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Reliability Assessment for Flexible Interconnected Distribution Network Considering MMC Faults and Coordinated Multi-Device Restoration 考虑MMC故障和多设备协同恢复的柔性互联配电网可靠性评估
IF 2.6 4区 工程技术 Q3 ENGINEERING, ELECTRICAL & ELECTRONIC Pub Date : 2025-09-23 DOI: 10.1049/gtd2.70160
Yiqin Shi, Haijun Xing, Xiao Yang, Jinyu Li

This paper proposes a comprehensive reliability assessment method for flexible interconnected distribution networks (FIDNs) with soft open point (SOP) incorporation and coordinated multi-device load restoration. The following research work is conducted: first, a reliability function for hybrid modular multi-level converters (MMCs) is developed based on actual topological structures, with sub-module (SM) correlation and redundancy configurations comprehensively considered. Moreover, various SOP ports fault scenarios and their corresponding control strategies for distribution network faults are analysed, and an improved virtual flow method is proposed to satisfy network radiality and connectivity constraints during load restoration. On this basis, a mixed-integer second-order cone programming (MISOCP) model for FIDN load restoration is formulated, aiming to maximise load restoration through multi-device coordinated output. Furthermore, load nodes are classified based on their restorability post-fault, and optimal load restoration is performed under fault scenarios generated by Monte Carlo sampling, with system reliability indices further calculated. Finally, the effectiveness of the proposed method is validated on a modified 37-node system and the modified IEEE 123-node test system.

提出了一种引入软开点(SOP)和多设备协同负荷恢复的柔性互联配电网可靠性综合评估方法。开展了以下研究工作:首先,基于实际拓扑结构,综合考虑子模块相关和冗余配置,建立了混合模块化多电平变换器的可靠性函数;分析了各种SOP端口故障场景及其对应的配电网故障控制策略,提出了一种改进的虚拟流方法,以满足负荷恢复过程中网络的径向性和连通性约束。在此基础上,建立了FIDN负荷恢复的混合整数二阶锥规划(MISOCP)模型,旨在通过多设备协调输出实现负荷恢复的最大化。根据故障后可恢复性对负载节点进行分类,通过蒙特卡罗采样生成故障场景,进行最优负载恢复,并进一步计算系统可靠性指标。最后,在改进后的37节点系统和改进后的IEEE 123节点测试系统上验证了所提方法的有效性。
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引用次数: 0
Fitness Check for Power Plants in Distribution Grids for Black Start and Regional Islands 黑启动和区域孤岛配电网电厂的适应度检验
IF 2.6 4区 工程技术 Q3 ENGINEERING, ELECTRICAL & ELECTRONIC Pub Date : 2025-09-18 DOI: 10.1049/gtd2.70115
Darko Brankovic, Robert Schuerhuber, Andreas Abart, Norbert Rechberger

The fast restoration of the grid infrastructure after a grid failure is essential for a reliable energy supply. In this research, grid restoration by ramp-up of a 400 MW combined cycle power plant, supported by four hydropower generators (100 MW) and three pumps (23 MVA) in a 110-kV island grid in Upper Austria, is investigated. The objective is to test ramp-up feasibility and to develop a simulation model which further is verified by the measurement results from the real-world field tests. Findings include successful ramp-up with different inertia scenarios, frequency dips up to 1.15 Hz, and challenges by connecting inverter-based loads. The study underscores the importance of testing restoration strategies to ensure effective island operation during blackouts and to obtain results for simulation model verification. In addition, the influence of the usage of standard parameters on simulation results, thus insufficient knowledge of the controller parameters of the turbine controller, is analysed.

电网发生故障后,电网基础设施的快速恢复对可靠的能源供应至关重要。在本研究中,研究了上奥地利110千伏岛电网中由四台水力发电机(100兆瓦)和三台泵(23兆瓦)支持的400兆瓦联合循环发电厂的爬坡恢复电网。目的是测试加速的可行性,并开发一个模拟模型,通过实际现场测试的测量结果进一步验证该模型。研究结果包括不同惯性情况下的成功提升,频率下降高达1.15 Hz,以及连接基于逆变器的负载的挑战。该研究强调了测试恢复策略的重要性,以确保停电期间岛屿的有效运行,并获得仿真模型验证的结果。此外,还分析了标准参数的使用对仿真结果的影响,从而导致对水轮机控制器控制器参数的了解不足。
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引用次数: 0
Flexible Activation for Grid Purposes: Experiences From A Norwegian Pilot 网格目的的灵活激活:挪威飞行员的经验
IF 2.6 4区 工程技术 Q3 ENGINEERING, ELECTRICAL & ELECTRONIC Pub Date : 2025-09-12 DOI: 10.1049/gtd2.70156
Andrei Morch, Kasper Emil Thorvaldsen, Hanne Sæle, Mariona Zhuri, Ivan Schytte

