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An AI-Based Technique for Fault Location in Inverter-Based Active Distribution Networks 基于人工智能的逆变器有源配电网故障定位技术
IF 2.6 4区 工程技术 Q3 ENGINEERING, ELECTRICAL & ELECTRONIC Pub Date : 2026-01-23 DOI: 10.1049/gtd2.70228
Morteza Behbahanipour, Seyed Fariborz Zarei, Mohammadhadi Shateri

Fault location is increasingly essential in inverter-based active distribution networks. This is due to the large number of branches and laterals in such networks, as well as the presence of inverter-based distributed generators (IBDGs). Several techniques are used for locating faults in distribution networks, including impedance-based approaches, traveling wave-based schemes, and artificial intelligence (AI)-based approaches. AI-based schemes are superior to others in terms of speed and accuracy, and they do not demand high-frequency devices. However, there is a lack of AI-based schemes that can effectively address scenarios involving a high number of branches, a limited number of measurement instruments, the presence of IBDGs, and high fault resistance. Accordingly, this paper introduces a modified one-dimensional convolutional neural network (1-D CNN) that combines residual connections with 1-D CNNs. The suggested approach includes two elements for fault location: (i) determining the fault distance and (ii) identifying the section of the network that is faulty. The results indicate that this approach effectively pinpoints faults with varying resistance levels at different locations, even in the presence of IBDGs. Ultimately, the proposed solution demonstrates enhanced accuracy in networks featuring multiple distributed generators, numerous sub-branches, unbalanced load conditions, and diverse fault scenarios.

在基于逆变器的有源配电网中,故障定位越来越重要。这是由于此类网络中有大量分支和分支,以及基于逆变器的分布式发电机(ibdg)的存在。配电网故障定位有几种技术,包括基于阻抗的方法、基于行波的方法和基于人工智能(AI)的方法。基于人工智能的方案在速度和准确性方面优于其他方案,而且它们不需要高频设备。然而,缺乏基于人工智能的方案,可以有效地解决涉及大量分支,有限数量的测量仪器,存在ibdg和高故障电阻的场景。据此,本文引入了一种将残差连接与一维卷积神经网络相结合的改进一维卷积神经网络(1-D CNN)。建议的方法包括两个故障定位要素:(i)确定故障距离和(ii)确定故障网络的部分。结果表明,即使在存在ibdg的情况下,该方法也能有效地精确定位不同位置具有不同电阻水平的故障。最终,该解决方案在具有多个分布式发电机、众多子支路、不平衡负载条件和各种故障场景的网络中证明了更高的准确性。
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引用次数: 0
WAMS Based Two Layered Power Management System for Islanded Microgrid Clusters 基于WAMS的孤岛微电网集群两层电源管理系统
IF 2.6 4区 工程技术 Q3 ENGINEERING, ELECTRICAL & ELECTRONIC Pub Date : 2026-01-23 DOI: 10.1049/gtd2.70214
Prashant Khare, Maddikara Jaya Bharata Reddy

Microgrids offer a viable solution to power outages by integrating distributed energy resources (DERs) to ensure a reliable, localised power supply. This paper presents a two-layered power management system (PMS) for a microgrid cluster, utilising a wide area measurement system (WAMS) to enhance operational reliability. In the proposed two-layer PMS, the first layer implements a centralized PMS for individual microgrid operation and the second layer employs a supervisory PMS for microgrid cluster management. The proposed PMS addresses the critical challenge of power imbalance arising from rapid load fluctuations and the stochastic nature of renewable-based DERs. The system is implemented on a modified IEEE 33-bus test system, configured as a microgrid cluster comprising residential and commercial microgrids. Two algorithms, a load prioritization algorithm (LPA) and a conventional load shedding algorithm (LSA), are developed and implemented within the phasor data concentrator (PDC) to manage power deficit and surplus. Both algorithms facilitate the power transactions by prioritising loads according to a priority factor and their performance is compared against each other. To ensure practical equivalence to real distribution systems, diverse load categories are incorporated. The system is validated through comprehensive case studies in MATLAB/Simulink and also demonstrated via real-time validation using an OPAL-RT (OP4510).

