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2015 IEEE Electrical Power and Energy Conference (EPEC)最新文献

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Application of wavelet-based ensemble tree classifier for non-intrusive load monitoring 小波集成树分类器在非侵入式负荷监测中的应用
Pub Date : 2015-10-01 DOI: 10.1109/EPEC.2015.7379983
Sami M. Alshareef, W. Morsi
This paper presents an application of discrete wavelet and ensemble decision tree classifier to the non-intrusive load monitoring (NILM). The effect of different order of Daubechies wavelet filter on the classification accuracy is investigated. Also the paper studies the effect of increasing the number of decision trees contained in the ensemble on the performance of the classifier by measuring the training and testing classification accuracies. The results have shown that the use of third order Daubechies wavelet filter can lead to highest classification accuracy compared other order of Daubechies filters. The results also have shown that when increasing the number of decision trees in the ensemble classifier can have significant effect on improving the classification accuracy in NILM.
提出了离散小波和集成决策树分类器在非侵入式负荷监测中的应用。研究了不同Daubechies小波滤波器阶数对分类精度的影响。本文还通过测量训练和测试分类精度,研究了增加集合中包含的决策树数量对分类器性能的影响。结果表明,与其他阶的Daubechies滤波器相比,使用三阶Daubechies小波滤波器可以获得最高的分类精度。结果还表明,当增加集成分类器中的决策树数量时,可以显著提高NILM的分类精度。
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引用次数: 11
A discussion of the financial valuation of transmission line assets and asset renewal projects 输电线路资产财务评估与资产更新项目探讨
Pub Date : 2015-10-01 DOI: 10.1109/EPEC.2015.7379951
Kings Wong
In many power transmission utility companies in North America, there is a large number of transmission circuits that are approaching their physical end-of-life and will require their outright replacement within the next five to ten years. With limited available resources, power utility companies need to be able to properly prioritize their re-investments into an aging network.[1] This paper discusses, the complexities involved in the financial valuation of existing transmission line assets and in particular, summarizes the various methods that are used for determining the financial benefits or costs associated with the particular transmission line asset renewal project. The financial valuation of the transmission line asset and asset renewal projects are essential part of the process to prioritize reinvestments into the ageing transmission infrastructure.
在北美的许多电力传输公用事业公司中,有大量的传输电路正在接近其物理寿命,需要在未来五到十年内彻底更换。由于可用资源有限,电力公司需要能够适当地优先考虑对老化网络的再投资本文讨论了现有输电线路资产财务评估的复杂性,特别是总结了用于确定与特定输电线路资产更新项目相关的财务效益或成本的各种方法。输电线路资产和资产更新项目的财务评估是优先考虑老化输电基础设施再投资过程的重要组成部分。
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引用次数: 0
Adverse harmonic impact of network resonances on smart meters 网络共振对智能电表的不利谐波影响
Pub Date : 2015-10-01 DOI: 10.1109/EPEC.2015.7379941
R. Varma, A. Hameed, Shams Al Hmaidi, Syed Mir, Sibin Mohan
Network resonances typically result from the interaction between the inductive and capacitive elements in the grid. This paper presents a case study where network resonances coupled with harmonic current injections can cause substantial overvoltages which can potentially lead to misoperation or failure of residential smart meters. A mitigation technique is designed to decrease this adverse harmonic impact. It is shown that the placement of a filter near the harmonic current source can successfully reduce the impact of harmonics. This study demonstrates that harmonic amplification could become a potential cause of smart meter failures, and therefore such network resonance studies must be performed by utilities to eliminate one possible cause of smart meter failures that have recently been reported in utilities.