The paper presents results and experiences from Strømflex, a large-scale demonstration project, which was deployed at Norwegian DSO - Lede for evaluating the potential for activation of flexibility in the distribution network. The objective is to demonstrate how flexibility resources at different types of customers can be realised for the benefit of the DSO. The study focuses on the verification of the actually activated explicit flexibility volumes, practical estimation of baseline levels for the involved customer groups as well as considering consequences of the activations as rebound effect. The study defines the levels of the uncovered realistic flexibility potential, which varies across different customer groups. Finally, the study acknowledges well-functioning and reliability of the installed control technologies and concludes that the explicit activation of flexibility largely worked as intended in the pilot and has therefore a significant up-scaling potential.

本文介绍了Strømflex的结果和经验,Strømflex是一个大型示范项目,部署在挪威DSO - Lede,用于评估激活配电网络灵活性的潜力。目的是演示如何在不同类型的客户中实现灵活性资源,以使DSO受益。研究的重点是验证实际激活的显式灵活性量,对所涉及的客户群体的基线水平的实际估计,以及考虑激活的后果作为反弹效应。该研究定义了未发现的实际灵活性潜力的水平,该水平因不同的客户群体而异。最后,该研究承认安装的控制技术运行良好,可靠性高,并得出结论,明确激活灵活性在试验中基本达到预期效果,因此具有显著的扩大潜力。
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引用次数: 0
Power Oscillation Source Location Based on the Combination of Energy Function and Logistic Regression in a Fully Data-Driven Approach 基于全数据驱动的能量函数与逻辑回归相结合的功率振荡源定位
IF 2.6 4区 工程技术 Q3 ENGINEERING, ELECTRICAL & ELECTRONIC Pub Date : 2025-09-12 DOI: 10.1049/gtd2.70155
Shujia Guo, Chao Jiang, Shuyu Zhou, Di Wu, Xu Liu

With the increasing emphasis on green energy transformation, power systems are evolving into a “double high” structure characterised by a high integration of renewable energy sources and extensive use of power electronics. This transformation leads to more complex system topologies, necessitating improvements in monitoring and control measures. Traditional model-based approaches for identifying power oscillation disturbance sources are increasingly inadequate for the demands of modern power systems. The rapid development of Wide Area Measurement Systems (WAMS) has heightened interest in leveraging system response data for disturbance source localisation. This paper introduces a data-driven numerical method that combines energy functions with logistic regression, enhancing localisation accuracy by utilising power oscillation mechanisms and response data—and specifically improving accuracy by 15–22% over traditional methods. The proposed method identifies potential disturbance sources, ranging from minor random load fluctuations to significant forced power oscillations. A key innovation is the application of logistic regression for the automatic classification and localisation of disturbance sources, reducing the need for manual intervention and addressing the limitations of traditional energy function methods. Validation on WSCC 9-bus, New England 39-bus and 197-bus systems demonstrates 99.5% accuracy for single-source disturbances and 84.5-96.1% for multi-source scenarios, outperforming SVM (98.6%) and LDA (95.4%) while reducing computation time to 0.03s. By quantifying disturbance source localisation in power oscillations, this approach significantly enhances both the accuracy and efficiency of the localisation process.

