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2014 IEEE International Conference on Smart Grid Communications (SmartGridComm)最新文献

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A layered architecture for EV charging stations based on time scale decomposition 基于时间尺度分解的电动汽车充电站分层结构
Pub Date : 2014-11-01 DOI: 10.1109/SmartGridComm.2014.7007725
Ke Ma, Le Xie, P. Kumar
We present a layered decomposition approach that permits a holistic solution to the storage, scheduling and pricing problems of Electric Vehicle (EV) Charging Stations. By exploiting time scales, these problems can be decomposed and solved layer by layer. In the top layer, at a long time scale, with grid power price and renewable energy represented by their long-term averages, and total demand following the price-demand curve, the optimal pricing scheme is obtained. The real-time charging and discharging operation of the battery, is considered in the middle layer. With average number of customers arriving determined by the price set at the top layer, the middle layer determines the optimal amounts of energy to buy from the grid and to use for charging. At the bottom layer, the scheduling policy of EV charging is determined while satisfying the total battery consumption obtained at the middle layer. We illustrate the algorithms with a simple example using ERCOT data, demonstrating the implementability of the architectural solution in real-time market operation of an EV charging station. Simulations show that the architectural decomposition does not incur any significant cost penalty.
我们提出了一种分层分解方法,允许整体解决电动汽车(EV)充电站的存储,调度和定价问题。通过利用时间尺度,这些问题可以被分解并逐层解决。在顶层,在长时间尺度下,以电网电价和可再生能源电价的长期平均值表示,总需求服从价格-需求曲线,得到最优定价方案。中间层考虑电池的实时充放电操作。顶层的价格决定了到达的平均客户数量,中间层决定了从电网购买和用于充电的最佳电量。在底层,在满足中间层得到的电池总消耗的情况下,确定电动汽车充电的调度策略。我们用一个简单的例子来说明算法,使用ERCOT数据,证明了架构解决方案在电动汽车充电站实时市场运行中的可实现性。仿真表明,架构分解不会导致任何显著的成本损失。
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引用次数: 3
Voltage and frequency control of islanded microgrids: A plug-and-play approach 孤岛微电网的电压和频率控制:即插即用方法
Pub Date : 2014-11-01 DOI: 10.1109/SmartGridComm.2014.7007625
S. Riverso, Fabio Sarzo, G. Ferrari-Trecate
In this paper we propose a new decentralized control scheme for Islanded microGrids (ImGs) composed by the interconnection of Distributed Generation Units (DGUs). Local controllers regulate voltage and frequency at the Point of Common Coupling (PCC) of each DGU and they are able to guarantee stability of the overall ImG. The control design procedure is decentralized, since, besides two global scalar quantities, the synthesis of a local controller uses only information on the corresponding DGU and lines connected to it. Most important, our design procedure enables Plug-and-Play (PnP) operations: when a DGU is plugged in or out, only DGUs physically connected to it have to retune their local controllers. We study the performance of the proposed controllers simulating different scenarios in MatLab/Simulink and using indexes proposed in IEEE standards.
本文提出了一种由分布式发电机组(dgu)互连组成的孤岛微电网(ImGs)的分散控制新方案。本地控制器在每个DGU的共耦合点(PCC)调节电压和频率,它们能够保证整个ImG的稳定性。控制设计过程是分散的,因为除了两个全局标量,本地控制器的合成只使用相应的DGU和连接到它的线路上的信息。最重要的是,我们的设计程序支持即插即用(PnP)操作:当DGU插入或拔出时,只有物理连接到它的DGU必须重新调整其本地控制器。我们在MatLab/Simulink中模拟不同场景并使用IEEE标准中提出的指标来研究所提出的控制器的性能。
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引用次数: 6
Buying random yet correlated wind power 购买随机但相关的风能
Pub Date : 2014-11-01 DOI: 10.1109/SmartGridComm.2014.7007637
Wenyuan Tang, R. Jain
We consider an auction design problem, where an aggregator procures wind power from multiple wind farms. While the realized generation of each wind farm is random, the probability distribution can be learned beforehand as its private information. Since the wind farms are geographically close, the distributions are possibly correlated. We formulate a unified optimization problem to study both the welfare-maximizing and the revenue-maximizing objectives. We show that the aggregator may extract the full surplus by exploiting the correlation among the distributions. We also illustrate, through a numerical example, the case where full surplus extraction is not achievable.
