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2023 IEEE PES Grid Edge Technologies Conference & Exposition (Grid Edge)最新文献

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Optimal Defense Strategy Against Load Redistribution Attacks under Attacker’s Resource Uncertainty: A Trilevel Optimization Approach 攻击者资源不确定性下负载重分配攻击的最优防御策略:一种三级优化方法
Pub Date : 2023-04-10 DOI: 10.1109/GridEdge54130.2023.10102717
Jinshun Su, Chengzhi Xie, P. Dehghanian, S. Mehrani
The wide deployment of advanced computer technologies and evolving digitalization in power systems monitoring and control will inevitably make the power grid more vulnerable to cyber adversaries. Regarded as a viable cyber attack mechanism against power grids, load redistribution (LR) attack may mislead the power re-dispatch and cause unnecessary load outages. In this research, we develop a strategy for optimal allocation of limited defensive resources to safeguard power systems against LR attacks. The proposed defense scheme against LR attack is formulated as a trilevel optimization problem. To capture the uncertainty of attacking resources, we present a chance-constrained programming formulation where chance constraint is used to capture the possible variations in the attacker’s actions constrained by the uncertain available resources. The Karush- Kuhn-Tucker (KKT) condition and Benders decomposition algorithm are applied to solve the trilevel optimization problem. Case studies on the IEEE 57-bus test system demonstrate the efficiency of the resulting defense decisions against LR attacks.
先进计算机技术的广泛应用和电力系统监测和控制的数字化发展将不可避免地使电网更容易受到网络对手的攻击。负载重分配攻击是一种可行的电网网络攻击机制,它可能会误导电网的重新调度,造成不必要的负荷中断。在本研究中,我们开发了一种有限防御资源的优化分配策略,以保护电力系统免受LR攻击。提出的LR攻击防御方案是一个三级优化问题。为了捕获攻击资源的不确定性,我们提出了一个机会约束规划公式,其中机会约束用于捕获受不确定性可用资源约束的攻击者行为的可能变化。应用Karush- Kuhn-Tucker (KKT)条件和Benders分解算法求解三层优化问题。对IEEE 57总线测试系统的案例研究证明了所得到的针对LR攻击的防御决策的有效性。
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引用次数: 2
Effectively Managing Today’s Transformer Challenges for Increased Asset Reliability & Sustainability 有效管理当今变压器挑战,提高资产可靠性和可持续性
Pub Date : 2023-04-10 DOI: 10.1109/GridEdge54130.2023.10102732
Traci Hopkins
As decreased dependency on fossil fuels grows and demand for an all-electric world increases, so does the impact to the traditional grid design, especially with regards to the reliability and sustainability of in-service transformers. These demands exacerbate the current challenges placed upon transformer owners such as higher electrical stress, from increased transients and harmonics to higher temperatures resulting from increased loads. All of which lead to accelerated aging of the transformers’ insulation systems and reduces the reliable life of the transformer and challenges the industry’s ability to provide consistent reliable power to end users. This paper identifies current challenges transformer owners face, including new challenges that are exacerbating current obstacles and how a social demand for uninterrupted power is affecting the management of transformer reliability and sustainability. We will also identify solutions to assist the transformer custodian with increasing transformer asset reliability.
