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Power Switching Based on Trajectory Planning and Sliding Mode Control for Solid Oxide Fuel Cell Systems 基于轨迹规划和滑模控制的固体氧化物燃料电池系统功率切换
IF 5.7 1区 工程技术 Q1 ENGINEERING, ELECTRICAL & ELECTRONIC Pub Date : 2024-11-07 DOI: 10.35833/MPCE.2024.000284
Zhen Wang;Guoqiang Liu;Xingbo Liu;Jie Wang;Zhiyang Jin;Xiaowei Fu;Zhuo Wang;Bing Jin;Zhonghua Deng;Xi Li
To improve the safety of the solid oxide fuel cell (SOFC) systems and avoid the generation of large amounts of pollutants during power switching, this paper designs a power switching strategy based on trajectory planning and sliding mode control (TP-SMC). The design elements of the power switching strategy are proposed through simulation analysis at first. Then, based on the gas transmission delay time and the change of gas flow obtained from testing, trajectory planning (TP) is implemented. Compared with other power switching strategies, it has been proven that the power switching strategy based on TP has significantly better control performance. Furthermore, considering the shortcomings and problems of TP in practical application, this paper introduces sliding mode control (SMC) on the basis of TP to improve the power switching strategy. The final simulation results also prove that the TP-SMC can effectively suppress the impact of uncertainty in gas flow and gas transmission delay time. Compared with TP, TP-SMC can ensure that under uncertain conditions, the SOFC system does not experience fuel starvation and temperature exceeding limit during power switching. Meanwhile, the NOx emissions are also within the normal and acceptable range. This paper can guide the power switching process of the actual SOFC systems to avoid safety issues and excessive generation of NOx, which is very helpful for improving the performance and service life of the SOFC systems.
为了提高固体氧化物燃料电池(SOFC)系统的安全性,避免功率切换时产生大量污染物,本文设计了一种基于轨迹规划和滑模控制(TP-SMC)的功率切换策略。首先通过仿真分析提出了功率切换策略的设计要素。然后,根据测试得到的气体传输延迟时间和气体流量变化,实现了轨迹规划(TP)。实践证明,与其他功率切换策略相比,基于 TP 的功率切换策略具有明显更好的控制性能。此外,考虑到 TP 在实际应用中的缺点和问题,本文在 TP 的基础上引入了滑模控制(SMC),以改进功率切换策略。最终的仿真结果也证明,TP-SMC 能有效抑制气体流量和输气延迟时间不确定性的影响。与 TP 相比,TP-SMC 可确保在不确定条件下,SOFC 系统在功率切换过程中不会出现燃料过剩和温度超限现象。同时,氮氧化物的排放也在正常和可接受的范围内。本文可以指导实际 SOFC 系统的功率切换过程,避免安全问题和氮氧化物的过量产生,这对提高 SOFC 系统的性能和使用寿命非常有帮助。
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引用次数: 0
Simulation-Based Approach to Assessing Short-Term Power Variations of PV Power Plants Under Cloud Conditions 基于仿真的云条件下光伏电站短期功率变化评估方法
IF 5.7 1区 工程技术 Q1 ENGINEERING, ELECTRICAL & ELECTRONIC Pub Date : 2024-08-26 DOI: 10.35833/MPCE.2024.000460
Eric Bernard Dilger;Ricardo Vasques de Oliveira
The output power variability of photovoltaic (PV) power plants (PVPPs) is one of the major challenges for the operation and control of power systems. The short-term power variations, mainly caused by cloud movements, affect voltage magnitude and frequency, which may degrade power quality and power system reliability. Comprehensive analyses of these power variations are crucial to formulate novel control approaches and assist power system operators in the operation and control of power systems. Thus, this paper proposes a simulation-based approach to assessing short-term power variations caused by clouds in PV power plants. A comprehensive assessment of the short-term power variations in a PV power plant operating under cloud conditions is another contribution of this paper. The performed analysis evaluates the individual impact of multiple weather condition parameters on the magnitude and ramp rate of the power variations. The simulation-based approach synthesizes the solar irradiance time series using three-dimensional fractal surfaces. The proposed assessment approach has shown that the PVPP nominal power, timescale, cloud coverage level, wind speed, period of the day, and shadow intensity level significantly affect the characteristics of the power variations.