微电网通过整合分布式能源(DERs)来确保可靠的局部电力供应,为停电提供了可行的解决方案。本文提出了一种用于微电网集群的双层电源管理系统(PMS),利用广域测量系统(WAMS)来提高运行可靠性。在本文提出的两层PMS中,第一层为单个微网运行提供集中式PMS,第二层为微网集群管理提供监督式PMS。提出的PMS解决了由于负荷快速波动和可再生能源分布式电源的随机性而引起的电力不平衡的关键挑战。该系统在改进的IEEE 33总线测试系统上实现,配置为包含住宅和商业微电网的微电网集群。在相量数据集中器(PDC)中开发并实现了负载优先排序算法(LPA)和常规减载算法(LSA)两种算法来管理缺电和余电。这两种算法通过根据优先级因子对负载进行优先级排序来促进电力事务,并对它们的性能进行比较。为了确保与实际配电系统的实际等价,将不同的负荷类别纳入其中。该系统通过MATLAB/Simulink中的综合案例研究进行了验证,并通过使用OPAL-RT (OP4510)进行了实时验证。
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引用次数: 0
Fractional-Order Sequence Impedance Modelling and Stability Assessment of Grid-Connected Virtual Synchronous Generators 并网虚拟同步发电机分数阶序列阻抗建模与稳定性评估
IF 2.6 4区 工程技术 Q3 ENGINEERING, ELECTRICAL & ELECTRONIC Pub Date : 2026-01-22 DOI: 10.1049/gtd2.70227
Shuohe Wang, Yahui Shen, Sican Liu, Honglei Dai, Qian Li

In this study, a sequence impedance model for a virtual synchronous machine (VSG) grid-connected inverter that incorporates fractional-order characteristics of real inductive and capacitive components was developed, utilising the harmonic linearisation method. The model's accuracy was validated through simulation. The impact of altering the sequence of the inductor and capacitor on the impedance characteristics was further examined, system's stability was assessed using the generalised Nyquist criterion. The outcomes of hardware-in-the-loop studies indicate that the fractional-order features of the components influence the stability of the VSG grid-connected system. In the interim, the parameter-optimised fractional-order model exhibited superior stability compared to the integer-order model.

在本研究中,利用谐波线性化方法,建立了包含真实电感和电容元件分数阶特性的虚拟同步机(VSG)并网逆变器的序列阻抗模型。通过仿真验证了模型的准确性。进一步研究了改变电感和电容顺序对阻抗特性的影响,并利用广义奈奎斯特准则评估了系统的稳定性。硬件在环研究结果表明,各部件的分数阶特性会影响VSG并网系统的稳定性。在此期间,参数优化分数阶模型的稳定性优于整数阶模型。
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引用次数: 0
Collaborative Scheduling of Fused Magnesite Load Considering Strong Process Constraints for High Proportion Renewable Energy Accommodation 考虑强工艺约束的高比例可再生能源调节电熔菱矿负荷协同调度
IF 2.6 4区 工程技术 Q3 ENGINEERING, ELECTRICAL & ELECTRONIC Pub Date : 2026-01-21 DOI: 10.1049/gtd2.70233
Qihuitianbo Liu, Bowen Zhou, Dongsheng Yang, Bo Hu, Yanhong Luo