网络谐振通常是由电网中电感和电容元件之间的相互作用引起的。本文提出了一个案例研究,其中网络共振加上谐波电流注入可能导致大量过电压,这可能导致住宅智能电表的误操作或故障。设计了一种缓解技术来减少这种不利的谐波影响。结果表明,在谐波电流源附近放置滤波器可以成功地降低谐波的影响。这项研究表明,谐波放大可能成为智能电表故障的潜在原因,因此,公用事业必须进行这样的网络共振研究,以消除最近在公用事业中报道的智能电表故障的一个可能原因。
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引用次数: 1
Increasing the integration capabilities of photovoltaic generation in a small and isolated power system 提高光伏发电在小而孤立的电力系统中的集成能力
Pub Date : 2015-10-01 DOI: 10.1109/EPEC.2015.7379962
C. Cardozo, L. Capely, P. Dessante
The increasing photovoltaic generation (PV) in a small and isolated power system often has a negative impact on the primary frequency response. A previous work has shown, by means of a statistical analysis, that the risk of Under Frequency Load Shedding (UFLS), following a unit outage, increases as the PV installed capacity rises. In this work, a similar approach is used to quantify the potential benefits of including an additional resource, such as a centralized storage system, to contribute to the primary frequency regulation. The methodology is based on the sequential simulation of one year day-ahead scheduling, followed by a contingency analysis. It is observed that the reallocation of the primary reserve can improve the economic performance of the dispatch and increase the system's PV integration capabilities. However, this might further reduce the system inertia. Hence, to effectively limit the UFLS risk, the requirement on the dynamic of the primary reserve deployment must be reviewed.
在一个小型和孤立的电力系统中,不断增加的光伏发电(PV)往往对一次频率响应产生负面影响。先前的一项研究表明,通过统计分析,随着光伏装机容量的增加,机组停电后频率下负荷脱落(UFLS)的风险也会增加。在这项工作中,使用了类似的方法来量化包括额外资源(如集中存储系统)以促进主频率调节的潜在好处。该方法基于对1年提前调度的顺序模拟,然后进行偶然性分析。结果表明,对一次备用进行再分配,可以提高调度的经济效益,提高系统的光伏并网能力。然而,这可能会进一步减少系统惯性。因此,为了有效地限制UFLS风险,必须对主要储备部署的动态要求进行审查。
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引用次数: 3
OFDM systems with CPM mappers for smart grid applications OFDM系统与CPM映射器的智能电网应用
Pub Date : 2015-10-01 DOI: 10.1109/EPEC.2015.7379988
Emammer Shafter, Abdulfattah Noorwali, R. Rao
Smart grid can be thought of as a network of interconnected wireless networks. In such a network, critical reports generated at the customer sites are required to be communicated to a control station through several layers of wireless networks. Communication in these sub-networks is typically achieved using IEEE 802.11 technology that uses Orthogonal Frequency Division Multiplexing (OFDM). Conventionally, in an OFDM system BPSK, QPSK and QAM mappers are used. In this paper, Continuous Phase Modulation (CPM) mapper in an OFDM system is proposed: i) to enhance the physical layer reliability through the introduction of correlation among the transmitted OFDM symbols; and ii) to reduce the Peak-to-Average Power Ratio (PAPR) of transmitted OFDM symbols. The objective, over here is to examine the PAPR performance of OFDM systems with CPM mappers with and without Selective Mapping (SLM) technique. Simulations show that CPM mapper in OFDM systems can provide better PAPR performance compared to conventional mappers used in the existing IEEE 802.11 standards. It is noted that CPM mapper in OFDM is very effective in reducing PAPR and can be easily adopted in 802.11 standards for wireless network communications in smart grid.
