization Approach 可靠性约束下电力系统扩容规划:一种随机风险规避优化方法
Pub Date : 2022-07-17 DOI: 10.1109/pesgm48719.2022.9916744
L. C. da Costa, J. Garcia, F. Thomé, M. Pereira
This work presents a methodology to incorporate reliability constraints in the optimal power systems expansion planning problem. Besides Loss Of Load Probability (LOLP) and Expected Power Not Supplied (EPNS), traditionally used in power systems, this work proposes the use of the risk measures VaR (Value-at-Risk) and CVaR (Conditional Value-at-Risk), widely used in financial markets. The explicit consideration of reliability constraints in the planning problem can be an extremely hard task and, to minimize computational effort, this work applies the Benders decomposition technique splitting the expansion planning problem into an investment problem and two subproblems to evaluate the system's operation cost and the reliability index. The operation subproblem is solved by Stochastic Dual Dynamic Programming (SDDP) and the reliability subproblem by Monte Carlo simulation. The proposed methodology is applied to the real problem of optimal expansion planning of the Bolivian power system.
本文提出了一种将可靠性约束纳入电力系统最优扩展规划问题的方法。除了传统上用于电力系统的负荷损失概率(LOLP)和预期未供电(EPNS)之外,本研究还提出了在金融市场中广泛使用的风险度量VaR (Value-at-Risk)和CVaR (Conditional Value-at-Risk)。在规划问题中明确考虑可靠性约束可能是一项极其困难的任务,为了最大限度地减少计算量,本文应用Benders分解技术将扩展规划问题分解为一个投资问题和两个子问题,以评估系统的运行成本和可靠性指标。操作子问题采用随机对偶动态规划(SDDP)求解,可靠性子问题采用蒙特卡罗模拟求解。将所提出的方法应用于玻利维亚电力系统最优扩容规划的实际问题。
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引用次数: 0
A Lagrange Multiplier Based State Enumeration Reliability Assessment for Power Systems With Multiple Types of Loads and Renewable Generations 基于拉格朗日乘子的多负荷可再生发电系统状态枚举可靠性评估
Pub Date : 2022-07-17 DOI: 10.1109/PESGM48719.2022.9917203
Zeyu Liu, K. Hou, H. Jia, Junbo Zhao, Dan Wang, Yunfei Mu, Lewei Zhu
With the integration of multiple types of loads and renewable generations, the number of system states significantly grows. As a result, running optimal power flow (OPF) to analyze a myriad of system states is challenging and this seriously restricts the efficiency of the state enumeration method. To address that, this paper proposes a Lagrange Multiplier based State Enumeration (LMSE) approach to accelerate the analysis without loss of accuracy. The core idea is to directly obtain the optimal load shedding of contingency states by Lagrange multiplier-based functions, rather than the time-consuming OPF algorithms. This approach can also be conveniently integrated with the impactincrement method and the clustering technique for further efficiency enhancement. Case studies are performed on the RTS-79 and IEEE 118-bus systems considering multiple types of loads, photovoltaics (PVs), and wind turbines (WTs). Results indicate that the proposed method can significantly reduce the computing time without compromising the calculation accuracy.
随着多类型负荷和可再生发电的整合,系统状态数显著增加。因此,运行最优潮流(OPF)来分析无数个系统状态是一项挑战,这严重制约了状态枚举方法的效率。为了解决这个问题,本文提出了一种基于拉格朗日乘子的状态枚举(LMSE)方法来加速分析而不损失准确性。其核心思想是通过基于拉格朗日乘子的函数直接获得偶然性状态的最优减载,而不是耗时的OPF算法。该方法还可以方便地与影响增量法和聚类技术相结合,进一步提高效率。案例研究在考虑多种类型负载、光伏(pv)和风力涡轮机(WTs)的RTS-79和IEEE 118总线系统上进行。结果表明,该方法可以在不影响计算精度的前提下显著缩短计算时间。
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引用次数: 0
MSEMT: An Advanced Modelica Library for Power System Electromagnetic Transient Studies 电力系统电磁暂态研究的先进模型库
Pub Date : 2022-07-17 DOI: 10.1109/PESGM48719.2022.9917142
A. Masoom, J. Mahseredjian, T. Ould-Bachir, A. Guironnet
Electromagnetic Transient (EMT) simulation tools are typically developed using conventional procedural programming languages. On the other hand, modern high-level and equation-based programming languages, such as Modelica, are currently available. Modelica allows formulating models that are easy to develop, maintain and understand by expressing what needs to be computed without stating how it should be computed. This paper presents a Modelica-based simulator for electromagnetic transients. It is demonstrated that this approach offers significant advantages for developing sophisticated models. Computational performance and accuracy are compared to a conventional EMT-type simulation tool.