光伏电站(PVPP)的输出功率变化是电力系统运行和控制面临的主要挑战之一。主要由云层移动引起的短期功率变化会影响电压幅值和频率,从而降低电能质量和电力系统的可靠性。全面分析这些功率变化对于制定新型控制方法和协助电力系统运营商运行和控制电力系统至关重要。因此,本文提出了一种基于仿真的方法来评估光伏电站中由云层引起的短期功率变化。本文的另一个贡献是全面评估了在云条件下运行的光伏电站的短期功率变化。所进行的分析评估了多种天气条件参数对功率变化幅度和斜率的单独影响。基于模拟的方法使用三维分形曲面合成了太阳辐照度时间序列。所提出的评估方法表明,PVPP 标称功率、时间尺度、云层覆盖水平、风速、一天中的时段和阴影强度水平对功率变化的特征有显著影响。
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引用次数: 0
Transmission Expansion Planning for Renewable-Energy-Dominated Power Grids Considering Climate Impact 考虑气候影响的可再生能源为主电网输电扩展规划
IF 5.7 1区 工程技术 Q1 ENGINEERING, ELECTRICAL & ELECTRONIC Pub Date : 2024-08-07 DOI: 10.35833/MPCE.2023.000990
Jin Lu;Xingpeng Li
As renewable energy is becoming the major resource in future power grids, the weather and climate can have a higher impact on grid reliability. Transmission expansion planning (TEP) has the potential to reinforce the power transfer capability of a transmission network for climate-impacted power grids. In this paper, we propose a systematic TEP procedure for renewable-energy-dominated power grids considering climate impact (CI). Particularly, this paper develops an improved model for TEP considering climate impact (TEP-CI) and evaluates the reliability of power grid with the obtained transmission investment plan. Firstly, we create climate-impacted spatio-temporal future power grid data to facilitate the study of TEP-CI, which include the future climate-dependent renewable power generation as well as the dynamic line rating profiles of the Texas 123-bus backbone transmission (TX-123BT) system. Secondly, the TEP-CI model is proposed, which considers the variation in renewable power generation and dynamic line rating, and the investment plan for future TX-123BT system is obtained. Thirdly, a customized security-constrained unit commitment (SCUC) is presented specifically for climate-impacted power grids. The reliability of future power grid in various investment scenarios is analyzed based on the daily operation conditions from SCUC simulations. The whole procedure presented in this paper enables numerical studies on power grid planning considering climate impact. It can also serve as a benchmark for other studies of the TEP-CI model and its performance evaluation.
随着可再生能源成为未来电网的主要资源,天气和气候对电网可靠性的影响会越来越大。输电扩展规划(TEP)有可能加强受气候影响电网的输电网络的输电能力。在本文中,我们提出了一个考虑气候影响(CI)的以可再生能源为主的电网系统的TEP程序。特别是,本文开发了一个考虑气候影响的TEP改进模型(TEP- ci),并利用得到的输电投资计划对电网的可靠性进行评估。首先,我们创建了受气候影响的未来电网时空数据,以促进TEP-CI的研究,其中包括未来气候依赖的可再生能源发电以及德克萨斯州123总线骨干输电(TX-123BT)系统的动态线路额定曲线。其次,提出了考虑可再生能源发电量变化和动态线路额定值的TEP-CI模型,得到了未来TX-123BT系统的投资计划;第三,针对受气候影响的电网,提出了一种定制化的安全约束单元承诺(SCUC)。基于scc仿真,分析了未来电网在各种投资情景下的可靠性。本文提出的整个过程使考虑气候影响的电网规划的数值研究成为可能。也可为其他TEP-CI模型及其绩效评价的研究提供参考。
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引用次数: 0
High-Dimensional Steady-State Security Region Boundary Approximation in Power Systems Using Feature Non-Linear Converter and Improved Oblique Decision Tree 基于特征非线性变换器和改进斜决策树的电力系统高维稳态安全区域边界逼近
IF 5.7 1区 工程技术 Q1 ENGINEERING, ELECTRICAL & ELECTRONIC Pub Date : 2024-08-01 DOI: 10.35833/MPCE.2024.000188
Yuxin Dai;Jun Zhang;Peidong Xu;Tianlu Gao;David Wenzhong Gao
The steady-state security region (SSR) offers robust support for the security assessment and control of new power systems with high uncertainty and fluctuation. However, accurately solving the steady-state security region boundary (SS-RB), which is high-dimensional, non-convex, and non-linear, presents a significant challenge. To address this problem, this paper proposes a method for approximating the SSRB in power systems using the feature non-linear converter and improved oblique decision tree. First, to better characterize the SSRB, boundary samples are generated using the proposed sampling method. These samples are distributed within a limited distance near the SSRB. Then, to handle the high-dimensionality, non-convexity and non-linearity of the SSRB, boundary samples are converted from the original power injection space to a new feature space using the designed feature non-linear converter. Consequently, in this feature space, boundary samples are linearly separated using the proposed information gain rate based weighted oblique decision tree. Finally, the effectiveness and generality of the proposed sampling method are verified on the WECC 3-machine 9-bus system and IEEE 118-bus system.
