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Enhanced Bayesian Based MPPT Controller for PV Systems 基于增强贝叶斯的光伏系统MPPT控制器
Pub Date : 2018-03-05 DOI: 10.1109/JPETS.2018.2811708
F. Keyrouz
We tackle the problem of a photovoltaic (PV) controller for maximum power point tracking (MPPT) under varying insolation and shading conditions. A general-purpose adaptive maximum power controller is tailored to maintain operation of the PV system at the maximum power point while constantly avoiding local maxima for changing environmental conditions. While a variety of conventional MPPT algorithms have been designed for ideal operating situations, very few were able to deliver true maximum power under abrupt changes in sun shading. Under these dynamic changes, most MPPT techniques fail to rapidly locate the global maximum power point and are stuck at global maxima, leading therefore to inconsistent power generation and low system efficiency. In this paper, we apply Bayesian fusion, a machine learning technique otherwise used for unsupervised classification, curve detection, and image segmentation, in order to achieve global MPPT in record time. Simulation results validated with real-life experimental studies demonstrated the ameliorations of the proposed technique compared to state-of-the-art methods. Using this algorithm, the total output power of the solar system is maximized while minimizing the steady-state oscillations and the tracking time.
我们解决了光伏(PV)控制器在不同日照和遮阳条件下最大功率点跟踪(MPPT)的问题。针对不断变化的环境条件,设计了一种通用自适应最大功率控制器,使光伏系统保持在最大功率点运行,同时不断避免局部极值。虽然各种传统的MPPT算法都是为理想的操作情况而设计的,但很少有算法能够在遮阳突然变化的情况下提供真正的最大功率。在这种动态变化下,大多数MPPT技术无法快速定位到全局最大功率点,停留在全局最大功率点,导致发电不稳定,系统效率低下。在本文中,我们应用贝叶斯融合,这是一种机器学习技术,用于无监督分类,曲线检测和图像分割,以便在创纪录的时间内实现全局MPPT。仿真结果验证了现实生活中的实验研究表明,与最先进的方法相比,所提出的技术有所改进。该算法使系统的总输出功率最大化,同时使系统的稳态振荡和跟踪时间最小化。
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引用次数: 33
Industrial Recommendation of Modeling of Inverter-Based Generators for Power System Dynamic Studies With Focus on Photovoltaic 以光伏为重点的电力系统动态研究中基于逆变器的发电机建模的工业建议
Pub Date : 2018-02-15 DOI: 10.1109/JPETS.2018.2806744
K. Yamashita, H. Renner, S. Martínez Villanueva, G. Lammert, P. Aristidou, José Carvalho Martins, Ling-zhi Zhu, Luis David Pabón Ospina, T. Van Cutsem
Dynamic simulations have played an important role in assessing the power system dynamic studies. The appropriate numerical model is the key to obtain correct dynamic simulation results. In addition, the appropriate model including the selection of the individual model component (such as protections, controls, and capabilities) is different depending on the type of phenomena to be observed or examined. However, the proper selection of the model is not an easy task, especially for inverter-based generators (IBGs). Considerable industry experience concerning power system dynamic studies and the dynamics of the IBGs is required for the proper selection of the IBG model. The established CIGRE C4/C6.35/CIRED joint working group (JWG) has gathered a wide variety of experts, which fully cover the required industry experience. The JWG provides the guidance on the model selection for analyzing the phenomena, such as frequency deviation, large voltage deviation, and long-term voltage deviation, individually. This helps to reduce the computational burden, as well as it clarifies the required characteristics/functions that should be represented for the power system dynamic studies with the IBGs.