智能电网可以被认为是一个由相互连接的无线网络组成的网络。在这样的网络中,客户站点生成的关键报告需要通过几层无线网络传送到控制站。这些子网络中的通信通常使用使用正交频分复用(OFDM)的IEEE 802.11技术来实现。通常,在OFDM系统中使用BPSK、QPSK和QAM映射器。本文提出了连续相位调制(CPM)映射器在OFDM系统中的应用:1)通过引入传输OFDM符号之间的相关性来提高物理层的可靠性;降低传输OFDM符号的峰均功率比(PAPR)。这里的目标是检查具有和不具有选择性映射(SLM)技术的CPM映射器的OFDM系统的PAPR性能。仿真结果表明,与现有IEEE 802.11标准中使用的传统映射器相比,OFDM系统中的CPM映射器可以提供更好的PAPR性能。指出OFDM中的CPM映射器在减小PAPR方面非常有效,可以很容易地在802.11标准中采用,用于智能电网的无线网络通信。
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引用次数: 4
On the impact of transportation electrification on distribution systems in the presence of rooftop solar photovoltaic 在屋顶太阳能光伏存在的情况下,交通电气化对配电系统的影响
Pub Date : 2015-10-01 DOI: 10.1109/EPEC.2015.7379922
S. Abdelsamad, W. Morsi, T. Sidhu
In this paper, the impact of plug-in electric vehicles charging on the electric power distribution system in the presence of single-phase rooftop solar photovoltaic (PV) is investigated. Monte Carlo methods are used to address the uncertainties resulting from solar irradiance and temperature in case of solar photovoltaic and PEVs charging demand. Twenty scenarios of different penetration levels of PVs and PEVs are studied in this work and simulated on the IEEE 123 bus radial power distribution system. The results of Monte Carlo simulations have shown that the increased use of PVs may significantly reduce the overload on distribution transformers resulting from PEVs charging, but it has no effect on the unbalance in distribution transformers resulting from PEV charging.
本文研究了在单相屋顶太阳能光伏存在的情况下,插电式电动汽车充电对配电系统的影响。采用蒙特卡罗方法求解太阳能光伏和电动汽车充电需求下太阳辐照度和温度的不确定性。在IEEE 123总线径向配电系统上,研究了20种不同穿透水平的pv和pev场景,并进行了仿真。蒙特卡罗模拟结果表明,增加pv的使用可以显著减少PEV充电引起的配电变压器过载,但对PEV充电引起的配电变压器不平衡没有影响。
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引用次数: 2
BioGenerator - effect of physicochemical parameters on performance 生物发生器——理化参数对性能的影响
Pub Date : 2015-10-01 DOI: 10.1109/EPEC.2015.7379996
V. Pupkevich, D. Karamanev
The BioGenerator is the world's first biological converter of hydrogen to electricity. Its characteristics such as high electrical efficiency, high stability, scalability and low cost make it very useful for the re-electrification in the hydrogen-based energy storage systems. Here we are reporting the results of the experimental study of a 300 Watt BioGenerator. We studied the effect of temperature, acidity and the catolyte flow rate on the performance of the BioGenerator. A high stability with respect to these parameters was obtained.
生物发电机是世界上第一个将氢转化为电的生物转换器。它具有高电效率、高稳定性、可扩展性和低成本等特点,可用于氢基储能系统的再电气化。在这里,我们报告一个300瓦生物发电机的实验研究结果。研究了温度、酸度和电解液流速对生物发生器性能的影响。对这些参数有很高的稳定性。
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引用次数: 0
Modeling and control of induction generator applied to variable speed Wind Energy Systems Conversion 异步发电机在变速风能系统转换中的建模与控制
Pub Date : 2015-10-01 DOI: 10.1109/EPEC.2015.7379969
Makanga Koumba Paul, M. Doumbia, A. Chériti
This paper presents study of a Wind Energy Conversion System (WECS) based on asynchronous machine connected to a power grid through a back to back converter. The power output of a WECS fluctuates with the wind velocity, which makes it difficult to analyze and control. The control objectives of generator side converter (GSC) are to optimize the energy capture from the wind turbine. The grid connected converter delivering the energy from the machine side to the utility grid regulated the DC link voltage and the power flows to the grid. We develop an approach to control the electrical and mechanical variables. This approach is based on the PI control of DC link voltage, pitch control of the wind turbine and a hysteresis control for the grid side converter. The effects of a voltage dip on different variables of the network are analyzed and the system's performance is presented. The complete control system has been analyzed and validated by Matlab simulation.