随着对化石燃料依赖的减少和对全电力世界需求的增加,对传统电网设计的影响也越来越大,特别是在使用中的变压器的可靠性和可持续性方面。这些要求加剧了当前变压器所有者面临的挑战,例如更高的电气应力,从增加的瞬态和谐波到增加负载导致的更高温度。所有这些都会导致变压器绝缘系统加速老化,降低变压器的可靠寿命,并挑战行业为最终用户提供一致可靠电力的能力。本文确定了变压器所有者当前面临的挑战,包括加剧当前障碍的新挑战,以及社会对不间断电力的需求如何影响变压器可靠性和可持续性的管理。我们还将确定帮助变压器保管人提高变压器资产可靠性的解决方案。
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引用次数: 0
Techno-Economical Comparison of MVAC and MVDC Micro-Grids with High PV Penetration 高光伏渗透率MVAC与MVDC微电网的技术经济比较
Pub Date : 2023-04-10 DOI: 10.1109/GridEdge54130.2023.10102715
Yiming Chen, S. Grijalva, L. Graber
Recent advances in DC hybrid circuit breakers (HCBs) and wide bandgap (WBG) devices have created an opportunity to deploy new DC and hybrid AC/DC grid options. With the prevailing distributed energy resources (DERs) and DC loads, Medium Voltage Direct Current (MVDC) grids are considered a promising solution for highly reliable, efficient, and safe power distribution. This paper proposes a techno-economical assessment framework and conducts a comparative analysis between MVAC and MVDC micro-grids with high PV penetration. The performance is evaluated through a two-step probabilistic optimal power flow (OPF) and reflected in a set of economic value streams. Numerical results show that the MVDC study case leads its AC counterpart in the key economic metrics.
直流混合断路器(hcb)和宽带隙(WBG)器件的最新进展为部署新的直流和混合交流/直流电网选项创造了机会。随着分布式能源(DERs)和直流负载的盛行,中压直流(MVDC)电网被认为是一种高可靠、高效和安全的配电解决方案。本文提出了技术经济评价框架,并对光伏高渗透率的MVAC微电网和MVDC微电网进行了对比分析。通过两步概率最优潮流(OPF)对性能进行评估,并反映在一组经济价值流中。数值结果表明,MVDC研究案例在关键经济指标上领先于AC研究案例。
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引用次数: 0
Federated Learning vs Edge Learning for Hot Water Demand Forecasting in Distributed Electric Water Heaters for Demand Side Flexibility Aggregation 基于需求侧灵活性聚合的分布式电热水器热水需求预测的联邦学习与边缘学习
Pub Date : 2023-04-10 DOI: 10.1109/GridEdge54130.2023.10102739
Surya Pandiyan, Jayaprakash Rajasekharan
Hot water demand forecasting is crucial for estimating aggregated flexibility from distributed electric water heaters (EWHs). High-performance deep learning models for forecasting require large amounts of training data that may not be available to aggregators. Privacy preserving edge learning methods for individual EWHs cannot learn from other EWHs. To address these challenges, this paper proposes a federated learning (FL) framework for hot water demand class forecasting across multiple distributed EWHs with limited demand data. Feed-forward neural network (FNN) based global model is collaboratively trained by multiple edge devices without sharing data to predict hot water demand. The global model is specifically further fine-tuned to individual EWHs using their own data. The proposed approach is tested with synthetic hot water demand data from 40 households and the results indicate that the proposed FL framework can perform better than edge learning and has numerous other advantages.
热水需求预测对于估计分布式电热水器(EWHs)的总体灵活性至关重要。用于预测的高性能深度学习模型需要大量的训练数据,而这些数据可能无法用于聚合器。保护隐私的边缘学习方法不能从其他EWHs学习。为了解决这些挑战,本文提出了一个联邦学习(FL)框架,用于在需求数据有限的情况下跨多个分布式EWHs进行热水需求类别预测。基于前馈神经网络(FNN)的全局模型是由多个边缘设备在不共享数据的情况下协同训练来预测热水需求的。全局模型还特别针对使用各自数据的各个EWHs进行了进一步微调。采用40个家庭的综合热水需求数据对所提出的方法进行了测试,结果表明所提出的FL框架比边缘学习性能更好,并且具有许多其他优势。
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引用次数: 0
Applying Edge Computing to Distribution Automation 边缘计算在配电自动化中的应用
Pub Date : 2023-04-10 DOI: 10.1109/GridEdge54130.2023.10102738
Rostan Rodrigues, Mohammad Razeghi-Jahromi, Amanuel Melese, J. Stoupis
Digital computing hardware and software technologies have seen a massive improvement in recent years. More specifically, lower cost for computation and storage, compact size, compatibility with a large selection of operating systems and communication protocols have increased the penetration of single board computers in many consumer and industrial applications. This paper presents the application of state-of-the-art edge computing infrastructure to the electrical power distribution grid. Electrical power distribution is becoming increasingly complex with the large integration of distributed renewable resources. The distribution grid also experiences many different undesired events, such as different types of temporary and permanent faults, loss of measurement data, cybersecurity, etc. This paper shows the small-scale experimental validation of edge computing in power distribution automation that can be used for classifying different faults, detect anomalies in the grid, measurement data recovery, advanced analytics, etc.