我们考虑一个拍卖设计问题,其中聚合器从多个风力发电场获取风力。虽然每个风电场的可实现发电量是随机的,但其概率分布可以作为其私有信息事先获知。由于风力发电场在地理上很近,所以分布可能是相关的。我们制定了一个统一的优化问题来研究福利最大化和收入最大化的目标。我们证明了聚合器可以通过利用分布之间的相关性来提取全部剩余。我们还通过一个数值例子说明了不能实现完全剩余提取的情况。
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引用次数: 3
TESLA: Taylor expanded solar analog forecasting 特斯拉:泰勒扩展了太阳模拟预测
Pub Date : 2014-11-01 DOI: 10.1109/SmartGridComm.2014.7007634
B. O. Akyurek, A. S. Akyurek, J. Kleissl, T. Simunic
With the increasing penetration of renewable energy resources within the Smart Grid, solar forecasting has become an important problem for hour-ahead and day-ahead planning. Within this work, we analyze the Analog Forecast method family, which uses past observations to improve the forecast product. We first show that the frequently used euclidean distance metric has drawbacks and leads to poor performance relatively. In this paper, we introduce a new method, TESLA forecasting, which is very fast and light, and we show through case studies that we can beat the persistence method, a state of the art comparison method, by up-to 50% in terms of root mean square error to give an accurate forecasting result. An extension is also provided to improve the forecast accuracy by decreasing the forecast horizon.
随着可再生能源在智能电网中的渗透率不断提高,太阳能预测已成为小时前和日前规划的一个重要问题。在这项工作中,我们分析了模拟预测方法族,它利用过去的观测来改进预测产品。我们首先证明了常用的欧氏距离度量存在缺陷,导致相对较差的性能。在本文中,我们引入了一种新的方法,特斯拉预测,这是非常快速和轻量级的,我们通过案例研究表明,我们可以击败持久性方法,一种最先进的比较方法,在均方根误差方面高达50%,以给出准确的预测结果。本文还提供了一种通过减小预测范围来提高预测精度的扩展方法。
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引用次数: 18
A risk assessment tool for advanced metering infrastructures 先进计量基础设施的风险评估工具
Pub Date : 2014-11-01 DOI: 10.1109/SmartGridComm.2014.7007777
T. Shawly, Jun Liu, N. Burow, S. Bagchi, R. Berthier, R. Bobba
The growing reliance on Cyber technology for Smart Grid and other Cyber-Physical Systems (CPS) applications increases high assurance challenges. Advanced Metering Infrastructure (AMI) is a critical part of smart grid and failure to address security risks in it might disrupt utilities in their mission to deliver power reliably. The objective of this paper is to find mitigation actions for attacks that might be launched against AMI. The paper introduces a tool called SecAMI that calculates the relationship between the speed at which an attack spreads, the speed at which it can be detected, and the consequences on the availability of the AMI. The results from SecAMI can be used as a performance metric to significantly improve the development and the deployment of Intrusion Detection Systems (IDSs) in an AMI environment. Experimental results with an IDS called Amilyzer show that centralized IDS might not work efficiently in scalable systems comparing with distributed IDS in term of detection time, especially with a Distributed Denial of Service (DDoS) attack or remote disconnects on the AMI.
智能电网和其他网络物理系统(CPS)应用对网络技术的日益依赖增加了高保障挑战。高级计量基础设施(AMI)是智能电网的关键组成部分,如果不能解决其中的安全风险,可能会破坏公用事业公司可靠供电的任务。本文的目的是为可能针对AMI发起的攻击找到缓解措施。本文介绍了一个名为SecAMI的工具,该工具可以计算攻击传播的速度、攻击被检测到的速度以及对AMI可用性的影响之间的关系。SecAMI的结果可以作为一种性能度量来显著改进AMI环境中入侵检测系统(ids)的开发和部署。使用名为Amilyzer的IDS的实验结果表明,与分布式IDS相比,集中式IDS在可扩展系统中的检测时间可能不太有效,特别是在AMI上发生分布式拒绝服务(DDoS)攻击或远程断开连接时。
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引用次数: 11
A distributed load scheduling mechanism for micro grids 微电网分布式负荷调度机制研究
Pub Date : 2014-11-01 DOI: 10.1109/SmartGridComm.2014.7007659
J. Monteiro, J. Eduardo, P. Cardoso, J. Semião
Several protocols have recently been defined for smart grids that enable the communication between electric devices and energy management systems. While these protocols and architectures can already be applied in different fields of micro grids, it is still not clear how the distributed resources and constraints of such electrical grids can be managed in an optimum way. In order to achieve a reduction in electricity costs and maximizing investments made in renewable sources, an optimization mechanism should be used to perform load scheduling, considering different variables such as forecasted power generation curve from renewable sources, different tariffs' rates, electric circuit constraints, user restrictions and correspondent comfort levels. Given these considerations, this work defines and evaluates a distributed micro grid resource management architecture and protocol which is able to optimize load scheduling while considering all the mentioned restrictions and parameters. The proposed architecture was implemented on a multi-agent simulator and the performed tests show that significant reductions in electricity cost can be achieved using this methodology.
