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2020 IEEE Kansas Power and Energy Conference (KPEC)最新文献

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Short-term Power Forecasting Model Based on Dimensionality Reduction and Deep Learning Techniques for Smart Grid 基于降维和深度学习技术的智能电网短期电力预测模型
Pub Date : 2020-07-01 DOI: 10.1109/KPEC47870.2020.9167560
Dabeeruddin Syed, S. Refaat, H. Abu-Rub, O. Bouhali
This paper evaluates the performance of different feature extraction or dimensionality reduction techniques for the applications of short-term power forecasting using smart meters' data. The number and data type of input features are crucial to the performance of power forecasting models. The performance of the machine learning models decreases with the increase in the number of input features. That is, the machine learning models tend to overfit, and the forecasting accuracy is reduced. The performance of the feature extraction or dimensionality reduction techniques has been evaluated in the context of the forecasting applications with models involving Artificial Neural Networks (ANN), Long Short-Term Memory (LSTM), and Linear Regression (LR). The application is day-ahead forecasting on a real and open dataset of energy utilization by households in England. The obtained results depict the importance of dimensionality reduction techniques for higher accuracy and faster training times. While linear Principal Component Analysis (PCA) is a preferred dimensionality reduction technique for faster training times, kernel PCA, Non-negative Matrix Factorization (NMF), Independent Component Analysis (ICA) and Uniform Manifold Approximation and Projection (UMAP) yield better accuracies.
本文评估了不同特征提取或降维技术在利用智能电表数据进行短期电力预测应用中的性能。输入特征的数量和数据类型对功率预测模型的性能至关重要。机器学习模型的性能随着输入特征数量的增加而下降。即机器学习模型容易过拟合,预测精度降低。在人工神经网络(ANN)、长短期记忆(LSTM)和线性回归(LR)模型的预测应用背景下,对特征提取或降维技术的性能进行了评估。该应用程序对英国家庭能源利用的真实和开放数据集进行了一天前的预测。得到的结果描述了降维技术对于提高精度和加快训练时间的重要性。虽然线性主成分分析(PCA)是首选的降维技术,以更快的训练时间,核主成分分析(PCA),非负矩阵分解(NMF),独立成分分析(ICA)和均匀流形逼近和投影(UMAP)产生更好的精度。
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引用次数: 5
(A Little) Ignorance is Bliss: The Effect of Imperfect Model Information on Stealthy Attacks in Power Grids 无知是福:不完善的模型信息对电网隐形攻击的影响
Pub Date : 2020-07-01 DOI: 10.1109/KPEC47870.2020.9167599
S. Harshbarger, Mohsen Hosseinzadehtaher, Balaji Natarajan, Eugene Y. Vasserman, M. Shadmand, G. Amariucai
Stealthy attacks on control systems have the potential to cause serious harm, as they are not readily detectable by any intrusion detection system. However, it is often the case that neither the controller nor the attacker can gather perfect information about the system model. We show that while a small mismatch between model and reality can easily be managed by a robust controller, an attacker's imperfect knowledge of the system can thwart the stealth of the attack. This opens the door to a whole new class of defense mechanisms, which focus on maximizing the attacker's uncertainty about the system while maintaining the controller's uncertainty within the bounds of its robustness. We demonstrate our findings on the simple quadruple tank control process and on a realistic power grid model, showing that the time to detect a stealthy attack depends on the attacker's level of uncertainty about the model.