动态仿真在电力系统动态评估研究中起着重要的作用。合适的数值模型是获得正确动态仿真结果的关键。此外,适当的模型(包括选择单个模型组件(例如保护、控制和功能))取决于要观察或检查的现象的类型而有所不同。然而,正确选择模型并不是一件容易的事情,特别是对于基于逆变器的发电机(ibg)。为了正确选择IBG模型,需要有大量的电力系统动力学研究和IBG动力学方面的行业经验。已成立的CIGRE C4/C6.35/CIRED联合工作组(JWG)汇集了各行各业的专家,充分涵盖了所需的行业经验。JWG针对频率偏差、电压大偏差、电压长期偏差等现象分别给出了选型指导。这有助于减少计算负担,并澄清了使用ibg进行电力系统动态研究所需的特征/功能。
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引用次数: 15
The Value of Flexibility in the Design of Hybrid Energy Systems: A Real Options Analysis 柔性在混合能源系统设计中的价值:一个实物期权分析
Pub Date : 2017-12-01 DOI: 10.1109/JPETS.2017.2764877
William R. Binder, C. Paredis, H. Garcia
In this paper, the impact of incorporating flexibility in the design of hybrid energy systems (HES) is considered. Flexibility is introduced by considering the option to upgrade or reconfigure HES configurations at some point in the future in response to economic and technological changes that are initially unknown and uncertain. Such flexibility has been studied previously in real options analysis. We first investigate the impact of flexibility on the most preferred design alternative and its value. Simply considering the option to upgrade or reconfigure the system affects the design choice. The most preferred design alternative for a flexible system will often sacrifice some initial technical or economic performance to better take advantage of a future option. For the HES case study, the most preferred flexible design alternative is more valuable than the most preferred inflexible alternative. In other words, flexibility adds value as is reflected in an increase of the expected utility of the net present value. Second, we investigate the impact of the size of the uncertainty on the option value. Unexpectedly, for the HES case study considered here, increasing uncertainty does not strongly affect the value of flexibility. Furthermore, investigation is necessary to determine whether this relationship holds more generally or is specific to this case study.
本文考虑了在混合能源系统(HES)设计中引入柔性的影响。通过考虑在未来某个时候升级或重新配置HES配置的选项,以应对最初未知和不确定的经济和技术变化,从而引入了灵活性。这种灵活性在以前的实物期权分析中已经被研究过。我们首先调查了灵活性对最优选的设计方案及其价值的影响。仅仅考虑升级或重新配置系统的选项就会影响设计选择。灵活系统的最佳设计方案往往会牺牲一些最初的技术或经济性能,以更好地利用未来的选择。对于HES案例研究,最受欢迎的灵活设计方案比最受欢迎的不灵活设计方案更有价值。换句话说,灵活性增加了价值,这反映在净现值的预期效用的增加上。其次,我们研究了不确定性大小对期权价值的影响。出乎意料的是,对于这里考虑的HES案例研究,不确定性的增加并没有强烈影响灵活性的价值。此外,调查是必要的,以确定这种关系是否适用于更普遍或特定于本案例研究。
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引用次数: 5
Capturing Wind With Thermal Energy Storage—Summerside’s Smart Grid Approach 利用热能储存捕获风能——summerside的智能电网方法
Pub Date : 2017-10-11 DOI: 10.1109/JPETS.2017.2754139
Steven Wong, G. Gaudet, Louis-Philippe Proulx
The City of Summerside, PE, Canada, has 21MW of wind capacity from which it meets almost half of its electric energy demand. At times, wind power exceeds what is needed locally. To avoid exporting the excess wind to the bulk grid at unfavourable prices, an innovative smart grid program for active control of thermal energy storage systems has been designed and implemented. On the utility-side, fibre has been wired through multiple feeders to coordinate real-time control of load. On the client-side, consumers are incentivized to install time-of-use or real-time controlled electric thermal storage or water heater units in place of oil appliances. To quantify program impacts, a system model is created for simulating many what-if scenarios using system data from 2013 to 2015. It is found that there are compelling, measurable benefits to utility and consumer finances, GHG emissions, and wind integration with little negative impact on utility operations.