稳态安全区域为具有高不确定性和波动性的新型电力系统的安全评估和控制提供了强有力的支持。然而,准确求解高维、非凸、非线性的稳态安全区域边界(SS-RB)是一个重大挑战。为了解决这一问题,本文提出了一种利用特征非线性变换器和改进斜决策树来逼近电力系统中SSRB的方法。首先,为了更好地表征SSRB,使用所提出的采样方法生成边界样本。这些样本分布在SSRB附近的有限距离内。然后,利用设计的特征非线性转换器将边界样本从原始功率注入空间转换为新的特征空间,以处理SSRB的高维性、非凸性和非线性问题。因此,在该特征空间中,使用所提出的基于信息增益率的加权斜决策树对边界样本进行线性分离。最后,在WECC 3机9总线系统和IEEE 118总线系统上验证了所提采样方法的有效性和通用性。
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引用次数: 0
Integrated Load and Energy Management in Active Distribution Networks Featuring Prosumers Based on PV and Energy Storage Systems 基于光伏和储能系统的产消型主动式配电网综合负荷与能量管理
IF 5.7 1区 工程技术 Q1 ENGINEERING, ELECTRICAL & ELECTRONIC Pub Date : 2024-07-23 DOI: 10.35833/MPCE.2023.000944
Alireza Alamolhoda;Reza Ebrahimi;Mahmoud Samiei Moghaddam;Mahmoud Ghanbari
This study introduces a mixed-integer second-order conic programming (MISOCP) model for the effective management of load and energy in active distribution networks featuring prosumers. A multi-objective function is devised to concurrently minimize various costs, including prosumer electricity costs, network energy loss costs, load shedding costs, and costs associated with renewable energy resource outages. The methodology involves determining optimal active power adjustment points for photovoltaic (PV) resources and integrated energy storage systems (ESSs) within network buildings, in conjunction with a demand-side management program. To achieve the optimal solution for the proposed MISOCP model, a robust hybrid algorithm is presented, integrating the modified particle swarm optimization (MPSO) algorithm and the genetic algorithm (GA). This algorithm demonstrates a heightened capability for efficiently converging on challenging problems. The proposed model is evaluated using a distribution network comprising 33 buses, a practical distribution network, and a distribution network comprising 118 buses. Through comprehensive simulations in diverse cases, the results highlight the innovative contributions of the model. Specifically, it achieves a noteworthy reduction of 26.2% in energy losses and a 17.72% decrease in voltage deviation. Additionally, the model proves effective in augmenting prosumer electricity sales, showcasing its potential to improve the overall efficiency and sustainability of active distribution networks.
