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2022 IEEE/IAS 58th Industrial and Commercial Power Systems Technical Conference (I&CPS)最新文献

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Cyber-Attack Detection: Modeling and Roof-PV Generation System Protection 网络攻击检测:建模和屋顶光伏发电系统保护
Pub Date : 2022-05-02 DOI: 10.1109/ICPS54075.2022.9773850
W. Qiu, Kaiqi Sun, Kejun Li, Yuchuan Li, Junfeng Duan, Kunzhi Zhu
The continuous increase of the renewable energy installation in the power system such as roof-PV systems, is decreasing the system inertia that challenges the system operation stability. However, with the increasing number of cyber attack events reported in the world, the operation of the roof-PV systems may threaten their connected AC system operation during the contingency. Utilizing the grid-connected converters (GCCs), its fast regulating characteristic could rapidly increase or decrease the solar generation output in seconds, which will bring significant influences to the system operation once the cyber attack happens. To solve this problem, this paper proposed a cyber attack detection model to eliminate its effect on the roof- PV generation system. In this model, the synchrosqueezed wavelet transforms (SWT) is first applied to extract the time-frequency information of frequency measurement. Then a recurrent layer aggregation-based convolutional neural network is introduced to identify the features of cyber attack using the results from SWT. The comparison experiments indicate that the proposed model have profound performance on the detection accuracy that could be utilized in the roof-PV generation system for cyber attack detection.
屋顶光伏等电力系统中可再生能源装置的不断增加,使系统惯性减小,对系统运行稳定性构成挑战。然而,随着世界范围内网络攻击事件的报道越来越多,屋顶光伏系统的运行可能会对其连接的交流系统的运行造成威胁。利用并网变流器(GCCs)的快速调节特性,可以在数秒内迅速增加或减少太阳能发电输出,一旦发生网络攻击,将对系统运行产生重大影响。针对这一问题,本文提出了一种网络攻击检测模型,以消除其对屋顶光伏发电系统的影响。该模型首先采用同步压缩小波变换(SWT)提取频率测量的时频信息。然后引入基于循环层聚合的卷积神经网络,利用SWT的结果识别网络攻击特征。对比实验表明,该模型具有较好的检测精度,可用于屋顶光伏发电系统的网络攻击检测。
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引用次数: 1
Substation Topology and Line Switching Control Using Deep Reinforcement Learning 基于深度强化学习的变电站拓扑和线路交换控制
Pub Date : 2022-05-02 DOI: 10.1109/ICPS54075.2022.9773937
Rajarshi Roychowdhury, John B. Ocampo, Balaji Guddanti, M. Illindala
Electric Power System (EPS) is widely regarded as one of the most complex artificial systems ever created. With the recent penetration of distributed energy resources, controlling the power systems is becoming even more challenging. This paper presents the use of the Dueling DQN (DDQN) Reinforcement Learning algorithm to control line switching and substation topology of the EPS to maintain line flow within limits for all contingency scenarios. The DDQN algorithm is particularly suited in power systems as often, the state of the environment might not be widely affected due to an agent’s actions, particularly during normal operating conditions. This allows the DDQN agent to quickly learn the states that are not important - a definite advantage over traditional vanilla Deep Q Networks. In the case of real-time control of the EPS, not learning all the redundant states has the advantage of fast convergence and reduced training time, both highly desirable in a complex use case like the one studied. The DDQN algorithm was tested on the standard IEEE 14 bus system, and the agent managed to maintain system stability under varied grid operating scenarios.