对控制系统的隐形攻击有可能造成严重危害,因为它们不容易被任何入侵检测系统检测到。然而,通常情况下,无论是控制器还是攻击者都无法收集到关于系统模型的完美信息。我们表明,虽然模型和现实之间的小不匹配可以很容易地通过鲁棒控制器进行管理,但攻击者对系统的不完善知识可以挫败攻击的隐身性。这为一种全新的防御机制打开了大门,这种机制的重点是最大化攻击者对系统的不确定性,同时保持控制器的不确定性在其鲁棒性的范围内。我们在简单的四缸控制过程和现实的电网模型上展示了我们的发现,表明检测隐形攻击的时间取决于攻击者对模型的不确定程度。
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引用次数: 6
Mobility Analysis of Plug-in Electric Vehicles in San Francisco Applying Monte Carlo Markov Chain 应用蒙特卡洛马尔可夫链分析旧金山地区插电式电动汽车的移动性
Pub Date : 2020-07-01 DOI: 10.1109/KPEC47870.2020.9167668
M. Rahmani-Andebili, M. Bonamente, James A. Miller
The paper realistically studies the uncertainty of state of charge (SOC) of plug-in electric vehicles (PEV) by investigation of real driving routes of 100 vehicles in San Francisco, CA, US. In this study, Monte Carlo Markov Chain (MCMC) is applied to determine the hourly probability distribution function of SOC of PEVs in the typical day. The primary dataset used in this study includes the real longitude and latitude of driving routes of 100 vehicles in San Francisco, recorded in every four-minute period of the day. The four-minute position dataset is converted to the four-minute distance travelled by each PEV, and then the four-minute SOC of PEVs is determined considering the technical specifications of each PEV. Next, the hourly SOC of PEVs are calculated and entered to MCMC to determine the hourly probability distribution function of SOC of PEVs. In this study, the effects of MCMC parameters on its outputs are also investigated and analyzed.
本文通过对美国旧金山市100辆插电式电动汽车的真实行驶路线的调查,对插电式电动汽车的荷电状态(SOC)的不确定性进行了实证研究。本研究采用蒙特卡罗马尔可夫链(Monte Carlo Markov Chain, MCMC)确定典型日pev SOC的小时概率分布函数。本研究中使用的主要数据集包括旧金山100辆汽车行驶路线的真实经纬度,每四分钟记录一次。将4分钟位置数据集转换为每辆PEV行驶的4分钟距离,然后根据每辆PEV的技术规格确定PEV的4分钟SOC。然后,计算pev每小时的荷电状态,并输入到MCMC中,确定pev每小时荷电状态的概率分布函数。在本研究中,还研究和分析了MCMC参数对输出的影响。
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引用次数: 3
Optimal Protection Relay Placement in Microgrids 微电网中保护继电器的优化配置
Pub Date : 2020-07-01 DOI: 10.1109/KPEC47870.2020.9167553
Benjamin Reimer, T. Khalili, A. Bidram, M. Reno, Ronald Matthews
This paper proposes an optimal relay placement approach for microgrids. The proposed approach considers both grid-connected and islanded microgrid modes. The algorithm separately calculates the System Average Interruption Frequency Index (SAIFI) of a microgrid in each operating mode. Then, two weighting factors corresponding to different operating modes are used to calculate the overall SAIFI of the microgrid. The objective is to find the optimal relay locations such that the microgrid overall SAIFI is minimized. The power electronics interfaces associated with distributed energy resources may be classified as grid following or grid forming. As opposed to grid-following distributed energy resources (DERs) such as typical solar inverters, grid-forming inverters are able to control the microgrid voltage and frequency at the point of their interconnection. Therefore, these DERs can facilitate the formation of sub-islands in the microgrid when the protective relays isolate a portion of the microgrid. If there is at least one grid-forming DER available in a sub-island, that sub-island can continue supplying its local load. The exchange market algorithm (EMA) is used for optimizing functions. The effectiveness of the proposed optimal relay placement approach is verified using an 18-bus microgrid and IEEE 123-bus test system.