随着对绿色能源转型的日益重视,电力系统正在向可再生能源的高度融合和电力电子技术的广泛应用为特征的“双高”结构发展。这种转换导致更复杂的系统拓扑,需要改进监视和控制措施。传统的基于模型的电力振荡干扰源识别方法越来越不能满足现代电力系统的需求。广域测量系统(WAMS)的快速发展引起了人们对利用系统响应数据进行干扰源定位的兴趣。本文介绍了一种数据驱动的数值方法,该方法将能量函数与逻辑回归相结合,利用功率振荡机制和响应数据提高了定位精度,特别是比传统方法提高了15-22%的精度。所提出的方法可以识别潜在的干扰源,范围从较小的随机负载波动到显著的强制功率振荡。一个关键的创新是应用逻辑回归对干扰源进行自动分类和定位,减少了人工干预的需要,并解决了传统能量函数方法的局限性。在WSCC 9-bus、New England 39-bus和197-bus系统上的验证表明,对单源干扰的准确率为99.5%,对多源干扰的准确率为84.5-96.1%,优于支持向量机(98.6%)和LDA(95.4%),同时将计算时间缩短至0.03s。该方法通过量化功率振荡中的干扰源定位,显著提高了定位过程的精度和效率。
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引用次数: 0
Adaptive Virtual Inertia Provision for AC and MT HVDC Grids Based on Converters' Capabilities 基于变流器能力的交流和MT直流电网自适应虚拟惯量供给
IF 2.6 4区 工程技术 Q3 ENGINEERING, ELECTRICAL & ELECTRONIC Pub Date : 2025-09-12 DOI: 10.1049/gtd2.70154
Amir Arsalan Astereki, Mehdi Monadi, Seyed Ghodratolah Seifossadat, Alireza Saffarian, Kumars Rouzbehi

This paper presents a novel perspective on providing adaptive virtual inertia (AVI), aimed at improving DC voltage stability in Multi-Terminal High Voltage DC (MT-HVDC) grids while simultaneously enhancing frequency response in AC grids. The proposed approach introduces an innovative Virtual Synchronous Generator (VSG) that supplies AVI for the AC systems. Additionally, a new control strategy for the Power Electronics Converters (PECs) that supply the MT-HVDC grid is presented, referred to as dcVSG, to provide AVI for this grid. Utilising both controllers concurrently enables adaptive and simultaneous virtual inertia provision on both DC and AC grids, while effectively leveraging the operational capabilities of the PECs. In this regard, the DC voltage and the AC grid frequency are considered as control parameters. The AVI is dynamically adjusted according to the PEC operating point. Specifically, the calculated maximum AVI is sensitive to the increase and reduction of the control parameter, demonstrating appropriate distinct values in response. This behaviour aims to utilise the PEC's maximum power capacity. The small-signal stability of the proposed system is analysed by focusing on the influence of virtual inertia on overall stability. Also, to assess the stability of the proposed controllers, Lyapunov stability theory, alongside a series of detailed simulation analyses, is conducted utilising the Cigre-DCS3 test grid. The simulation outcomes indicate that the proposed coordinated strategy yields a 20% reduction in DC voltage deviation while also enhancing frequency nadir. Additionally, it achieves over a 60% decrease in the rate of change of voltage (RoCoV) on the DC side and a 68% reduction in the rate of change of frequency (RoCoF), specifically when compared to methods that rely solely on the headroom power of the PEC to deliver maximum virtual inertia.

本文提出了一种提供自适应虚拟惯量(AVI)的新方法,旨在提高多端高压直流(MT-HVDC)电网的直流电压稳定性,同时提高交流电网的频率响应。该方法引入了一种新型的虚拟同步发电机(VSG),为交流系统提供AVI。此外,提出了一种新的电力电子变流器(PECs)控制策略,即dcVSG,为MT-HVDC电网提供AVI。同时利用这两个控制器可以在直流和交流电网上同时提供自适应的虚拟惯性,同时有效地利用PECs的操作能力。在这方面,直流电压和交流电网频率被认为是控制参数。AVI根据PEC工作点动态调整。具体而言,计算的最大AVI对控制参数的增加和减少很敏感,在响应中显示出适当的不同值。这种行为旨在利用PEC的最大功率容量。通过分析虚惯量对系统整体稳定性的影响,分析了系统的小信号稳定性。此外,为了评估所提出的控制器的稳定性,李雅普诺夫稳定性理论以及一系列详细的仿真分析,利用Cigre-DCS3测试网格进行。仿真结果表明,该协调策略可使直流电压偏差降低20%,同时提高频率最低点。此外,它在直流侧的电压变化率(RoCoV)降低了60%以上,频率变化率(RoCoF)降低了68%,特别是与仅依靠PEC的净空功率来提供最大虚拟惯性的方法相比。
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引用次数: 0
Comparing Active and Passive Small-Signal Stability Improvement Methods for Power Converters in Weak Grids, Considering Practical Switching Frequencies Achievable by SiC MOSFETs Versus Si IGBTs 比较弱电网中功率变换器的有源和无源小信号稳定性改进方法,考虑SiC mosfet与Si igbt可实现的实际开关频率
IF 2.6 4区 工程技术 Q3 ENGINEERING, ELECTRICAL & ELECTRONIC Pub Date : 2025-09-09 DOI: 10.1049/gtd2.70150
Jieyu Yao, Chenqi Wu, Michael Merlin, Paul Judge