电磁瞬变(EMT)仿真工具通常使用传统的过程编程语言开发。另一方面,现代的高级和基于方程的编程语言,如Modelica,目前是可用的。Modelica允许通过表达需要计算的内容而不说明应该如何计算来制定易于开发、维护和理解的模型。本文提出了一种基于modelica的电磁瞬变仿真器。结果表明,这种方法为开发复杂的模型提供了显著的优势。计算性能和精度与传统emt型仿真工具进行了比较。
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引用次数: 1
2021 IEEE-NASPI Oscillation Source Location Contest: Team Woodpecker 2021 IEEE-NASPI振荡源定位竞赛:啄木鸟队
Pub Date : 2022-07-17 DOI: 10.1109/PESGM48719.2022.9916716
Guoyan Zheng, Honggang Wang, Shaopeng Liu, M. Farrokhifard
The 2021 Oscillation Source Location (OSL) Contest organized by IEEE and North American SynchroPhasor Initiative (NASPI) aimed at evaluating the efficiency of OSL methods and their applicability for practical implementation. The participants were provided with a base model and thirteen test data sets mimicking the real-world challenges of inter-area electromechanical oscillations and/or forced oscillations (FOs). Testing scenarios include FOs resonating with natural modes, faults induced oscillations, various source locations, asset types and controller types. This paper comments on the contest design and presents the top awarded method by team Woodpecker, which highlights (i) physics-guided pattern matching in exploring the sources candidates, and (ii) model-based analytics to verify the source. In particular, Woodpecker demonstrated the usefulness of machine learning pattern recognition (ML-PR) based OSL method for complementing the dissipating energy flow (DEF) method. This approach can identify the oscillation source location based on available PMUs even when the source is not monitored.
由IEEE和北美同步相量倡议(NASPI)组织的2021年振荡源定位(OSL)竞赛旨在评估OSL方法的效率及其在实际实施中的适用性。为参与者提供了一个基本模型和13个模拟区域间机电振荡和/或强迫振荡(FOs)的现实挑战的测试数据集。测试场景包括fo与自然模式共振、故障诱发振荡、各种源位置、资产类型和控制器类型。本文对竞赛设计进行了评论,并介绍了啄木鸟团队的获奖方法,该方法突出了(i)在探索候选源时的物理指导模式匹配,以及(ii)基于模型的分析来验证源。特别是,啄木鸟展示了基于机器学习模式识别(ML-PR)的OSL方法对耗散能量流(DEF)方法的补充。这种方法可以根据可用的pmu识别振荡源位置,即使源没有被监控。
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引用次数: 4
A novel adaptive filtering algorithm based parameter estimation technique for photovoltaic system 基于自适应滤波算法的光伏系统参数估计技术
Pub Date : 2022-07-17 DOI: 10.1109/PESGM48719.2022.9917053
M. Qais, S. Muyeen
This paper offers a hybrid analytical and estimation based technique to determine the photovoltaic (PV) system parameter in a systematic way. The new model formulation is based on the datasheet parameters under standard test condition and normal operating cell temperature environment, forming the analytical approach's foundation. The estimation part is based on the adaptive filtering algorithm, which shows superiority in estimated parameters compared to existing techniques applied in the photovoltaic system. The proposed approach is made available for a single diode PV model and scaled up aggregated model in extracting the model parameters of two real PV modules in the market, representing the exact /-V characteristics of the manufacturer datasheet. A rigorous comparative analysis is carried out between two adaptive and two optimization based estimations for performance evaluation and recommendation purposes.
本文提出了一种基于分析和估计的混合方法来系统地确定光伏系统参数。新的模型公式是基于标准试验条件和正常工作电池温度环境下的数据表参数,构成了分析方法的基础。估计部分基于自适应滤波算法,与现有光伏系统中应用的技术相比,该算法在估计参数方面具有优势。该方法可用于单二极管光伏模型和放大聚合模型,用于提取市场上两个实际光伏模块的模型参数,代表制造商数据表的精确/-V特征。在性能评价和推荐方面,对两种自适应估计和两种优化估计进行了严格的比较分析。
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引用次数: 0
Technical, Regulatory, and Social Issues to Make a City Electrically Smart 使城市电气智能化的技术、监管和社会问题
Pub Date : 2022-07-17 DOI: 10.1109/PESGM48719.2022.9916746
G. N. D. de Doile, Gustavo O. Troiano, B. Bonatto, A. D. De Souza, V. Costa
To make cities smarter has become a worldwide purpose as predicted in the United Nations Sustainable Development Goals. In modern power systems, reliability and self-sustainability are crucial requirements. This paper assesses the ability of a real microgrid to operate in islanded mode when a failure of any nature takes place. The circuit analyzed belongs to the satellite city of Taguatinga, located in the suburban area of Brasilia, the Brazilian Capital City. The city electrical data make Taguatinga similar to large cities in the Brazilian context. This work presents the electricity data, as voltage levels, consumption and, local distributed generations. The purpose is to propose solutions for technical, regulatory, and social issues needed to make the city, at least, four days electrically self-sustainable. It was concluded that a tremendous global effort, including government, regulators, and society, will be necessary to make any Brazilian city a smart city, electrically leastwise.
正如联合国可持续发展目标所预测的那样,让城市更智能已经成为一个全球性的目标。在现代电力系统中,可靠性和自我可持续性是至关重要的要求。本文评估了当发生任何性质的故障时,真实微电网在孤岛模式下运行的能力。分析的电路属于位于巴西首都巴西利亚郊区的塔瓜廷加卫星城。城市电力数据使塔瓜廷加与巴西的大城市相似。这项工作提出了电力数据,如电压水平,消耗和本地分布式代。其目的是为技术、监管和社会问题提出解决方案,使城市至少有四天的电力自给自足。结论是,要使任何一个巴西城市成为智能城市,至少在电力方面,需要包括政府、监管机构和社会在内的巨大全球努力。
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引用次数: 0
期刊
2022 IEEE Power & Energy Society General Meeting (PESGM)
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