加拿大萨默赛德市拥有21兆瓦的风力发电能力,几乎满足了一半的电力需求。有时,风力发电超过了当地的需求。为了避免以不利的价格向大电网输出多余的风能,设计并实施了一个创新的智能电网计划,用于主动控制热能储存系统。在公用事业方面,光纤已经通过多个馈线进行布线,以协调负载的实时控制。在客户端,鼓励消费者安装使用时间或实时控制的电储热或热水器装置,以取代石油设备。为了量化项目影响,使用2013年至2015年的系统数据创建了一个系统模型,用于模拟许多假设情景。研究发现,在公用事业和消费者财务、温室气体排放和风能整合方面存在着令人信服的、可衡量的效益,而对公用事业运营的负面影响很小。
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引用次数: 12
Contributing to DSO’s Energy-Reserve Pool: A Chance-Constrained Two-Stage $mu $ VPP Bidding Strategy 对DSO能源储备池的贡献:机会约束的两阶段$mu $ VPP投标策略
Pub Date : 2017-10-05 DOI: 10.1109/JPETS.2017.2749256
Hao Fu, Zhi Wu, Xiao-Ping Zhang, Joachim Brandt
This paper presents the strategic proposition for a micro virtual power plant ( $mu $ VPP) to participate in the distribution level energy-reserve pool managed by a distribution system operator. A chance-constrained two-stage stochastic formulation is proposed to derive the bidding strategy for $mu $ VPP maximizing its daily profit. The stochastic nature of renewable generation and load profile of the $mu $ VPP is captured by the Monte Carlo method. The security of supply is guaranteed by controlling the loss of load probability, which is modeled as chance constraint. The numerical tests are performed on $mu $ VPPs with different penetration levels of distributed energy resource (DER) and renewable energy source (RES), where the impact of the DER and RES indexes and the impact of uncertainty levels are demonstrated. Also, the advantages of chance-constrained formulation as the means of risk-hedging are addressed. Finally, the impact of rival $mu $ VPPs on the bidding behaviors and the impact of carbon taxes on the profit are analyzed.
本文提出了微型虚拟电厂($mu $ VPP)参与配电系统运营商管理的配电级备用池的策略主张。提出了一个机会约束的两阶段随机公式,推导出$mu $ VPP日利润最大化的竞价策略。蒙特卡罗方法捕捉了可再生能源发电的随机性和$mu $ VPP的负荷分布。通过控制负荷损失概率来保证供电的安全性,并将其建模为机会约束。在具有不同分布式能源(DER)和可再生能源(RES)渗透水平的$mu $ vpp上进行了数值试验,验证了DER和RES指标的影响以及不确定性水平的影响。此外,机会约束公式作为风险对冲手段的优势也得到了解决。最后,分析了竞争对手$ $ $ vpp对竞标行为的影响以及碳税对利润的影响。
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引用次数: 9
Edge-of-Grid Voltage Control: Device Modeling, Strategic Placement, and Application Considerations 电网边缘电压控制:器件建模、策略放置和应用考虑
Pub Date : 2017-09-08 DOI: 10.1109/JPETS.2017.2750479
Harsha V. Padullaparti, P. Chirapongsananurak, S. Santoso, J. Taylor
This paper proposes and compares two effective approaches to deploy low-voltage advanced voltage control devices connected at edge-of-grid to improve voltage regulation. The goal is to determine effective locations for deploying these devices to eliminate undervoltage violations during heavy loading conditions. Two commercially available devices, namely universal power flow controller and static var compensator, are studied in this paper. Practical limitations of installation space and device ratings are considered in determining the locations. The device specifications, characteristics, and modeling are also discussed in detail. The efficacy of the proposed methods is validated by simulations on a distribution circuit model of a utility with actual load profile information. Additional analysis provided on the device deployment offers insights into device placement under different application considerations. The results showed that the proposed methods are effective in mitigating undervoltage violations, reducing voltage unbalance and improving voltage regulation overall.