With the high proportion of renewable energy connected to the power grid, it has become more and more difficult to regulate residential and commercial loads, and industrial loads are urgently needed to participate in the regulation. Industrial loads face strict constraints, making their participation in grid regulation challenging. To this end, this paper analyses the tunable resource characteristics of the fused magnesite production process, and establishes a mathematical model to describe the strong constraints of its production work. Based on this model, a two-layer optimisation model is developed for wind and photovoltaic power absorption and fused magnesite load regulation. The upper layer aims to maximise the system's new energy consumption, while the lower layer optimises the economic operation of thermal power units using the total power and renewable energy output determined by the upper model. Finally, the effectiveness of the optimisation model is verified by comparing different fused magnesite load adjustment ratios, considering the energy consumption and cost, using the CPLEX solver and comparing the simulation of typical cases. The results show that the proposed optimisation model increases the new energy consumption rate by 93.89%, reduces the system operating cost by USD 537.29, and provides strong support for the construction of new power systems.

随着可再生能源并网比例的提高,居民和商业负荷的调节难度越来越大,迫切需要工业负荷参与调节。工业负荷面临严格的限制,使其参与电网监管具有挑战性。为此,本文分析了电熔菱镁矿生产过程的可调资源特征,建立了描述其生产工作强约束的数学模型。在此基础上,建立了风电、光伏吸收和电熔菱矿负荷调节的两层优化模型。上层的目标是最大化系统的新能源消耗,下层的目标是利用上层模型确定的总功率和可再生能源输出来优化火电机组的经济运行。最后,在考虑能耗和成本的情况下,通过比较不同的电熔菱矿负荷调节比,利用CPLEX求解器和典型案例的仿真对比,验证了优化模型的有效性。结果表明,所提出的优化模型使新能源消耗率提高了93.89%,使系统运行成本降低了537.29美元,为新电力系统的建设提供了有力支持。
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引用次数: 0
Co-Planning of Line and Storage for Resilience Improvement of Distribution Network Under Compound Temperature–Precipitation Events 温度-降水复合事件下提高配电网弹性的线库协同规划
IF 2.6 4区 工程技术 Q3 ENGINEERING, ELECTRICAL & ELECTRONIC Pub Date : 2026-01-16 DOI: 10.1049/gtd2.70234
Xingyu Luan, Xiaoyan Bian, Ruochen Duan, Jiawei Zhang, Yuan Ji, Qibin Zhou

The threat of compound temperature–precipitation events (CTPEs) under global climate change to the resilience of the distribution network with high-penetration new energy (DN-HNE) is far more serious than that of single meteorological events. Therefore, this paper proposes a co-planning method of distribution line and storage for resilience improvement of DN-HNE under CTPEs. First, a CTPEs identification method is proposed, and a CTPEs-sources/load prediction model is constructed based on Sparrow Search Algorithm–Random Forest Regression prediction algorithm and coupling analysis of meteorological–electrical. Second, a double-layer model of line-storage co-planning for resilience improvement under CTPEs is established. The co-planning scheme of line and storage is optimised in the upper layer. In the lower layer, the output of each resource is decided by optimal operation simulation. Finally, the modified IEEE 33-node distribution system is tested. The result shows that the proposed method can significantly improve the resilience and economy of DN-HNE.

全球气候变化背景下的复合温度-降水事件(CTPEs)对高渗透新能源配电网(DN-HNE)恢复力的威胁远远大于单一气象事件。因此,本文提出了一种提高ctpe下DN-HNE弹性的配电线路和存储协同规划方法。首先,提出了一种CTPEs识别方法,并基于麻雀搜索算法-随机森林回归预测算法和气象电耦合分析,构建了CTPEs-源/负荷预测模型。其次,建立了ctpe条件下提高弹性的线蓄协同规划双层模型。在上层对线路与存储协同规划方案进行优化。在下层,各资源的输出由最优运行仿真决定。最后,对改进后的IEEE 33节点配电系统进行了测试。结果表明,该方法能显著提高DN-HNE的弹性和经济性。
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引用次数: 0
Practical Capacitor Placement Strategy for Loss Minimisation in Low-Voltage Distribution Networks 低压配电网中损耗最小的实用电容器布置策略
IF 2.6 4区 工程技术 Q3 ENGINEERING, ELECTRICAL & ELECTRONIC Pub Date : 2026-01-16 DOI: 10.1049/gtd2.70239
Ke Wang