本文提出一种混合整数二阶二次规划(MISOCP)模型,用于以产消为特征的有源配电网中负荷和能量的有效管理。设计了一个多目标函数,以同时最小化各种成本,包括生产消费者电力成本、网络能源损失成本、减载成本和与可再生能源中断相关的成本。该方法包括确定网络建筑物内光伏(PV)资源和集成储能系统(ess)的最佳有功功率调整点,并结合需求侧管理程序。为了实现MISOCP模型的最优解,提出了一种结合改进粒子群优化算法(MPSO)和遗传算法(GA)的鲁棒混合算法。该算法对具有挑战性的问题具有很强的收敛能力。采用包含33个母线的配电网、一个实际的配电网和一个包含118个母线的配电网对所提出的模型进行了评估。通过对不同情况的综合模拟,结果突出了该模型的创新贡献。具体来说,它实现了显著的能量损失降低26.2%,电压偏差降低17.72%。此外,该模型在增加产消电力销售方面被证明是有效的,展示了其提高主动配电网络整体效率和可持续性的潜力。
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引用次数: 0
Intelligent Power Equipment for Autonomous Situational Awareness and Active Operation and Maintenance 自主态势感知与主动运维的智能电力设备
IF 5.7 1区 工程技术 Q1 ENGINEERING, ELECTRICAL & ELECTRONIC Pub Date : 2024-07-15 DOI: 10.35833/MPCE.2023.000697
Shice Zhao;Hongshan Zhao
The rapid development of the power system requires high reliability and real-time situational awareness of power equipment. The current agent-based condition-monitoring perception mode is not suitable for widely distributed power equipment due to the potential of single-point failure and high communication and data costs. Therefore, the technical development path of the power equipment perception mode is analyzed based on the development trend of the future power system. The concept of intelligent power equipment (IPE) is introduced, which combines online sensing, data mining, remote communication, and primary and secondary fusion technologies to develop an intelligent object that can realize autonomous situational awareness. IPE can actively interact with the control center and operation and maintenance (O&M) personnel according to its situation. This gives the power company an efficient and comprehensive perception of the equipment. Then, based on the actual situation of the power grid and emerging technology research directions, the challenges faced by each key technology supporting IPE and the corresponding technology enhancement solutions are presented. In addition, the O&M method applicable to IPE is discussed, which achieves proactive maintenance and prognosis management through autonomous equipment perception. Finally, the feasibility and effectiveness of IPE are verified by the performance of current IPE applications in an actual power grid.
电力系统的快速发展要求电力设备具有高可靠性和实时态势感知能力。目前基于智能体的状态监测感知模式由于存在单点故障的可能性,且通信和数据成本高,不适合广泛分布的电力设备。因此,结合未来电力系统的发展趋势,分析了电力设备感知模式的技术发展路径。介绍了智能电力设备的概念,将在线传感、数据挖掘、远程通信和主次融合技术相结合,开发出能够实现自主态势感知的智能对象。IPE可以根据自身情况,主动与控制中心和运维人员进行互动。这使电力公司对设备有了一个高效和全面的认识。然后,根据电网的实际情况和新兴技术研究方向,提出了支撑IPE的各关键技术面临的挑战和相应的技术增强方案。讨论了适用于IPE的运维方法,通过设备自主感知实现主动维护和预判管理。最后,通过当前IPE在实际电网中的应用,验证了IPE的可行性和有效性。
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引用次数: 0
Regional Power System Black Start with Run-of-River Hydropower Plant and Battery Energy Storage 利用径流式水电站和电池储能实现区域电力系统黑色起点
IF 5.7 1区 工程技术 Q1 ENGINEERING, ELECTRICAL & ELECTRONIC Pub Date : 2024-07-15 DOI: 10.35833/MPCE.2023.000730
Weihang Yan;Vahan Gevorgian;Przemyslaw Koralewicz;S M Shafiul Alam;Emanuel Mendiola
Battery energy storage systems (BESSs) are an important asset for power systems with high integration levels of renewable energy, and they can be controlled to provide various critical services to the power grid. This paper presents the real-world experience of using a megawatt-scale BESS with grid-following (GFL) and grid-forming (GFM) controls and a run-of-river (ROR) hydropower plant to restore a regional power system. To demonstrate this, we carry out power-hardware-in-the-loop experiments integrating an actual GFL- or GFM-controlled BESS and a load bank. Both the simulation and experimental results presented in this paper show the different roles of GFL- or GFM-controlled BESS in power system black starts. The results provide further insight for system operators on how GFL- or GFM-controlled BESS can enhance grid stability and how an ROR hydropower plant can be converted into a black-start-capable unit with the support of a small-capacity BESS. The results show that an ROR hydropower plant combined with a BESS has the potential of becoming one of enabling elements to perform bottom-up black-start schemes as opposed to conventional bottom-down method, thus enhancing the system resiliency and robustness.