提出了一种微电网继电器优化布放方法。该方法考虑了并网微电网和孤岛微电网两种模式。该算法分别计算微电网在各运行模式下的系统平均中断频率指数(SAIFI)。然后,采用不同运行模式对应的两个权重因子计算微网的整体SAIFI。目标是找到最佳的继电器位置,使微电网的总体SAIFI最小化。与分布式能源相关联的电力电子接口可分为跟随电网或形成电网。与典型的太阳能逆变器等电网跟随分布式能源(DERs)不同,并网逆变器能够在其互连点控制微电网的电压和频率。因此,当保护继电器隔离微电网的一部分时,这些der可以促进微电网中子岛的形成。如果在子岛中至少有一个形成网格的DER可用,则该子岛可以继续提供其本地负载。采用EMA (exchange market algorithm)算法对函数进行优化。采用18总线微电网和IEEE 123总线测试系统验证了所提出的继电器优化布置方法的有效性。
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引用次数: 9
Microgrid Control Strategy Based on Battery Energy Storage System-Virtual Synchronous Generator (BESS-VSG) 基于电池储能系统-虚拟同步发电机(BESS-VSG)的微电网控制策略
Pub Date : 2020-07-01 DOI: 10.1109/KPEC47870.2020.9167653
Wei Gao
With more and more renewable energy resources integrated into the power grid, the system is losing inertia because power electronics-based generators do not provide natural inertia. The low inertia will cause the microgrid to be more sensitive to disturbance and thus a small load change may result in a severe deviation in frequency. Based on the basic VSG algorithm, which is to mimic the characteristic of the traditional synchronous generator, the frequency can be controlled to a stable value faster and more smoothly when there is a fluctuation in the PV power generation and/or load change. However, characteristic of the VSG depends on the system structure in consideration of multiple generations, such as Synchronous Generator (SG), PV and Battery Energy Storage System (BESS), which greatly increases the complexity of applying VSG in practical power system. Furthermore, with BESS-VSG, Maximum Power Point (MPP) operation of PV is guaranteed. In addition, an adaptive VSG method is developed for a microgrid system, and the corresponding simulation in Matlab/Simulink shows the effectiveness of the adaptive VSG method.
随着越来越多的可再生能源被纳入电网,系统正在失去惯性,因为基于电力电子的发电机不能提供自然惯性。低惯性会使微电网对扰动更加敏感,因此负荷的微小变化可能导致严重的频率偏差。基于基本的VSG算法,模拟传统同步发电机的特性,当光伏发电出现波动或负荷变化时,可以更快、更平稳地将频率控制到稳定值。然而,VSG的特性取决于系统结构,需要考虑同步发电机(SG)、光伏发电(PV)和电池储能系统(BESS)等多代,这大大增加了VSG在实际电力系统中的应用复杂性。此外,通过BESS-VSG,光伏发电的最大功率点(MPP)运行得到了保证。此外,针对微电网系统开发了自适应VSG方法,并在Matlab/Simulink中进行了仿真,验证了自适应VSG方法的有效性。
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引用次数: 4
Single-Stage Bidirectional Triple Active Bridge AC-DC converter for Single Phase Grid Applications 单相电网用单级双向三有源桥式交直流变换器
Pub Date : 2020-07-01 DOI: 10.1109/KPEC47870.2020.9167522
M. A. Hernández, Damian Sal y Rosas
The design of a Single-Stage Three Port AC-DC converter is analyzed in this article. The structure analyzed is the Triple Active Bridge (TAB) single phase AC-DC converter which can be used for charging of Plug in Hybrid Electric Vehicles or to control the power flow in a micro-grid composed by a renewable source, a battery pack and the single phase grid. The analysis of the converter is focused in the modulation and the high frequency (HF) transformer sizing. The three winding transformer allows safety and voltage matching between the three sources. The sources are connected to the HF transformer with three active bridges which are modulated with a fixed frequency. To compensate the time-variant AC grid voltage in the HF transformer, the grid voltage is modulated with a 50% duty ratio and, the renewable DC source and the battery are modulated with a low frequency sinusoidal time-variant duty ratio. The turn ratio relationship of the HF transformer is chosen to assure inner mode modulation. Bidirectional power flow is controlled by phase shift modulation. This modulation strategy allows soft switching in all active bridges leading to higher efficiency of the converter. The simulation of a 1-KW topology confirms the advantages of the proposed methodology.