近年来,数字计算硬件和软件技术有了巨大的进步。更具体地说,较低的计算和存储成本,紧凑的尺寸,与大量操作系统和通信协议的兼容性增加了单板计算机在许多消费者和工业应用中的渗透。本文介绍了最先进的边缘计算基础设施在配电网中的应用。随着分布式可再生资源的大规模整合,电力分配变得越来越复杂。配电网还会经历许多不同的不希望发生的事件,如不同类型的临时和永久故障、测量数据丢失、网络安全等。本文展示了边缘计算在配电自动化中的小规模实验验证,可用于不同故障分类、电网异常检测、测量数据恢复和高级分析等。
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引用次数: 0
Testing Challenges and Approaches for DERMS Deployment DERMS部署的测试挑战和方法
Pub Date : 2023-04-10 DOI: 10.1109/GridEdge54130.2023.10102746
Syed Qaseem Ali, Shadi Chuangpishit, F. Katiraei, Chad S. Abbey, Samrat Datta
Distributed Energy Resources Management Systems (DERMS) are increasingly becoming a need for many utilities to manage DERs on their networks. DERMS deployment includes a variety of actors arranged in varying architectures, communicating with each other employing various protocols. With the complexity around DERMS deployment rigorous testing is required at various stages of the deployment to ensure correct functionality. This paper presents the various architectures for DERMS deployment, presents its testing requirements, and discusses the available methods and tools to meet the testing requirements. Finally, two case studies are presented where two different kinds of testbeds were used to meet the clients DERMS testing requirements.
分布式能源管理系统(DERMS)日益成为许多公用事业公司管理其网络上的der的需求。DERMS部署包括安排在不同体系结构中的各种参与者,它们使用各种协议相互通信。由于DERMS部署的复杂性,需要在部署的各个阶段进行严格的测试,以确保正确的功能。本文介绍了用于DERMS部署的各种体系结构,提出了其测试需求,并讨论了满足测试需求的可用方法和工具。最后,给出了两个案例研究,其中使用了两种不同类型的试验台来满足客户的DERMS测试需求。
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引用次数: 0
Joint Resource Modeling and Assessment for Hybrid Distributed Solar and Wind Systems 分布式太阳能和风能混合系统联合资源建模与评估
Pub Date : 2023-04-10 DOI: 10.1109/GridEdge54130.2023.10102725
Wenqi Zhang, C. Feng, B. Hodge
The inherent variability and uncertainty in distributed energy resources can presents myriad challenges to the planning and operations of power systems. These risks are poised to become larger as the penetration of renewable energy sources rises in the power generation mix. Hybrid solar-wind energy systems are able to mitigate some of these risks by their complementary resource availability. Surface solar and wind fields are coupled and correlated in both space and time. Appropriately estimating the hybrid solar wind energy system requires simulating the spatio-temporal structure of these fields that can be produced for each time horizon. We introduce a novel joint spatio-temporal stochastic differential equation (SPDE) approach that captures the spatio-temporal dynamics of solar and wind fields and their joint dependency over a domain for each time step. In the case study on Colorado, we consider nonstationary three-level hierarchical spatio temporal models for both hourly solar irradiance data and wind speed data in Colorado. Dependence between the solar irradiance data and wind speed data is captured by a shared spatio-temporal random effect. Our approach performs well in terms of the prediction score criterion.