电力系统(EPS)被广泛认为是有史以来最复杂的人工系统之一。随着近年来分布式能源的普及,控制电力系统变得更加具有挑战性。本文介绍了使用Dueling DQN (DDQN)强化学习算法来控制EPS的线路切换和变电站拓扑,以在所有突发情况下保持线路流量在限制范围内。DDQN算法特别适用于电力系统,因为通常情况下,环境状态可能不会受到代理行为的广泛影响,特别是在正常运行条件下。这使得DDQN代理可以快速学习不重要的状态——这是传统深度Q网络的一个明显优势。在EPS的实时控制中,不学习所有冗余状态具有快速收敛和减少训练时间的优点,这在研究的复杂用例中都是非常理想的。DDQN算法在标准IEEE 14总线系统上进行了测试,agent在各种电网运行场景下都能保持系统的稳定性。
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引用次数: 1
Prediction Model for Energy Sharing and Carbon Emission Management based on Distributed Solar Power Simulation in Smart City 基于分布式太阳能模拟的智慧城市能源共享与碳排放管理预测模型
Pub Date : 2022-05-02 DOI: 10.1109/ICPS54075.2022.9773831
Guwon Yoon, H. Shin, Hyeyoon Jung, Keon-hee Cho, Sanghoon Lee, Sehyun Park
Distributed solar power simulation in smart cities analyzes model design plans and result values based on three strategies. Standardization of data from a data perspective, analysis of solar power generation patterns from a multidimensional perspective and suggest a model for energy sharing and carbon emission management through RNN-based simulation. By analyzing patterns based on data closely related to energy in smart cities, it refers to stable and efficient energy management and carbon reduction measures for future industries.
智慧城市分布式太阳能仿真分析基于三种策略的模型设计方案和结果值。从数据角度对数据进行标准化,从多维角度分析太阳能发电模式,并通过基于rnn的模拟提出能源共享和碳排放管理模型。通过分析智慧城市中与能源密切相关的数据模式,为未来产业提供稳定高效的能源管理和碳减排措施。
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引用次数: 1
Performance Assessment of the αβ0-Based Bus Differential Protection 基于αβ0的母线差动保护性能评价
Pub Date : 2022-05-02 DOI: 10.1109/ICPS54075.2022.9773888
S. Saleh, E. Ozkop, R. Ahshan, A. Al‐Durra, M. Valdes, C. Mardegan
This paper presents the experimental performance assessment of the αβ0-based bus differential protection (BDP). This protection is developed for buses that interconnect battery storage systems (BSSs). The tested BDP employs αβ0 components of the apparent powers flowing in all branches that are connected to the protected bus. The αβ0 components of apparent powers allow accommodating frequent changes in the direction of power flows due to the charging/discharging modes of the BSS operation. In each branch connected to the protected bus, the 3φ apparent powers are determined using the measured branch currents and voltage (at the protected bus). The αβ0-based BDP is implemented using a digital processing board for experimental testing for a laboratory setup. The test setup is composed of a bus that interconnects a 4 kW BSS, and feeds 3φ linear and dynamic loads. The performance of the αβ0-based BDP is assessed for responding to various internal and external faults occurring during the charging and discharging of the BSS. Experimental results reveal encouraging abilities of the tested BDP to initiate fast, accurate, and reliable responses to internal and external faults. Observed response features are complimented with a minor sensitivity to the BSS mode of operation, fault type, and/or fault location.
本文给出了基于αβ0的母线差动保护(BDP)的实验性能评估。这种保护是为连接电池存储系统(bss)的总线开发的。测试的BDP采用连接到受保护母线的所有支路中流动的视在功率的αβ0分量。视在功率的αβ0分量允许适应由于BSS操作的充电/放电模式而导致的功率流方向的频繁变化。在连接到受保护母线的每个支路中,使用测量的支路电流和电压(在受保护母线处)确定3φ视在功率。基于αβ0的BDP使用数字处理板实现,用于实验室设置的实验测试。测试装置由一个总线组成,该总线连接一个4kw BSS,并提供3φ线性和动态负载。评价了基于αβ0的BDP在充放电过程中对各种内部和外部故障的响应性能。实验结果表明,测试的BDP能够对内部和外部故障进行快速、准确和可靠的响应。观察到的响应特征与BSS操作模式、故障类型和/或故障位置的轻微敏感性相辅相成。
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引用次数: 2
Experimental Performance of Grounding Systems 接地系统的实验性能
Pub Date : 2022-05-02 DOI: 10.1109/ICPS54075.2022.9773866
Saleh, Jewett, Cardenas, Meng, A. Al‐Durra, S. Kanukollu, M. Valdes, S. Panetta
In this paper, experimental performance assessment and comparison are presented for the solid, low impedance, high impedance, frequency-selective, and isolated grounding systems. The typical design of a grounding system (for low and medium voltage generation, transmission, and distribution systems) is based on selecting an impedance ( Z̄G), which is used to connect the neutral point and ground. The impedance Z̄G is typically composed from a combination of R, L, and C elements. The combination type (series or parallel), along with the values of R, L, C elements, allow estimating the possible effects of Z̄G on ground currents and potentials during ground faults. In this paper, the solid, low impedance, high impedance, frequency-selective, and isolated grounding systems are designed for a 35 kVA 3φ transformer and a 5 kVA 3φ synchronous generator, for purposes of assessing and comparing their effects on ground currents and potentials during ground faults. The laboratory transformer and generator are tested for line-to-ground and double line-to-ground faults with all designed grounding systems under different loading levels. Experimental results show that some grounding systems can effectively reduce ground currents, and other grounding systems can effectively reduce ground potentials. These capabilities and features can be used to achieve certain system and operation mandates, including ground capacity, maximum allowed over-voltage, and service continuity.