最近为智能电网定义了几个协议,使电气设备和能源管理系统之间的通信成为可能。虽然这些协议和架构已经可以应用于微电网的不同领域,但如何以最佳方式管理这些电网的分布式资源和约束仍然不清楚。为了实现电力成本的降低和可再生能源投资的最大化,应该采用一种优化机制来进行负荷调度,考虑不同的变量,如可再生能源的预测发电曲线、不同的电价、电路约束、用户限制和相应的舒适度。考虑到这些因素,本工作定义并评估了一个分布式微电网资源管理架构和协议,该架构和协议能够在考虑所有上述限制和参数的同时优化负载调度。在多智能体模拟器上实现了所提出的体系结构,并进行了测试,结果表明使用该方法可以显著降低电力成本。
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引用次数: 8
Low latency communication infrastructure for synchrophasor applications in distribution networks 配电网中同步性应用的低延迟通信基础设施
Pub Date : 2014-11-01 DOI: 10.1109/SmartGridComm.2014.7007678
K. Katsaros, Binxu Yang, W. Chai, G. Pavlou
With the introduction of new power sources, such as distributed renewable energy resources, and loads, such as electric vehicles, electrical distribution networks must accommodate new energy flow patterns in a considerably dynamic environment. This leads to the need for increasing the observability of the grid to enable a series of mission-critical applications such as voltage/congestion control and fault detection/location. The deployment of Phasor Measurement Units appears to be a promising approach, offering high precision grid monitoring. However, while the low delay requirements of such applications raise a significant challenge to the communication infrastructure, there is currently no clear vision on the exact communication technologies and network topologies that could support these requirements. In this paper, we address this challenge by taking a systematic approach on the design of low latency communication infrastructures. Based on a large set of real medium voltage grid topologies from a European distribution network, we first perform a detailed analysis of the communication requirements. Guided by this analysis, we then propose two algorithms, PLeC and BW-PLeC algorithms, for the design of low latency communication infrastructures that enhance the currently available power-line communication technology with newer high-speed communication links at strategic points in the grid to satisfy the delay requirements while reducing deployment costs.
随着新能源(如分布式可再生能源)和负荷(如电动汽车)的引入,配电网络必须在相当动态的环境中适应新的能源流模式。这导致需要增加电网的可观察性,以实现一系列关键任务应用,如电压/拥塞控制和故障检测/定位。相量测量单元的部署似乎是一种很有前途的方法,可以提供高精度的电网监测。然而,虽然这些应用程序的低延迟要求对通信基础设施提出了重大挑战,但目前还没有明确的通信技术和网络拓扑来支持这些要求。在本文中,我们通过采用系统的方法设计低延迟通信基础设施来解决这一挑战。基于来自欧洲配电网的大量真实中压电网拓扑结构,我们首先对通信需求进行了详细分析。在此分析的指导下,我们提出了两种算法,PLeC和BW-PLeC算法,用于设计低延迟通信基础设施,在电网战略点上使用更新的高速通信链路增强现有电力线通信技术,以满足延迟要求,同时降低部署成本。
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引用次数: 25
Quantifying the benefits of extending electric vehicle charging deadlines with solar generation 量化利用太阳能发电延长电动汽车充电期限的好处
Pub Date : 2014-11-01 DOI: 10.1109/SMARTGRIDCOMM.2014.7007716
Omid Ardakanian, C. Rosenberg, S. Keshav
Significant cost reduction in recent years has made solar power an economically competitive power source in many regions today. In view of this, and the widespread introduction of electric vehicles (EVs) to the mass market, we study public EV charging stations with on-site solar generation that are backed up by conventional power from the grid. Since the carbon footprint of conventional power is higher than solar power, charging deadlines can critically affect the total solar energy available to charging stations and therefore the overall carbon footprint of the charging service. In this paper, we propose a method to quantify how much carbon footprint can be reduced as a function of the charging deadline by describing a performance-guaranteed fair power allocation algorithm in a public charging station. This enables us to study the three-way tradeoff between the charging deadline, the utility of EV owners, and the carbon footprint of EV charging. We find that our algorithm makes nearly optimal use of available green energy, while still guaranteeing that solar charging performs no worse than grid charging.