分布式能源固有的可变性和不确定性给电力系统的规划和运行带来了巨大的挑战。随着可再生能源在发电结构中的渗透率上升,这些风险将变得更大。混合太阳能-风能系统能够通过其互补的资源可用性来减轻这些风险。地表太阳场和风场在空间和时间上是耦合和相关的。适当地估计混合太阳风系统需要模拟这些场在每个时间范围内可以产生的时空结构。我们介绍了一种新的联合时空随机微分方程(SPDE)方法,该方法捕获了太阳和风场的时空动态以及它们在每个时间步长的联合依赖关系。在科罗拉多州的案例研究中,我们考虑了科罗拉多州每小时太阳辐照度数据和风速数据的非平稳三层分层时空模型。太阳辐照度数据和风速数据之间的依赖关系是由共享的时空随机效应捕获的。我们的方法在预测得分标准方面表现良好。
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引用次数: 0
Surplus energy in solar home systems as driver for bottom-up grids: When grids emerge from the edge 家用太阳能系统的剩余能量作为自下而上电网的驱动力:当电网从边缘出现
Pub Date : 2023-04-10 DOI: 10.1109/GridEdge54130.2023.10102747
Ida Fuchs, S. Balderrama, P. C. del Granado, S. Quoilin, Jayaprakash Rajasekharan
In this paper, surplus energy (SE) from solar home systems (SHS) with energy storage is studied from the perspective of bottom-up grids. The paper addresses two central research questions: 1) How much SE do SHS generate depending on system size parameters and load metrics? and 2) Can SE provide the basis for bottom-up grids in rural swarm electrification? We first analyze different SE profiles for different stochastic demands from three households with various PV and battery system sizes. Next, we analyze how these SE profiles can be used to supply additional households with lower or equal demand. We find that the SE is highly dependent on PV size and cannot be significantly reduced by increasing battery size. Demand profiles with high Peak to Average Power Ratio (PAPR) and low Load at Day Time Ratio (LDTR) are shown to have the highest levels of SE. Simulations show that households with PV and battery system can supply several other households with its SE only. This study shows excellent potential for developing a framework model for bottom-up grids through SHS sizing and bottom-up planning of interconnections in rural communities.
本文从自下而上电网的角度研究了太阳能家庭储能系统的剩余能量。本文解决了两个中心研究问题:1)根据系统大小参数和负载指标,SHS生成多少SE ?2) SE能否为农村群体电气化中自下而上的电网提供基础?我们首先分析了三个不同光伏和电池系统规模的家庭的不同随机需求的SE曲线。接下来,我们将分析如何使用这些SE配置文件来提供具有较低或相等需求的额外家庭。我们发现SE高度依赖于PV尺寸,不能通过增加电池尺寸来显着降低SE。高峰值与平均功率比(PAPR)和低日间负荷比(LDTR)的需求曲线显示出最高的SE水平。模拟结果表明,拥有光伏和电池系统的家庭可以仅向其他几个家庭提供SE。这项研究显示了通过SHS规模和农村社区互联的自下而上规划来开发自下而上电网框架模型的巨大潜力。
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引用次数: 0
Adaptive-Extremum Seeking Method for Impedance Identification in Distribution Grids 配电网阻抗辨识的自适应极值求法
Pub Date : 2023-04-10 DOI: 10.1109/GridEdge54130.2023.10102728
Taha Khan, H. Nazaripouya
This paper proposes an adaptive Extremum Seeking Control (ESC) based method for extracting the impedance of a distribution grid. An adaptive version of ESC is developed for speeding up the impedance identification process by dynamically increasing the convergence rate of ESC. An impedance change can occur at any time and may produce a disturbance in the grid voltage. Disturbance caused by a change in impedance value can cause the Extremum Seeking Controller to re-adjust its operating point. At first, this may cause the controller to take huge steps in the direction of the new impedance value. Once the value comes closer to the new impedance value, the controller then steadily converges. This steady convergence (especially observed in the distribution grid) is often too slow and may cause an unnecessary delay in estimating the correct impedance value. This work proposes a method of observing the external disturbance and dynamically adjusting the gain of demodulating signal to make the convergence process faster while keeping the ESC-based impedance identification process stable. The increased convergence rate is achieved while keeping the magnitude of applied perturbation constant throughout the process and only changing the magnitude of the demodulating signal.