本文对实心接地系统、低阻抗接地系统、高阻抗接地系统、频率选择接地系统和隔离接地系统进行了实验性能评估和比较。接地系统(用于低压和中压发电、输电和配电系统)的典型设计是基于选择一个阻抗(Z * G),该阻抗用于连接中性点和地。阻抗Z´G通常由R、L和C元素组合而成。组合类型(串联或并联),以及R, L, C元素的值,可以估计在接地故障时Z ' G对接地电流和电位的可能影响。本文针对35kva 3φ变压器和5kva 3φ同步发电机设计了实心、低阻抗、高阻抗、频率选择和隔离接地系统,以评估和比较它们在接地故障时对地电流和电位的影响。实验室变压器和发电机采用所有设计的接地系统,在不同负荷水平下进行线对地和双线对地故障试验。实验结果表明,一些接地系统能有效降低地电流,另一些接地系统能有效降低地电位。这些功能和特性可用于实现某些系统和操作要求,包括接地容量、最大允许过电压和服务连续性。
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引用次数: 2
A Novel Power Injection Priority Optimization Strategy for Voltage Support Control of PSMG-based Wind Farm 基于psmg的风电场电压支持控制的新型功率注入优先优化策略
Pub Date : 2022-05-02 DOI: 10.1109/ICPS54075.2022.9773859
Jie Liu, Kaiqi Sun, Kejun Li, Yuchuan Li, Jin Zhang
This paper proposes a novel power injection priority optimization-based control strategy of a PSMG-based wind farm (WF) that provides voltage support while mitigating the frequency excursion resulting from voltage dip during the fault. Different from the traditional reactive power support method, the reactive power injection priority plan is replaced by a novel optimal adaptive power injection priority plan. The control problem is formulated as a multi-objective function optimization problem, where the power injection priority flag is calculated by minimizing the shortfall of WF active power and maximizing the reactive power injection of WF. The power injection priority flag is employed as the control variable in the wind turbine generator control model. Additionally, the wake effect of WF is taken into consideration to achieve effective voltage support from the WF. The simulation system model and proposed optimal model are built in EMTDC/PSCAD and MATLAB respectively, to verify the effectiveness of the proposed strategy. Test results demonstrate that the proposed control strategy is applicable to mitigate frequency excursion while complying with the voltage support requirement during the fault.