本文提出并比较了两种部署在电网边缘连接的低压先进电压控制装置以改善电压调节的有效方法。目标是确定部署这些设备的有效位置,以消除重载条件下的欠压违规。本文研究了通用潮流控制器和静态无功补偿器这两种市售装置。在确定安装位置时,要考虑安装空间和设备额定值的实际限制。详细讨论了器件的规格、特点和建模。通过对某电力公司的配电电路模型进行仿真,验证了该方法的有效性。提供的关于设备部署的附加分析提供了对不同应用程序考虑下的设备放置的见解。结果表明,所提出的方法在减轻欠压违规、减少电压不平衡和改善整体电压调节方面是有效的。
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引用次数: 11
Hierarchical Supervisory Control System for PEVs Participating in Frequency Regulation of Smart Grids pev参与智能电网频率调节的分层监控系统
Pub Date : 2017-09-04 DOI: 10.1109/JPETS.2017.2740227
Keyhaneh Janfeshan, M. Masoum
This paper proposes a two-level hierarchical supervisory control system for plug-in electric vehicles (PEVs) participating in frequency regulation in microgrids with interconnected areas. At the lower level, decentralized fuzzy logic control systems are designed for individual PEVs which locally adjust the V2G power flow rates from each vehicle to the grid according to the frequency deviation in each area and the vehicle’s current state of charge (SOC), while maintaining the SOC level above the driver’s requested SOC lower limit. At the grid level, a centralized supervisory control system is used to coordinate the injected power from generating units and PEVs based on the grid demand. Simulation results are presented and analyzed to investigate the performance of the proposed two-level system in a network consisting of three interconnected areas populated with PEVs under load disturbances and wind power fluctuations.
针对插电式电动汽车在互联区域微电网中参与频率调节的问题,提出了一种两级分层监控系统。在较低的层次上,分散的模糊逻辑控制系统为单独的pev设计,根据每个区域的频率偏差和车辆的当前充电状态(SOC)局部调整从每辆车到电网的V2G功率流率,同时保持SOC水平高于驾驶员要求的SOC下限。在电网层面,根据电网需求,采用集中监控系统协调发电机组和电动汽车的注入功率。给出了仿真结果并对仿真结果进行了分析,以研究该两级系统在负荷扰动和风力波动下的性能。
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引用次数: 19
Study of Wind and PV Frequency Control in U.S. Power Grids—EI and TI Case Studies 美国电网中风能和光伏频率控制的研究- ei和TI案例研究
Pub Date : 2017-08-29 DOI: 10.1109/JPETS.2017.2744559
Yong Liu, Shutang You, Yilu Liu
Renewable generations, such as variable-speed wind and photovoltaic (PV) power plants, have been expected to contribute to power systems’ frequency response. This paper studies wind and PV power plants’ frequency control in the U.S. Eastern Interconnection (EI) and Texas Interconnection (TI). Wide-area frequency measurement-validated EI and TI dynamic models and realistically projected renewable distribution information make these two case studies much more practical than previous studies based on only small test system models. A set of wind and PV power plant frequency controls, such as inertia control and governor control, are employed. This paper serves as a practical guidance on how to implement wind and PV frequency controls in a bulk power system with a high renewable penetration.
可再生能源,如变速风能和光伏(PV)发电厂,预计将对电力系统的频率响应做出贡献。本文研究了风电和光伏电站在美国东部电网(EI)和德克萨斯电网(TI)中的频率控制问题。广域频率测量验证的EI和TI动态模型以及现实预测的可再生分布信息使这两个案例研究比以前仅基于小型测试系统模型的研究更具实用性。采用一套风电和光伏电站频率控制,如惯性控制和调速器控制。本文为如何在具有高可再生能源渗透率的大容量电力系统中实施风能和光伏频率控制提供了实践指导。
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引用次数: 66
Fine-Grained Network Decomposition for Massively Parallel Electromagnetic Transient Simulation of Large Power Systems 大型电力系统大规模并联电磁暂态仿真的细粒度网络分解
Pub Date : 2017-07-28 DOI: 10.1109/JPETS.2017.2732360
Zhiyin Zhou, V. Dinavahi
Electromagnetic transient (EMT) simulation is one of the most complex power system studies that requires detailed modeling of the study system including all frequency-dependent and nonlinear effects. Large-scale EMT simulation is becoming commonplace due to the increasing growth and interconnection of power grids, and the need to study the impact of system events of the wide area network. To cope with enormous computational burden, the massively parallel architecture of the graphics processing unit (GPU) is exploited in this paper for large-scale EMT simulation. A fine-grained network decomposition, called shattering network decomposition, is proposed to divide the power system network exploiting its topological and physical characteristics into linear and nonlinear networks, which adapt to the unique features of the GPU-based massive thread computing system. Large-scale systems, up to 240 000 nodes, with typical components, including synchronous machines, transformers, transmission lines, and nonlinear elements, and multiple levels modular multilevel converter with up to 6144 submodules, are tested and compared with mainstream simulation software to verify the accuracy and demonstrate the speed-up improvement with respect to sequential computation.