With advancements in semiconductor technology, switching frequencies of 10–20 kHz, enabled by SiC MOSFETs, are becoming viable for megawatt-scale converters, significantly reducing switching losses and filter size. This highlights SiC MOSFETs' potential in future power conversion. However, careful system design is crucial for stable operation. This paper examines active and passive methods to improve small-signal stability in weak grids across practical switching frequencies achievable by SiC MOSFETs and Si IGBTs. Multi-parallel inverters and various grid scenarios emulate real-world conditions. The findings reveal that while both damping methods enhance stability margins, they exhibit distinct trade-offs. Passive damping, requiring a lower quality factor at lower switching frequencies, results in higher damping losses, while active damping achieves similar stability with minimal losses. Both improve resonance stability but have limited impact on low frequencies. Additionally, results show that combining a phase compensator with active damping improves stability for both low and high-frequency ranges. A summary table presenting the analysis of component costs, power losses and system stability margins for different converter designs was provided, which can assist designers in identifying trade-offs to achieve the optimal design with Si IGBTs and SiC MOSFETs for the targeted application.

随着半导体技术的进步,由SiC mosfet实现的10 - 20khz开关频率在兆瓦级转换器中变得可行,从而显着降低了开关损耗和滤波器尺寸。这突出了SiC mosfet在未来功率转换中的潜力。然而,谨慎的系统设计对于稳定运行至关重要。本文研究了通过SiC mosfet和Si igbt实现的实际开关频率,提高弱电网小信号稳定性的主动和被动方法。多并联逆变器和各种电网场景模拟现实世界的条件。研究结果表明,虽然两种阻尼方法都提高了稳定裕度,但它们表现出不同的权衡。被动阻尼在较低的开关频率下需要较低的质量因子,导致较高的阻尼损耗,而主动阻尼以最小的损耗实现类似的稳定性。两者都提高了谐振稳定性,但对低频的影响有限。此外,结果表明,结合相位补偿器和主动阻尼可以提高低频和高频范围的稳定性。本文还提供了一个汇总表,分析了不同转换器设计的组件成本、功率损耗和系统稳定裕度,这可以帮助设计人员确定权衡,以实现针对目标应用的Si igbt和SiC mosfet的最佳设计。
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引用次数: 0
Real-Time Microgrid Dispatching Considering Renewable Uncertainties: An Improved Approximate Dynamic Programming Method 考虑可再生能源不确定性的微电网实时调度:一种改进的近似动态规划方法
IF 2.6 4区 工程技术 Q3 ENGINEERING, ELECTRICAL & ELECTRONIC Pub Date : 2025-09-08 DOI: 10.1049/gtd2.70145
Bingruo Yin, Gengfeng Li, Yuxiong Huang, Zhaohong Bie

The volatility of distributed photovoltaic (PV) and wind turbine (WT) brings great challenge to the real-time dispatching of microgrid. This work aims at solving the problem via an improved approximate dynamic programming (ADP) method. Firstly, a two-stage microgrid dispatching framework is formulated to tackle uncertainty of PV and WT generation with an ADP model which is trained off-line and utilized in real-time dispatching. Secondly, an ambiguity set is proposed to utilize distribution knowledge of renewable generations for the generation of off-line training scenarios. Thirdly, an alternating direction successive projective approximation routine is proposed for the off-line training of ADP model to reduce the impact of initial cost-to-go value function and improve the accuracy of ADP model. Finally, case studies are conducted on the IEEE 37-bus and 123-bus systems to illustrate the effectiveness of the proposed method.

分布式光伏和风力发电机组的波动性给微电网的实时调度带来了巨大的挑战。本文旨在通过改进的近似动态规划(ADP)方法来解决这一问题。首先,利用离线训练的ADP模型,构建两阶段微网调度框架,解决光伏发电和小波发电的不确定性问题,并将其应用于实时调度;其次,提出模糊集,利用可再生代的分布知识生成离线训练场景;第三,提出了一种交替方向逐次投影逼近算法用于ADP模型的离线训练,以减小初始成本值函数的影响,提高ADP模型的精度。最后,以IEEE 37总线和123总线系统为例,说明了所提方法的有效性。
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引用次数: 0
An Optimization-Based Line-Wise Approach for Accurate Radial Distribution System State Estimation 一种基于优化的径向配电系统状态精确估计方法
IF 2.6 4区 工程技术 Q3 ENGINEERING, ELECTRICAL & ELECTRONIC Pub Date : 2025-09-08 DOI: 10.1049/gtd2.70149
Amir Reza Nikzad, Thiago R. Fernandes, Bala Venkatesh, Fernanda C. L. Trindade