近年来成本的显著降低使太阳能成为当今许多地区具有经济竞争力的能源。鉴于此,以及电动汽车(EV)在大众市场的广泛推广,我们研究了采用现场太阳能发电的公共电动汽车充电站,这些充电站由电网的常规电力提供支持。由于传统电力的碳足迹高于太阳能,充电期限会严重影响充电站可用的太阳能总量,从而影响充电服务的总体碳足迹。在本文中,我们提出了一种方法来量化多少碳足迹可以减少作为一个函数的充电期限通过描述一个性能保证公平的电力分配算法在公共充电站。这使我们能够研究充电期限、电动汽车车主的效用和电动汽车充电的碳足迹之间的三方权衡。我们发现,我们的算法几乎最优地利用了可用的绿色能源,同时仍然保证太阳能充电的性能不低于电网充电。
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引用次数: 7
Power-efficient operation of wireless heterogeneous networks using Smart Grids 利用智能电网实现无线异构网络的节能运行
Pub Date : 2014-11-01 DOI: 10.1109/SmartGridComm.2014.7007652
Mingyi Hong, Hao Zhu
In this paper, we consider the power efficient operation of a wireless Heterogeneous Network (HetNet). Reducing the energy consumption is crucial for a successful HetNet deployment, as the increasing number of distributed base stations (BSs) leads to significant economical and environmental concerns. For traditional wireless networks, power efficiency is achieved by designing the transmit strategies in a way that minimal amount of transmit power is achieved within the BS. However, the rapid penetration of renewable energy sources as well as the recent trend of powering the HetNet using smart grids require a fresh look at the well-studied problem. Meanwhile, increasing demand for powering wireless networks also introduces additional operational concerns for the power grid. In this paper, we show how to jointly model these two systems for power efficient operation. We formulate the problem as one that jointly minimizes the power loss of the distribution network as well as the total transmit power in the HetNet. We also show that the resulting problem can be implemented in a distributed manner when the network is divided into multiple zones. Numerical results corroborate several advantageous features of the proposed joint design as compared with the existing HetNet operation method.
在本文中,我们考虑了无线异构网络(HetNet)的节能操作。减少能源消耗对于成功部署HetNet至关重要,因为分布式基站(BSs)数量的增加导致了重大的经济和环境问题。对于传统的无线网络,通过在BS内实现最小传输功率的方式设计传输策略来实现功率效率。然而,可再生能源的迅速渗透,以及最近使用智能电网为HetNet供电的趋势,要求我们重新审视这个已经研究得很好的问题。与此同时,对无线网络供电需求的增加也给电网带来了额外的运营问题。在本文中,我们展示了如何将这两个系统联合建模以实现节能运行。我们把这个问题表述为一个共同使配电网的功率损耗和电网的总发射功率最小的问题。我们还表明,当网络划分为多个区域时,所产生的问题可以以分布式方式实现。与现有的HetNet操作方法相比,数值结果证实了所提出的联合设计的几个优点。
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引用次数: 7
A first look at machine-to-machine power grid network traffic 首先看看机器对机器的电网网络流量
Pub Date : 2014-11-01 DOI: 10.1109/SmartGridComm.2014.7007760
Sangjoon Jung, David Formby, Carson Day, R. Beyah
The purpose of network traffic characterization is to explore unknown patterns in different types of network communications to help improve many aspects of the network. While many previous studies have explored the characterization of many different networks (e.g., university networks), the power grid network (and other SCADA networks) characterization has not yet been studied. In this paper, we provide a characterization of the power grid network to answer questions like the following: i) how stable is the communication based on configurations?; ii) are there different observable traffic patterns in different vendor equipment?; iii) are there trends in the network traffic?; iv) can information be gathered from the traffic characterization to help secure the power grid network? To address these questions, we have collected power grid network traffic in a live substation for two months and conducted an empirical study to identify network traffic behaviors in the live substation. Our empirical study shows different behaviors between the devices and vendors when they communicate with each other.
网络流量表征的目的是探索不同类型网络通信中的未知模式,以帮助改进网络的许多方面。虽然许多先前的研究已经探索了许多不同网络(例如大学网络)的表征,但电网网络(和其他SCADA网络)的表征尚未得到研究。在本文中,我们提供了电网网络的特征来回答以下问题:i)基于配置的通信有多稳定?Ii)不同供应商的设备是否有不同的可观察流量模式?Iii)网络流量是否有趋势?Iv)是否可以从流量特征中收集信息以帮助确保电网网络的安全?为了解决这些问题,我们收集了一个带电变电站两个月的电网网络流量,并进行了实证研究,以确定带电变电站的网络流量行为。我们的实证研究表明,设备和供应商在相互通信时的行为是不同的。
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引用次数: 13
期刊
2014 IEEE International Conference on Smart Grid Communications (SmartGridComm)
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