本文提出了一种新的基于psmg的风电场(WF)基于功率注入优先级优化的控制策略,该策略在提供电压支持的同时减轻了故障期间电压下降导致的频率偏移。与传统的无功支持方法不同,本文提出了一种新的最优自适应的无功注入优先方案。将控制问题表述为一个多目标函数优化问题,其中功率注入优先级标志是通过最小化WF有功功率缺口和最大化WF无功功率注入来计算的。在风力发电机组控制模型中,采用功率注入优先标志作为控制变量。此外,还考虑了小波滤波器的尾迹效应,实现了小波滤波器对电压的有效支持。在EMTDC/PSCAD和MATLAB中分别建立了仿真系统模型和所提优化模型,验证了所提策略的有效性。试验结果表明,该控制策略在满足故障时电压支持要求的同时,能够有效地缓解频率偏移。
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引用次数: 1
Developing and Testing the Wavelet Modulation Technique for 3φ, 5-Level, PECs 小波调制技术在3φ 5电平PECs中的开发与测试
Pub Date : 2022-05-02 DOI: 10.1109/ICPS54075.2022.9773858
S. Saleh
This work extends the wavelet modulation (WM) technique for operating three-phase (3φ), 5-level power electronic converters (PECs). The WM technique is extended by resolution-segmentation of the synthesis scale-based linearly-combined wavelet functions, which are used as switching signals. The resolution-segmentation is created based on the dilation property of synthesis scale-based linearly-combined wavelet functions. Each leg of the 3φ VS, 5-level dc-ac PEC is operated by two sets of resolution-segmented synthesis scale-based linearly-combined wavelet basis functions to produce the voltage of one phase. The extended WM technique is implemented for performance testing, when operating 3φ VS, 5-level, diode-clamped and flying-capacitor dc-ac PECs. In this paper simulation test results are presented and compared with results obtained using the level-shifted pulse-width modulation (PWM), phase-shifted PWM, and space vector modulation. Test results show significant reductions of output harmonics, along with improvements in fundamental components of output voltages and PEC efficiency.
这项工作扩展了小波调制(WM)技术用于操作三相(3φ), 5电平电力电子转换器(PECs)。将基于合成尺度的线性组合小波函数作为开关信号进行分辨率分割,扩展了WM技术。利用基于合成尺度的线性组合小波函数的膨胀特性,建立了分辨率分割算法。3φ VS, 5电平dc-ac PEC的每一个分支由两组基于分辨率分段合成尺度的线性组合小波基函数操作,以产生一个相位的电压。扩展WM技术用于测试3φ VS, 5电平,二极管箝位和飞电容直流-交流PECs的性能。本文给出了仿真测试结果,并与电平移脉宽调制(PWM)、相移脉宽调制和空间矢量调制的结果进行了比较。测试结果显示输出谐波显著减少,同时输出电压和PEC效率的基本成分也有所改善。
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引用次数: 1
Graph Neural Network based Short-term Solar Irradiance Forcasting Model Considering Surrounding Meteorological Factors 基于图神经网络的考虑周边气象因素的短期太阳辐照度预报模型
Pub Date : 2022-05-02 DOI: 10.1109/ICPS54075.2022.9773879
Meng Zhang, Yiqian Sun, C. Feng, Z. Zhen, Fei Wang, Guoqing Li, Dagui Liu, Heng Wang
Accurate short-term solar irradiance forecasting can achieve precise solar photovoltaic (PV) power forecasting and ensure the safe and stable operation of power grid. However, the existing solar irradiance forecasting methods only based on the historical power data and meteorological information of the local PV power station itself, which is difficult to obtain sufficiently accurate forecasting results. In this paper, we propose a short-term irradiance forecasting model based on Graph Neural Network (GNN) considering surrounding meteorological factors to further improve the accuracy. Firstly, the spatio-temporal correlation stations are constructed according to geographical location and meteorological information, and simulate the spatio-temporal correlation data around the target station by utilizing the satellite image-irradiance mapping model. Secondly, based on the complex network theory, a new index is proposed to evaluate the connectivity of the graph structure, which improves the predictive ability of the GNN model. Finally, the spatio-temporal correlation around the target site is mined through GNN model to achieve the short-term irradiance forecasting. The results show that the proposed method further improves the forecasting accuracy compared with models that don’t consider surrounding meteorological factors. The reliability of the graph connectivity is directly proportional to the forecasting accuracy, which verifies the effectiveness of the proposed index.