电磁瞬变仿真是最复杂的电力系统研究之一,需要对研究系统进行详细的建模,包括所有频率相关和非线性效应。由于电网的日益增长和互联,以及研究广域网系统事件影响的需要,大规模的EMT仿真变得越来越普遍。为了应对巨大的计算负担,本文利用图形处理单元(GPU)的大规模并行架构进行大规模EMT仿真。提出了一种细粒度的网络分解方法,即破碎网络分解,利用电力系统网络的拓扑和物理特性,将电力系统网络划分为线性和非线性网络,以适应基于gpu的海量线程计算系统的独特特点。采用同步电机、变压器、输电线路、非线性元件等典型组件,以及包含6144个子模块的多电平模块化多电平变换器,对多达24万个节点的大型系统进行了测试,并与主流仿真软件进行了比较,以验证其准确性,并证明其在顺序计算方面的加速改进。
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引用次数: 26
Voltage Stability-Constrained Optimal Simultaneous Placement of PMUs and Channels Enhancing Measurement Reliability and Redundancy 电压稳定约束下pmu和通道的优化同时放置提高测量可靠性和冗余
Pub Date : 2017-03-27 DOI: 10.1109/JPETS.2017.2688020
M. Esmaili, M. Ghamsari-Yazdel
In this paper, a channel-oriented method is proposed for optimal placement of phasor measurement units (PMUs) with the objective function of explicit cost of PMUs and their channels. PMU measurement channels are treated as optimization binary variables, and a PMU installed at a bus assigns channels to observe its adjacent buses only if it is economically justified. Since power system substations have different reliability levels, in order to enhance reliability of the measurement system, PMUs and their channels are encouraged to be employed at more reliable buses and branches. In addition, in order to monitor fragile areas of power systems for prevention of voltage collapse, PMUs and their channels are assigned to observe buses with vulnerable voltage stability status. Furthermore, in order for a more economical and practical solution, the most probable contingencies are identified using the Monte Carlo simulation to be incorporated in the problem. Also, PMU failures and branch outages are modeled with a technique resulting in a less cost than existing methods. Channel failure is also modeled as a new type of contingency. The efficiency of the proposed method is evaluated by testing it on standard and practical large-scale test systems.
本文以相量测量单元及其信道的显式成本为目标函数,提出了一种面向信道的相量测量单元优化配置方法。PMU测量通道被视为优化二进制变量,安装在总线上的PMU只有在经济上合理的情况下才会分配通道来观察相邻的总线。由于电力系统变电站具有不同的可靠性水平,为了提高测量系统的可靠性,建议在可靠性较高的母线和支路上使用pmu及其通道。此外,为了监测电力系统的脆弱区域,防止电压崩溃,分配pmu及其通道观察电压稳定脆弱状态的母线。此外,为了更经济和实用的解决方案,使用蒙特卡罗模拟来识别最可能的突发事件,并将其纳入问题中。此外,PMU故障和分支中断使用一种比现有方法成本更低的技术进行建模。通道故障也被建模为一种新的偶然性。通过在标准和实际大型测试系统上的测试,对该方法的有效性进行了评价。
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引用次数: 21
期刊
IEEE Power and Energy Technology Systems Journal
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