Due to long supply lines, dispersed consumers, and a high proportion of inductive motor loads, severe line loss issues may occur in rural low-voltage distribution networks (LVDNs). Passive capacitors offer a cost-effective solution for reactive power compensation. Existing literature has proposed numerous line loss compensation strategies based on passive capacitors, yet most involve complex calculations that hinder widespread adoption and large-scale implementation. In practice, distribution network operators often face limited theoretical expertise, constrained budgets, and a vast number of lines requiring compensation. Thus, a critical challenge lies in determining the placement of capacitors in a simple and effective manner. To address this gap, the paper proposes a practical capacitor placement strategy specifically for line loss reduction in LVDNs. Leveraging real-time data from consumer metering systems, it calculates active and reactive power distributions under various capacitor placement scenarios. An optimisation problem is then formulated and solved under two input modes with the objective of minimising total line loss, ultimately identifying the optimal set of capacitor installation locations. The proposed strategy is computationally efficient, low-cost, and practical for implementation. Case validation conducted on a real fish and crab farming distribution network demonstrates significant line loss reduction, confirming the strategy's effectiveness.

由于供电线路长,用户分散,感应电机负载比例高,农村低压配电网络(lvdn)可能出现严重的线损问题。无源电容器为无功补偿提供了一种经济有效的解决方案。现有文献提出了许多基于无源电容器的线损补偿策略,但大多数涉及复杂的计算,阻碍了广泛采用和大规模实施。在实践中,配电网运营商经常面临理论专业知识有限、预算有限以及大量线路需要补偿的问题。因此,一个关键的挑战在于以一种简单有效的方式确定电容器的位置。为了解决这一差距,本文提出了一种实用的电容器放置策略,专门用于降低lvdn中的线路损耗。利用来自消费者计量系统的实时数据,它可以计算各种电容器放置场景下的有功和无功功率分布。然后在两种输入模式下制定和解决优化问题,目标是最小化总线路损耗,最终确定最佳的电容器安装位置集。所提出的策略具有计算效率高、成本低、易于实现的特点。在一个真实的鱼蟹养殖分销网络上进行的案例验证表明,该策略显著降低了线损,证实了该策略的有效性。
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引用次数: 0
Multi-Layer MTDC Protection: Design and Simulation Assessment 多层MTDC保护:设计与仿真评估
IF 2.6 4区 工程技术 Q3 ENGINEERING, ELECTRICAL & ELECTRONIC Pub Date : 2026-01-12 DOI: 10.1049/gtd2.70231
Jong-Geon Lee, Il Kwon, YuJin Kwahk, Bang-Wook Lee

With the growing demand for scalable and resilient high-voltage direct current infrastructure driven by offshore renewables and international power exchange, multi-terminal DC (MTDC) systems are emerging as a key solution. However, their deployment is hindered by the lack of effective DC fault protection. Conventional single-layer architectures assign detection, limitation, and interruption to a single breaker, resulting in over-engineered designs and high system complexity. This study proposes a multi-layer protection approach that decouples fault current management into two dedicated functions: a thyristor-based fault current limiter for initial current suppression and an active resonance circuit breaker for selective fault isolation. A comparative simulation using the CIGRE B4.57 MTDC benchmark in PSCAD/EMTDC evaluates the proposed scheme against a widely adopted hybrid DC circuit breaker baseline. The results demonstrate reduced peak fault current, lower surge-arrester stress, and a significant decrease in semiconductor requirements. Together, these outcomes confirm that the proposed multi-layer architecture provides comparable interruption performance while offering practical implementation advantages and improved scalability for future MTDC systems.