本文研究了一种基于异步电机通过背靠背变流器与电网连接的风能转换系统。wcs的输出功率随风速的变化而波动,这给分析和控制带来了困难。发电机侧变流器(GSC)的控制目标是优化风力发电机组的能量捕获。并网变流器将能量从机器侧输送到公用电网,调节直流链路电压并将功率流到电网。我们开发了一种控制电气和机械变量的方法。该方法是基于直流链路电压的PI控制,风力发电机的螺距控制和电网侧变流器的磁滞控制。分析了电压跌落对网络各变量的影响,给出了系统的性能。通过Matlab仿真对整个控制系统进行了分析和验证。
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引用次数: 4
Towards a rigorous approach for verifying cyber-physical systems against requirements 采用严格的方法根据需求验证网络物理系统
Pub Date : 2015-10-01 DOI: 10.1109/EPEC.2015.7379958
D. Bouskela, Thuy Nguyen, A. Jardin
Verifying that complex systems such as power plants satisfy the requirements that ensure their proper operation, in particular with respect to safety, dependability and environmental regulations, is difficult due to the large number of potential situations to be explored in terms of initiating events and their chain of consequences on the behavior of the system. The paper presents a new framework for supporting a methodology that aims at reconciling innovation (ability to modify the system) and safety (ability to comply with regulatory requirements). The general principle is to produce independently formal models of the requirements, of the possible variants of the design, and of the dynamic behavior of the system for the possible designs, then assemble them together to simulate the full system's behavior to automatically detect possible violations of the requirements.
验证复杂系统如发电厂满足确保其正常运行的要求,特别是在安全性,可靠性和环境法规方面,是困难的,因为在启动事件及其对系统行为的后果链方面需要探索大量潜在情况。本文提出了一个新的框架,用于支持旨在协调创新(修改系统的能力)和安全(遵守法规要求的能力)的方法。一般原则是为可能的设计生成需求、设计的可能变体和系统的动态行为的独立形式化模型,然后将它们组合在一起模拟整个系统的行为,以自动检测可能违反需求的情况。
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引用次数: 3
A SoC based voltage control strategy for DC microgrid 基于SoC的直流微电网电压控制策略
Pub Date : 2015-10-01 DOI: 10.1109/EPEC.2015.7379947
N. Sahoo, S. Mohapatro, M. Senapati
In this paper, two control algorithms for maintaining constant DC bus voltage under wide variations in generation and loading conditions in a DC micro-grid are discussed. They are: the traditional voltage based control and a modified voltage plus SoC (state-of-charge)-based control. The DC micro-grid consists of a photovoltaic (PV) system, a wind energy system based on permanent magnet synchronous generator (PMSG), a fuel cell system, an energy storage system (battery), an electrolyzer as a dump load, and DC loads. It has been observed that the voltage plus state of charge (SOC) based control method gives better performance than the traditional voltage based control method in terms of effective maintenance of constant DC bus voltage as well as power balance of the power management system (PMS). The control strategies for the battery, fuel cell, electrolyzer, PV system and wind energy systems are also discussed. The complete DC micro-grid and all the associated control algorithms are simulated and evaluated using MATLAB/SIMULINK.
本文讨论了直流微电网在发电和负荷条件变化较大的情况下保持直流母线电压恒定的两种控制算法。它们是:传统的基于电压的控制和改进的电压加上SoC(充电状态)的控制。直流微电网由光伏(PV)系统、基于永磁同步发电机(PMSG)的风能系统、燃料电池系统、储能系统(电池)、作为转储负载的电解槽和直流负载组成。研究表明,基于电压加荷电状态(SOC)的控制方法在有效维持直流母线电压恒定和电源管理系统(PMS)的功率平衡方面,比传统的基于电压的控制方法具有更好的性能。讨论了蓄电池、燃料电池、电解槽、光伏系统和风能系统的控制策略。利用MATLAB/SIMULINK对整个直流微电网及其相关控制算法进行了仿真和评估。
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引用次数: 8
期刊
2015 IEEE Electrical Power and Energy Conference (EPEC)
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