Distribution system state estimation (DSSE) is an essential tool for the effective operation and management of modern distribution systems. A common challenge in DSSE is ensuring accurate estimates despite limited real-time measurements and high pseudo-measurement errors. This paper presents a novel line-wise state estimator (LW-SE) for radial distribution systems, leveraging conic quadratic optimization to transform the non-convex state estimation problem into a convex one. This transformation enhances the accuracy of the state estimation process. Unlike traditional methods, the LW-SE formulation uses line impedances rather than admittances, addressing issues associated with low-impedance branches and leading to more stable power flow representations. Furthermore, the method accommodates diverse types of measurements without requiring paired active and reactive power measurements, their equivalent forms, or phase angle measurements as inputs—while still enabling accurate phase angle estimation. Results of case studies and comparisons with traditional state estimators (T-SE) demonstrate the effectiveness of the LW-SE with accuracy improvement ranging from 60% to 82% in scenarios with low availability of real-time measurements and high errors in pseudo-measurement. In scenarios involving gross measurement errors, the LW-SE consistently delivered lower MAPEs than the weighted least squares (WLS) and weighted least absolute value (WLAV) state estimators, while maintaining computational efficiency. These findings underscore the LW-SE's suitability for modern distribution system applications.

配电系统状态估计(DSSE)是现代配电系统有效运行和管理的重要工具。DSSE的一个共同挑战是在有限的实时测量和高伪测量误差的情况下确保准确的估计。本文提出了一种新的径向配电系统线性状态估计器,利用二次优化将非凸状态估计问题转化为凸状态估计问题。这种转换提高了状态估计过程的准确性。与传统方法不同,LW-SE公式使用线阻抗而不是导纳,解决与低阻抗支路相关的问题,并导致更稳定的潮流表示。此外,该方法适应不同类型的测量,而不需要成对的有功和无功测量,它们的等效形式,或相角测量作为输入,同时仍然能够实现精确的相角估计。案例研究和与传统状态估计器(T-SE)的比较结果表明,在实时测量可用性低、伪测量误差高的情况下,LW-SE的精度提高了60%至82%。在涉及总测量误差的场景中,LW-SE始终比加权最小二乘(WLS)和加权最小绝对值(WLAV)状态估计器提供更低的mape,同时保持计算效率。这些发现强调了LW-SE对现代配电系统应用的适用性。
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引用次数: 0
Distributionally Robust Allocation of Energy Storage Integrated With Soft Open Points Coordinating Flexibility and Resilience 柔性与弹性相协调的软开放点分布式鲁棒储能配置
IF 2.6 4区 工程技术 Q3 ENGINEERING, ELECTRICAL & ELECTRONIC Pub Date : 2025-09-05 DOI: 10.1049/gtd2.70142
Bingkai Huang, Yuxiong Huang, Qianwen Hu, Gengfeng Li, Zhaohong Bie

The large-scale integration of renewable distributed generators (DGs) and the increasing frequency of extreme events have heightened the demand for enhanced flexibility and resilience in distribution networks. Energy storage integrated with soft open points (E-SOPs) can improve both flexibility and resilience temporally and spatially. This paper presents a distributionally robust optimisation with a hybrid ambiguity set (HASDRO) method for E-SOPs allocation, aiming to enhance renewable energy consumption and operation efficiency under normal scenarios, while ensuring load supply during extreme events. The proposed hybrid ambiguity set combines a Wasserstein metric-based ambiguity set to capture the probability distributions of DG output and load demand, and a first-order moment-based ambiguity set to represent line outages. A two-stage HASDRO model is then formulated to optimise the planning and operation of E-SOPs, and to minimise total investment and worst-case expected operation costs, including DG curtailment and line loss penalties in normal scenarios as well as load shedding penalties in extreme events. The proposed HASDRO model is reformulated into an equivalent three-level model and solved by the customised column-and-constraint generation algorithm. Finally, the proposed method is validated on a modified IEEE 33-bus system, with the optimal E-SOP configuration comprising an ESS of 1.5 MW / 2.74 MWh and SOPs of 2.1 MVA. The results demonstrate a 43.10% reduction in line losses a 56.15% decrease in DG curtailment in normal scenarios, and a 52.24% reduction in load shedding during extreme events, highlighting the model's effectiveness in enhancing network flexibility and resilience.