随着海上可再生能源和国际电力交换对可扩展和弹性高压直流基础设施的需求不断增长,多终端直流(MTDC)系统正在成为一种关键解决方案。但由于缺乏有效的直流故障保护,阻碍了其部署。传统的单层架构将检测、限制和中断分配给单个断路器,导致过度设计和高系统复杂性。本研究提出了一种多层保护方法,将故障电流管理解耦为两个专用功能:基于晶闸管的故障限流器用于初始电流抑制,主动谐振断路器用于选择性故障隔离。在PSCAD/EMTDC中使用CIGRE B4.57 MTDC基准进行了比较仿真,并对广泛采用的混合直流断路器基线进行了评估。结果表明,降低了峰值故障电流,降低了避雷器应力,并显著降低了半导体要求。总之,这些结果证实了所提出的多层体系结构提供了相当的中断性能,同时为未来的MTDC系统提供了实际的实现优势和改进的可扩展性。
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引用次数: 0
ML Assisted T-Model Feeder Reduction and Convex Fast Reconfiguration Method for Active Distribution Networks With DERs 带DERs的有源配电网的ML辅助t模型馈线约简和凸快速重构方法
IF 2.6 4区 工程技术 Q3 ENGINEERING, ELECTRICAL & ELECTRONIC Pub Date : 2026-01-08 DOI: 10.1049/gtd2.70226
Tharmini Thavaratnam, Bala Venkatesh

Deep electrification of energy systems and massive integration of distributed energy resources (DERs) push the growth of radial distribution networks (RDNs), requiring innovative methods to deal with the increased complexity and enhance current operational tasks. Network reconfiguration (NR) is one of the tools researched and developed during the last 50+ years for large distribution sizes for more robust operations. NR is vital for reliable operation and demands swift, accurate decision-making, prompting distribution utilities to adopt faster solution methods. In this sense, a method is proposed in this paper with the objective of minimising the execution time of reconfigured large RDNs. A T-Model feeder reduction method, a mapping artificial neural network (ANN) method to map feeder demand and power injections of DERs to T-Model parameters, a reduced RDNs representation using T-Models of feeders, and a network reconfiguration method leveraging this reduced network are proposed. The proposed T-Model reduces the number of nodes in RDNs considering connected loads and DERs by around 55%, which leads to significantly reduced network representation and thereby execution time when reconfiguring the RDNs. The proposed method is tested on several systems, including the IEEE 123-Bus network. The execution time is reduced by up to 74.53% while providing the accuracy of at least 97.17%. This method scales well and performs better for active larger RDNs.

能源系统的深度电气化和分布式能源(DERs)的大规模集成推动了径向配电网络(rdn)的发展,这需要创新的方法来应对日益增加的复杂性并增强当前的运营任务。网络重构(NR)是过去50多年来研究和开发的一种工具,用于大型分销规模,以实现更稳健的运营。NR对可靠运行至关重要,需要快速、准确的决策,促使配电公司采用更快的解决方案。从这个意义上说,本文提出了一种以最小化重新配置的大型rdn的执行时间为目标的方法。提出了一种T-Model馈线约简方法、一种将馈线需求和der功率注入映射到T-Model参数的映射人工神经网络(ANN)方法、一种利用馈线T-Model的简化rdn表示方法,以及一种利用该简化网络的网络重构方法。所提出的t模型将考虑连接负载和der的rdn中的节点数量减少了约55%,这导致网络表示显著减少,从而在重新配置rdn时减少了执行时间。该方法在多个系统上进行了测试,包括IEEE 123总线网络。执行时间最多减少74.53%,同时提供至少97.17%的准确性。该方法可伸缩性很好,并且对于活动较大的rdn性能更好。
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引用次数: 0
Active Low-Voltage Ride-Through Control Strategy for Wind Turbines to Improve Transient Stability in Power Systems 提高电力系统暂态稳定性的风电机组低压主动穿越控制策略
IF 2.6 4区 工程技术 Q3 ENGINEERING, ELECTRICAL & ELECTRONIC Pub Date : 2026-01-07 DOI: 10.1049/gtd2.70225
Guangyao Yu, Xiaolin Zheng, Sixuan Wang, Zhenbin Li, Shupeng Li, Naiyuan Liu, Zhenglong Sun