准确的短期太阳辐照度预测可以实现对太阳能光伏发电功率的精确预测,保证电网的安全稳定运行。然而,现有的太阳辐照度预测方法仅基于当地光伏电站本身的历史功率数据和气象信息,难以获得足够准确的预测结果。本文提出了一种考虑周边气象因素的基于图神经网络(Graph Neural Network, GNN)的短期辐照度预报模型,以进一步提高预报精度。首先,根据地理位置和气象信息构建时空相关站,利用卫星影像-辐照度映射模型模拟目标站周围的时空相关数据;其次,基于复杂网络理论,提出了一种新的图结构连通性评价指标,提高了GNN模型的预测能力;最后,通过GNN模型挖掘目标地点周围的时空相关性,实现短期辐照度预测。结果表明,与不考虑周边气象因素的预报模型相比,该方法进一步提高了预报精度。图连通性的可靠性与预测精度成正比,验证了所提指标的有效性。
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引用次数: 2
Highway Charging Station Operator Pricing Considering Distributed Renewable Generation Resources 考虑分布式可再生发电资源的高速公路充电站运营商定价
Pub Date : 2022-05-02 DOI: 10.1109/ICPS54075.2022.9773847
Yu Zhang, Wenrui Tan, Zhaohao Ding
As the electric vehicle charging demand for highway travel increases, the charging operation is gradually becoming a significant challenge for highway charging station operators. Distributed renewable power generators could satisfy the charging demand by providing clean energy for charging stations. In this paper, a charging price-setting scheme for highway charging station operators is formulated. We model this scenario as a mixed-integer quadratic programming problem, aiming to maximize profits while achieving spatial and temporal shifting of EVs charging loads to consume renewable energy (e.g., photovoltaic and wind power). The numerical case study shows that highway charging station operators adopting the proposed method can effectively promote renewable energy consumption and boost their profits.
随着电动汽车高速公路出行充电需求的增加,充电运营逐渐成为高速公路充电站运营商面临的重大挑战。分布式可再生能源发电机组可以为充电站提供清洁能源,满足充电需求。本文提出了高速公路充电站运营商的收费定价方案。我们将此情景建模为一个混合整数二次规划问题,旨在实现利润最大化,同时实现电动汽车充电负荷的时空转移,以消耗可再生能源(例如光伏和风能)。数值算例研究表明,采用该方法的高速公路充电站运营商可以有效地促进可再生能源的使用,提高其利润。
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引用次数: 3
Performance Testing of Different Grounding Systems 不同接地系统的性能测试
Pub Date : 2022-05-02 DOI: 10.1109/ICPS54075.2022.9773920
S. Saleh, D. Jewett, J. Cárdenas, A. Al‐Durra, S. Kanukollu, M. Valdes, S. Panetta
This paper presents a performance comparison of the solid, low impedance, high impedance, frequency-selective, and isolated grounding systems. A grounding system (for any power system component) is designed as an impedance (Z̄G) that connects the neutral point to the ground. The impedance Z̄G is constructed using a combination of R, L, and C elements. The values and combination type (series or parallel) of R, L, C, determine the possible influence of Z̄G on ground currents and potentials. Each grounding system is related to a system voltages level, a specific combination of R, L, C, and a range of R, L, C values. The solid, low impedance, high impedance, frequency-selective, and isolated grounding systems are designed for laboratory 3φ transformer and 3φ synchronous generator in order to compare their influences on ground currents and potentials during ground faults. The transformer and generator are tested for line-to-ground and double line-to-ground faults with all designed grounding systems. Test results show that some grounding systems can reduce ground currents only, while others can reduce ground potentials only. Such capabilities can be used to fulfill certain system and operation requirements (e.g. service continuity, ground capacity, etc.).
本文介绍了固体接地、低阻抗接地、高阻抗接地、频率选择接地和隔离接地系统的性能比较。接地系统(对于任何电力系统组件)被设计为连接中性点到地的阻抗(Z′G)。阻抗Z´G是由R、L和C元素组合而成的。R、L、C的值和组合形式(串联或并联)决定了Z * G对地电流和电位的可能影响。每个接地系统都与一个系统电压等级、R、L、C的特定组合以及R、L、C的取值范围有关。为比较实验室3φ变压器和3φ同步发电机在接地故障时对地电流和电位的影响,设计了实心、低阻抗、高阻抗、频率选择和隔离接地系统。用所有设计的接地系统对变压器和发电机进行线路对地和双线对地故障测试。试验结果表明,有的接地系统只能减小接地电流,有的接地系统只能减小接地电位。这些能力可用于满足某些系统和操作要求(例如服务连续性、地面容量等)。
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引用次数: 7
期刊
2022 IEEE/IAS 58th Industrial and Commercial Power Systems Technical Conference (I&CPS)
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