可再生分布式发电机的大规模集成和极端事件的日益频繁,提高了对配电网灵活性和弹性的需求。与软开放点(e - sop)相结合的储能系统可以在时间和空间上提高灵活性和弹性。本文提出了一种基于混合模糊集(HASDRO)的分布式鲁棒优化e - sop分配方法,旨在提高正常情况下的可再生能源消耗和运行效率,同时保证极端事件下的负荷供应。所提出的混合模糊集结合了基于Wasserstein度量的模糊集来捕获DG输出和负载需求的概率分布,以及基于一阶矩的模糊集来表示线路中断。然后制定了一个两阶段的HASDRO模型,以优化e - sop的规划和运行,并最大限度地减少总投资和最坏情况下的预期运行成本,包括正常情况下的DG削减和线损罚款以及极端事件下的减载罚款。将提出的HASDRO模型重新表述为等效的三层模型,并通过定制的列约束生成算法求解。最后,在改进的IEEE 33总线系统上对该方法进行了验证,得到了最优的E-SOP配置,即ESS为1.5 MW / 2.74 MWh, sop为2.1 MVA。结果表明,在正常情况下,线路损耗减少43.10%,DG削减减少56.15%,在极端事件下,负载减少减少52.24%,突出了该模型在提高网络灵活性和弹性方面的有效性。
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引用次数: 0
Deployment of GRN-PBIL Framework With Integrated DG-DRM in Electric Vehicle Charge Scheduling for Welfare Maximisation 集成DG-DRM的GRN-PBIL框架在电动汽车福利最大化充电调度中的部署
IF 2.6 4区 工程技术 Q3 ENGINEERING, ELECTRICAL & ELECTRONIC Pub Date : 2025-09-05 DOI: 10.1049/gtd2.70148
Rajkumar Kasi, Chandrasekaran Nayanatara, Jeevarathinam Baskaran

The rapid adoption of electric vehicles (EVs) in recent years has led to a surge in power demand, presenting challenges in maintaining grid stability and efficiency. In response, service providers must integrate EVs with renewable energy sources while addressing the intermittent nature of distributed generation (DG) and fluctuating demand. Demand response management (DRM) offers a solution by aligning energy usage with renewable energy availability and optimising grid performance. Modern distribution systems advocate for the prediction of station usage and service availability to estimate charging demand. This research explores the use of a gated recurrent network (GRN) model for scheduling EV charging, with the goal of reducing peak demand. The integration of optimal DRM with DG further enhances the performance. The proposed scheduling algorithm incorporates DG-DRM to predict charging needs and alleviate peak load in the IEEE 33-bus system and the real-time utility network (RTUN)-17 bus test system. Consumer participation in DRM maximises the total social benefit by lowering generation costs and congestion indices. A heuristic GRN model, combined with a probability-based incremental learning algorithm, is introduced to tackle multi-objective optimisation. The algorithm is tested across various scenarios, with EV scheduling carried out in the first phase and DRM with DG parameters optimised in the second. The results show the algorithm's superior performance in achieving the objective function compared to other computational methods.

近年来,电动汽车的迅速普及导致电力需求激增,对维持电网的稳定性和效率提出了挑战。为此,服务提供商必须将电动汽车与可再生能源相结合,同时解决分布式发电(DG)的间歇性和需求波动的问题。需求响应管理(DRM)通过将能源使用与可再生能源可用性相结合并优化电网性能,提供了一种解决方案。现代配电系统提倡对电站使用情况和服务可用性进行预测,以估计充电需求。本研究探讨了使用门控循环网络(GRN)模型来调度电动汽车充电,以降低峰值需求。最优DRM与DG的集成进一步提高了性能。提出的调度算法在IEEE 33总线系统和RTUN -17总线测试系统中采用DG-DRM来预测充电需求和缓解峰值负荷。通过降低发电成本和拥堵指数,消费者参与DRM使总社会效益最大化。引入一种启发式GRN模型,结合基于概率的增量学习算法来解决多目标优化问题。该算法在各种场景下进行了测试,第一阶段进行了电动汽车调度,第二阶段进行了DG参数优化的DRM。结果表明,与其他计算方法相比,该算法在实现目标函数方面具有优越的性能。
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引用次数: 0
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