The increasing integration of wind power poses a challenge to power system transient stability. Conventional low-voltage ride-through (LVRT) control is hindered by passive triggering and delays, while synchronous generator tripping (SGT) incurs economic costs. This study proposes a coordinated strategy that enhances transient stability by combining active LVRT control of Wind Turbine Generators (WTGs) with SGT. The stability mechanism of active LVRT is analysed, and a model of an active LVRT doubly-fed induction generator (DFIG) is developed. An intelligent decision-making platform, employing the Proximal Policy Optimisation (PPO) deep reinforcement learning algorithm, dynamically optimises active LVRT parameters—start-stop timing, duration, and participating WTG count—based on real-time system states.

Furthermore, a disturbance severity-graded coordinated control strategy dynamically selects the appropriate control response level between active LVRT and SGT. Simulations confirm that the active LVRT strategy significantly improves transient stability. Its coordination with SGT optimises stability enhancement, demonstrating strong adaptability and robustness across diverse fault scenarios. This research presents a viable approach for ensuring the secure and stable operation of power grids with high penetration of renewable energy.

风电并网程度的提高对电力系统暂态稳定性提出了挑战。传统的低压穿越(LVRT)控制受到被动触发和延迟的阻碍,而同步发电机脱扣(SGT)会带来经济成本。本文提出了一种将主动LVRT控制与sgt相结合来提高风电机组暂态稳定性的协调策略。分析了主动LVRT的稳定机理,建立了主动LVRT双馈感应发电机(DFIG)的模型。智能决策平台采用近端策略优化(PPO)深度强化学习算法,根据实时系统状态动态优化主动LVRT参数——启停时间、持续时间和参与WTG计数。此外,采用扰动程度分级协调控制策略在主动LVRT和sgt之间动态选择合适的控制响应水平。仿真结果表明,主动LVRT策略显著提高了系统暂态稳定性。它与SGT的协调优化了稳定性增强,在不同的故障场景中表现出强大的适应性和鲁棒性。该研究为保证可再生能源高渗透率电网的安全稳定运行提供了可行的途径。
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引用次数: 0
A Voronoi Diagram-Based Approach for AC Optimal Power Flow 基于Voronoi图的交流最优潮流求解方法
IF 2.6 4区 工程技术 Q3 ENGINEERING, ELECTRICAL & ELECTRONIC Pub Date : 2026-01-05 DOI: 10.1049/gtd2.70222
Mohammed N. Khamees, Kai Sun

The primary goal of optimal power flow (OPF) is to optimise the operation of a power system while meeting the demand and adhering to operational constraints. This paper presents a new approach for AC OPF. First, the approach constructs a Voronoi diagram by distributing multiple sample points representing potential solutions throughout the search space. Then, it recursively adds new sample points, including a tentative optimal point from the continuous gradient-projection method, a point in the most sparsely populated region to ensure high fidelity and the connecting point, until the stopping criterion is met. The proposed approach is illustrated in detail using the IEEE 9-bus system and then validated on the IEEE 39-bus and 118-bus systems to verify the quality of the obtained solution.

最优潮流(OPF)的主要目标是在满足需求的同时,使电力系统的运行达到最优。本文提出了一种交流OPF的新方法。首先,该方法通过在整个搜索空间中分布多个代表潜在解的样本点来构建Voronoi图。然后,递归地添加新的样本点,包括连续梯度投影法的暂定最优点、保真度最稀疏区域的点和连接点,直到满足停止准则。采用IEEE 9总线系统详细说明了所提出的方法,然后在IEEE 39总线和118总线系统上进行了验证,以验证所得到的解的质量。
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引用次数: 0
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