电池储能系统(BESS)是高度集成可再生能源的电力系统的重要资产,可通过控制为电网提供各种关键服务。本文介绍了使用具有电网跟踪(GFL)和电网形成(GFM)控制功能的兆瓦级电池储能系统和径流(ROR)水电站恢复区域电力系统的实际经验。为了证明这一点,我们进行了电力硬件在环实验,将实际的 GFL 或 GFM 控制 BESS 与负载库集成在一起。本文介绍的仿真和实验结果均显示了 GFL 或 GFM 控制的 BESS 在电力系统黑启动中的不同作用。这些结果为系统运营商提供了进一步的启示,即 GFL 或 GFM 控制的 BESS 如何增强电网稳定性,以及如何在小容量 BESS 的支持下将 ROR 水电站转换为具备黑启动能力的机组。研究结果表明,相对于传统的自下而上方法,ROR 水电站与 BESS 的结合有可能成为执行自下而上黑启动方案的有利因素之一,从而增强系统的弹性和稳健性。
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引用次数: 0
Power Flow Calculation for VSC-Based AC/DC Hybrid Systems Based on Fast and Flexible Holomorphic Embedding 基于快速灵活的全形态嵌入的 VSC 交直流混合系统功率流计算
IF 5.7 1区 工程技术 Q1 ENGINEERING, ELECTRICAL & ELECTRONIC Pub Date : 2024-07-05 DOI: 10.35833/MPCE.2024.000185
Peichuan Tian;Yexuan Jin;Ning Xie;Chengmin Wang;Chunyi Huang
The power flow (PF) calculation for AC/DC hybrid systems based on voltage source converter (VSC) plays a crucial role in the operational analysis of the new energy system. The fast and flexible holomorphic embedding (FFHE) PF method, with its non-iterative format founded on complex analysis theory, exhibits superior numerical performance compared with traditional iterative methods. This paper aims to extend the FF-HE method to the PF problem in the VSC-based AC/DC hybrid system. To form the AC/DC FFHE PF method, an AC/DC FF-HE model with its solution scheme and a sequential AC/DC PF calculation framework are proposed. The AC/DC FFHE model is established with a more flexible form to incorporate multiple control strategies of VSC while preserving the constructive and deterministic properties of original FFHE to reliably obtain operable AC/DC solutions from various initializations. A solution scheme for the proposed model is provided with specific recursive solution processes and accelerated Padé approximant. To achieve the overall convergence of AC/DC PF, the AC/DC FF-HE model is integrated into the sequential calculation framework with well-designed data exchange and control mode switching mechanisms. The proposed method demonstrates significant efficiency improvements, especially in handling scenarios involving control mode switching and multiple recalculations. In numerical tests, the superiority of the proposed method is confirmed through comparisons of accuracy and efficiency with existing methods, as well as the impact analyses of different initializations.
基于电压源变换器(VSC)的交直流混合系统的功率流(PF)计算在新能源系统的运行分析中起着至关重要的作用。建立在复杂分析理论基础上的快速灵活全形嵌入(FFHE)PF 方法采用非迭代形式,与传统的迭代方法相比具有更优越的数值性能。本文旨在将 FF-HE 方法扩展到基于 VSC 的交直流混合系统中的 PF 问题。为了形成交直流 FFHE PF 方法,本文提出了交直流 FF-HE 模型及其求解方案和交直流 PF 顺序计算框架。交直流 FFHE 模型的建立采用了更灵活的形式,在保留原始 FFHE 的构造性和确定性特性的同时,纳入了 VSC 的多种控制策略,从而可靠地从各种初始化中获得可操作的交直流解。该模型的求解方案具有特定的递归求解过程和加速帕代近似值。为了实现交流/直流 PF 的整体收敛,交流/直流 FF-HE 模型被集成到顺序计算框架中,并采用精心设计的数据交换和控制模式切换机制。所提出的方法显著提高了效率,尤其是在处理涉及控制模式切换和多次重新计算的情况时。在数值测试中,通过与现有方法的精度和效率比较,以及不同初始化的影响分析,证实了所提方法的优越性。
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引用次数: 0
Mid- and High-Frequency Resonance Characteristics and Suppression Strategies of VSC-UHVDC for Large-Scale Renewable Energy Transmission 大规模可再生能源输电的vsc -特高压直流中高频谐振特性及抑制策略
IF 5.7 1区 工程技术 Q1 ENGINEERING, ELECTRICAL & ELECTRONIC Pub Date : 2024-06-25 DOI: 10.35833/MPCE.2024.000301
Junjie Feng;Wang Xiang;Jinyu Wen;Chuang Fu;Qingming Xin;Xiaobin Zhao;Changyue Zou;Biyue Huang;Zhiyong Yuan
Mid- and high-frequency resonance (MHFR) is highly likely to occur at the sending end of voltage source converter-based ultra-high voltage direct current (VSC-UHVDC) for large-scale renewable energy transmission. It is of great importance to investigate the resonance characteristics and the corresponding suppression strategies. Firstly, this paper introduces the overall control scheme of VSC-UHVDC for large-scale renewable energy transmission. Then, the impedance models of VSC under grid-forming control with AC voltage coordinated control are established. The mid- and high-frequency impedance characteristics of VSC-UHVDC are analyzed. The key factors affecting the impedance characteristics have been revealed, including the AC voltage control, the voltage feedforward, the inner current loop, the positive-sequence and negative-sequence independent control (PSNSIC), and the control delay. The MHFR characteristics at the sending-end system are analyzed in the whole operation process, including the black start and the normal power transmission operation. An integrated control scheme is proposed to address the MHFR problems. Finally, extensive case studies are conducted on a planned VSC-UHVDC project to verify the theoretical analysis.