本文分析了一种单级三端口交流-直流变换器的设计。所分析的结构是一种可用于插电式混合动力汽车充电或控制由可再生能源、电池组和单相电网组成的微电网潮流的三相有源桥式单相交直流变换器。对变换器的分析主要集中在调制和高频变压器的尺寸上。三绕组变压器可以保证三个电源之间的安全性和电压匹配。源通过三个有源电桥连接到高频变压器,以固定频率调制。为了补偿高频变压器中时变交流电网电压,电网电压以50%占空比调制,可再生直流电源和电池以低频正弦时变占空比调制。选择高频变压器的匝比关系以保证内模调制。双向潮流由移相调制控制。这种调制策略允许在所有有源电桥中进行软开关,从而提高变换器的效率。1千瓦拓扑的仿真证实了所提出方法的优点。
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引用次数: 5
Cyber Resilience using State Estimation Updates Based on Cyber Attack Matrix Classification 基于网络攻击矩阵分类的状态估计更新网络弹性
Pub Date : 2020-07-01 DOI: 10.1109/KPEC47870.2020.9167652
Stephen Hopkins, E. Kalaimannan, C. John
Cyber-physical systems (CPS) maintain operation, reliability, and safety performance using state estimation and control methods. Internet connectivity and Internet of Things (IoT) devices are integrated with CPS, such as in smart grids. This integration of Operational Technology (OT) and Information Technology (IT) brings with it challenges for state estimation and exposure to cyber-threats. This research establishes a state estimation baseline, details the integration of IT, evaluates the vulnerabilities, and develops an approach for detecting and responding to cyber-attack data injections. Where other approaches focus on integration of IT cyber-controls, this research focuses on development of classification tools using data currently available in state estimation methods to quantitatively determine the presence of cyber-attack data. The tools may increase computational requirements but provide methods which can be integrated with existing state estimation methods and provide for future research in state estimation based cyber-attack incident response. A robust cyber-resilient CPS includes the ability to detect and classify a cyber-attack, determine the true system state, and respond to the cyber-attack. The purpose of this paper is to establish a means for a cyber aware state estimator given the existence of sub-erroneous outlier detection, cyber-attack data weighting, cyber-attack data classification, and state estimation cyber detection.
网络物理系统(CPS)使用状态估计和控制方法来维护运行、可靠性和安全性能。互联网连接和物联网(IoT)设备与CPS集成,例如智能电网。操作技术(OT)和信息技术(IT)的这种集成为状态评估和暴露于网络威胁带来了挑战。本研究建立了状态估计基线,详细介绍了IT集成,评估了漏洞,并开发了一种检测和响应网络攻击数据注入的方法。其他方法侧重于集成IT网络控制,而本研究侧重于使用状态估计方法中当前可用的数据开发分类工具,以定量确定网络攻击数据的存在。这些工具可能会增加计算需求,但提供了可以与现有状态估计方法集成的方法,并为未来基于状态估计的网络攻击事件响应研究提供了基础。强大的网络弹性CPS包括检测和分类网络攻击、确定真实系统状态以及响应网络攻击的能力。本文的目的是在存在亚错误异常点检测、网络攻击数据加权、网络攻击数据分类和状态估计网络检测的情况下,建立一种网络感知状态估计器的方法。
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引用次数: 2
Electric Field and Parasitic Capacitance Analysis for HF Transformers with Coaxial Winding Arrangements 同轴绕组高频变压器的电场和寄生电容分析
Pub Date : 2020-07-01 DOI: 10.1109/KPEC47870.2020.9167586
Mohamad Saleh Sanjari Nia, Mohammad R. Altimania, P. Shamsi, M. Ferdowsi
Electric field and voltage distribution analysis play an important role in designing optimal DC-DC converters. Parasitic parameters, especially interwinding and intra-winding capacitances in high frequency (HF) transformers, hugely influence the performance and efficiency of isolated converters. In this paper, electric field, voltage distribution, and insulation coordination are analyzed for a high frequency transformer with coaxial windings. Also, parasitic capacitances such as interwinding and intra-winding capacitances are calculated. Coaxial windings show a robust magnetic coupling and low leakage inductance, which make them suitable for many applications that need low eddy current and copper loss. Hence, a comprehensive analysis on the electric field and capacitive behavior of the high frequency transformers with coaxial windings is very helpful for industrializing them. In this paper, a 2kW HF transformer with voltage level of 400V/400V at frequency of 5 kHz is designed and analyzed for isolated DC-DC converter applications. For analyzing the field distributions and finding the parameters, numerical method is used. Also, the mathematical procedure of finding parameters with finite element method (FEM) is explained. The design method and the analysis procedure used in this paper can later be used for designing optimal isolated DC-DC converters or integrating parasitic parameters in resonant tank circuits for achieving zero voltage switching (ZVS) and zero current switching (ZCS). Especially for converters including silicon carbide (SiC) and gallium nitride (GaN) switches.