提出了一种基于自适应极值寻求控制(ESC)的配电网阻抗提取方法。为了加快阻抗识别过程,动态提高了ESC的收敛速度,开发了一种自适应ESC。任何时候都可能发生阻抗变化,并可能对电网电压产生扰动。阻抗值变化引起的扰动会使极值寻优控制器重新调整其工作点。首先,这可能会导致控制器在新的阻抗值的方向上采取巨大的步骤。一旦该值接近新的阻抗值,控制器就会稳定收敛。这种稳定的收敛(特别是在配电网中观察到的)通常太慢,可能会在估计正确的阻抗值时造成不必要的延迟。本文提出了一种观察外部干扰并动态调整解调信号增益的方法,使基于esc的阻抗识别过程在保持稳定的同时收敛速度更快。在整个过程中保持施加的扰动的大小恒定并且只改变解调信号的大小的同时,实现了增加的收敛速率。
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引用次数: 2
Grid-Edge Dynamic Volt-VAr Control Solution to Mitigate System Impacts Caused by Vast EV Charging Infrastructure Integration 电网边缘动态电压无功控制方案缓解大规模电动汽车充电基础设施集成对系统的影响
Pub Date : 2023-04-10 DOI: 10.1109/GridEdge54130.2023.10102743
Roozbeh Karandeh, Hong Chun, D. Tholomier
Electric vehicle (EV) sales are booming everywhere. Extensive EV charging infrastructure integration into the legacy distribution networks may cause several system vulnerabilities, including system voltage drop. In this paper, Dynamic VAr Controllers (DVC) are proposed as a cost-effective, non-wires alternative (NWA) and distributed control solution to mitigate the impacts on system voltage. In this approach, the single-phase DVCs are deployed at the secondary of the service transformers at locations with lowest voltages to provide voltage support through dynamic VAr injection. To verify the mitigating effect of DVCs, several scenario-based time-series simulations are performed in OpenDSS on actual distribution networks, using historical load and EV profiles, while the DVC controller is modeled in Python. Simulation results confirm the significant performance of DVCs in resolving the under-voltage issue, as well as system voltage unbalance. The proposed solution is a promising alternative to costly distribution infrastructure expansion and electro-mechanical voltage control devices.
电动汽车(EV)的销售在世界各地蓬勃发展。将大量的电动汽车充电基础设施集成到传统的配电网络中可能会导致一些系统漏洞,包括系统电压下降。本文提出动态无功控制器(DVC)作为一种低成本、无线替代(NWA)和分布式控制解决方案,以减轻对系统电压的影响。在这种方法中,单相dvc被部署在低压变压器的二级位置,通过动态VAr注入提供电压支持。为了验证DVC的缓解效果,在OpenDSS中对实际配电网络进行了几个基于场景的时间序列模拟,使用历史负载和EV配置文件,而DVC控制器则在Python中建模。仿真结果证实了DVCs在解决欠压问题和系统电压不平衡方面的显著性能。提出的解决方案是一个有前途的替代昂贵的配电基础设施扩建和机电电压控制设备。
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引用次数: 0
期刊
2023 IEEE PES Grid Edge Technologies Conference & Exposition (Grid Edge)
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