大规模可再生能源输电中,基于电压源变流器的特高压直流(vcs - uhvdc)发送端极有可能发生中高频谐振(MHFR)。研究其谐振特性及相应的抑制策略具有重要意义。本文首先介绍了大规模可再生能源输电的vdc -特高压直流总体控制方案。然后,通过交流电压协调控制,建立了成网控制下VSC的阻抗模型。分析了vsc -特高压直流中高频阻抗特性。揭示了影响阻抗特性的关键因素,包括交流电压控制、电压前馈、内电流环、正负序独立控制(PSNSIC)和控制延迟。分析了发端系统在黑启动和正常送电运行全过程中的MHFR特性。针对MHFR问题,提出了一种综合控制方案。最后,通过一个规划中的VSC-UHVDC项目进行了广泛的案例研究,以验证理论分析。
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引用次数: 0
Dual-Stage Model Predictive Control Based Reduced Model Framework for Voltage Control in Active Distribution Networks 基于简化模型的双阶段预测控制框架在有功配电网中的应用
IF 5.7 1区 工程技术 Q1 ENGINEERING, ELECTRICAL & ELECTRONIC Pub Date : 2024-06-21 DOI: 10.35833/MPCE.2024.000394
Mudaser Rahman Dar;Sanjib Ganguly
The large-scale penetration of photovoltaic (PV) units and controllable loads such as electric vehicles (EVs) render the distribution networks prone to frequent, uncertain, and simultaneous over/under voltages. The coordinated control of devices such as on-load tap changer (OLTC), PV inverters, and EV chargers seem efficient in regulating the distribution network voltage within normal operation limits. However, the need for measuring infrastructure throughout the distribution network and communication setup to all control devices makes it practically and economically difficult. Furthermore, for large networks, the large measurement dataset of the network and distributed control resources increase the computational complexity and the response time. This paper proposes a voltage control strategy based on dual-stage model predictive control by coordinating devices such as OLTC and controllable PVs and EV charging stations. A minimum set of available control resources is identified to establish the voltage control in the network with reduced communication and minimum measuring infrastructure, using a reduced model framework. Simulations are performed on 33-bus distribution network and the modified IEEE 123-bus distribution network to validate the efficacy of the proposed control strategy.
光伏发电机组的大规模普及和电动汽车等可控负荷的出现,使得配电网容易出现频繁、不确定和同时发生的过欠压问题。有载分接开关(OLTC)、光伏逆变器和电动汽车充电器等设备的协同控制在正常运行范围内调节配电网电压是有效的。然而,需要测量整个配电网的基础设施和所有控制设备的通信设置使得它在实际和经济上都很困难。此外,对于大型网络,庞大的网络测量数据集和分布式控制资源增加了计算复杂度和响应时间。本文提出了一种基于双阶段模型预测控制的电压控制策略,该策略由OLTC与可控pv和EV充电站协调控制。使用简化的模型框架,确定了一组最小可用控制资源,以减少通信和最小测量基础设施在网络中建立电压控制。在33总线配电网和改进的IEEE 123总线配电网上进行了仿真,验证了所提控制策略的有效性。
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引用次数: 0
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Journal of Modern Power Systems and Clean Energy
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