电场和电压分布分析在优化DC-DC变换器设计中起着重要作用。高频变压器的寄生参数,特别是绕组间和绕组内电容,对隔离式变换器的性能和效率有很大的影响。本文分析了同轴绕组高频变压器的电场、电压分布和绝缘配合。此外,还计算了绕组间和绕组内电容等寄生电容。同轴绕组具有强大的磁耦合和低漏感,这使得它们适用于许多需要低涡流和低铜损耗的应用。因此,对同轴绕组高频变压器的电场和电容特性进行全面的分析,对同轴绕组高频变压器的产业化具有重要的指导意义。本文设计并分析了一种频率为5 kHz、电压等级为400V/400V的2kW高频变压器,用于隔离型DC-DC变换器。本文采用数值方法分析了场的分布并确定了参数。说明了用有限元法求参数的数学过程。本文所采用的设计方法和分析过程可用于设计最佳隔离DC-DC变换器或集成谐振槽电路中的寄生参数,以实现零电压开关(ZVS)和零电流开关(ZCS)。特别是对于转换器,包括碳化硅(SiC)和氮化镓(GaN)开关。
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引用次数: 4
High Step-Up Continuous Current Active-Switched Boost Quasi-Z-Source Inverters 高升压连续电流有源开关升压准z源逆变器
Pub Date : 2020-07-01 DOI: 10.1109/KPEC47870.2020.9167638
Milad Abbasi, M. Mardaneh, Mohsen S. Pilehvar
This paper proposes two new circuit topologies for active-switched inductor boost qZSI (ASLB-qZSI). Higher boost factor capability by utilizing same number of components, less ripple of input current in comparison with ASLB-qZSI can be achieved in both proposed inverters. The proposed inverters have continuous input current with negligible ripple and common ground between load side and DC source. The prototypes of the proposed inverters were examined to validate the features of proposed inverters.
提出了两种新的有源开关电感升压qZSI (ASLB-qZSI)电路拓扑结构。与ASLB-qZSI相比,这两种逆变器可以通过使用相同数量的元件实现更高的升压因数能力,并且输入电流纹波较小。该逆变器具有连续输入电流,纹波可忽略不计,负载侧与直流电源之间共地。对所提出的逆变器的原型进行了检查,以验证所提出的逆变器的特性。
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引用次数: 0
A Hybrid Electric Circuit Battery Model Capturing Dynamic Battery Characteristics 捕获动态电池特性的混合电路电池模型
Pub Date : 2020-07-01 DOI: 10.1109/KPEC47870.2020.9167659
Alamgir Ahmad Khattak, A. Khan, Muhammad Safdar, A. Basit, N. Zaffar
An accurate and dynamic battery model that could be simulated in a circuit designing environment is critical for the designing of energy efficient systems. A variety of battery models have been proposed but they leave room for improvement as they do not account for all the nonlinear dynamic battery characteristics in model with sufficient accuracy. For energy aware circuit designing, we need an equivalent circuit model that can be co-simulated in circuit simulation environment and is capable of predicting the dynamic battery characteristics with higher accuracy. The proposed model is a hybrid model composed of diffusion model and combined electric circuit-based model, which accounts for nonlinearities of rate capacity effect, recovery effect, capacity fading, storage runtime and open circuit voltage, current- and temperature- dependency to transient response. This new hybrid model is simulated in MATLAB-Simulink and the results are validated through experimental observations for Lithium ion, Lead Acid and Nickel Metal Hydride batteries.
一个能在电路设计环境中进行仿真的精确的、动态的电池模型对于节能系统的设计是至关重要的。人们提出了各种各样的电池模型,但由于它们不能以足够的精度考虑模型中电池的所有非线性动态特性,因此它们还有改进的余地。对于能量感知电路的设计,我们需要一种能够在电路仿真环境中协同仿真的等效电路模型,并且能够较高的精度预测电池的动态特性。该模型是由扩散模型和基于组合电路的模型组成的混合模型,考虑了速率容量效应、恢复效应、容量衰落、存储运行时间以及开路电压、电流和温度对暂态响应的非线性依赖性。在MATLAB-Simulink中对该混合模型进行了仿真,并通过锂离子电池、铅酸电池和镍氢电池的实验观察验证了仿真结果。
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引用次数: 1
期刊
2020 IEEE Kansas Power and Energy Conference (KPEC)
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