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An online updated linear power flow model based on regression learning 基于回归学习的在线更新线性功率流模型
IF 2.5 4区 工程技术 Q1 Engineering Pub Date : 2024-05-03 DOI: 10.1049/gtd2.13170
Molin An, Tianguang Lu, Xueshan Han

The linear power flow (LPF) model is widely used in the optimization, operation, and control of distribution networks. These applications require the LPF model to be accurate, fast, and simple in order to simplify calculations as well as to efficiently perform operations and scheduling. In addition, it is difficult to realize the online update of parameters in the existing LPF models. The model retraining brings serious data burden and inefficiency. To serve these applications and comply with requirements, a brand new LPF model is proposed in this paper. A quadratic power flow model is trained by regression learning first, and then the proposed LPF model is derived by Taylor expansion. After only one initial regression learning, the proposed LPF model no longer needs retraining when updated. The refreshed parameter is simply updated online according to the real-time measurement data, which improves the generalization ability. In conclusion, the proposed LPF model is accurate, generalizable, and greatly minimizes the data consumption and running time. Performance analysis verifies these superiorities.

线性功率流(LPF)模型广泛应用于配电网络的优化、运行和控制。这些应用要求 LPF 模型准确、快速、简单,以简化计算并有效执行操作和调度。此外,现有的 LPF 模型很难实现参数的在线更新。模型的重新训练会带来严重的数据负担和低效率。为了满足这些应用和要求,本文提出了一种全新的 LPF 模型。首先通过回归学习训练二次方功率流模型,然后通过泰勒展开导出本文提出的 LPF 模型。只需进行一次初始回归学习,所提出的 LPF 模型在更新时就不再需要重新训练。更新参数只需根据实时测量数据进行在线更新,从而提高了泛化能力。总之,所提出的 LPF 模型准确、可泛化,并极大地减少了数据消耗和运行时间。性能分析验证了这些优点。
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引用次数: 0
A hierarchical coordinated control strategy of air-conditioning loads for peak regulation service 用于调峰服务的空调负荷分层协调控制策略
IF 2.5 4区 工程技术 Q1 Engineering Pub Date : 2024-05-02 DOI: 10.1049/gtd2.13159
Wei Wang, Shunfu Lin, Lulu Wang, Yang Mi, Jin Tan, Liang Qian, Dongdong Li, Fangxing Li

The increased penetration of renewable energy sources and the intensification of peak-valley differences present challenges to peak regulation in the power system. Fulfilling the peak regulation needs of the power system solely through generation-side resources proves to be challenging. Large-scale fixed frequency air-conditioning (FFAC) and inverter air-conditioning (IAC) are high-quality flexible load resources. This paper proposes a hierarchical coordinated control strategy of air-conditioning (AC) loads for peak regulation service. In the first layer of the control strategy, the load aggregator collaborates with multiple AC groups to ensure the completion of peak regulation tasks with specific power-constrained requirements. In the second layer of the control strategy, the control centre of each group optimizes the temperature adjustment values for each AC load, aiming to reduce incentive costs. Finally, the proposed method is validated through simulations, demonstrating its capability to achieve coordinated control of FFAC and IAC loads under various power-constrained requirements. Furthermore, the simulation demonstrates the effectiveness of the control strategy in reducing user discomfort and the AC's incentive costs.

可再生能源渗透率的提高和峰谷差的加剧给电力系统的调峰带来了挑战。事实证明,仅通过发电侧资源来满足电力系统的调峰需求具有挑战性。大型定频空调(FFAC)和变频空调(IAC)是优质的灵活负荷资源。本文提出了一种用于调峰服务的空调(AC)负荷分层协调控制策略。在控制策略的第一层,负荷聚合器与多个空调组协作,确保完成具有特定功率约束要求的调峰任务。在控制策略的第二层,每个组的控制中心会优化每个交流负载的温度调节值,以降低激励成本。最后,通过仿真验证了所提出的方法,证明该方法能够在各种功率受限要求下实现对全氟交流和工频交流负载的协调控制。此外,模拟还证明了该控制策略在减少用户不适感和空调激励成本方面的有效性。
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引用次数: 0
Deployment of a full-size converter utilised hydropower plant to enhance inter-area oscillation damping 部署全尺寸换流器利用水电站,加强区域间振荡阻尼
IF 2.5 4区 工程技术 Q1 Engineering Pub Date : 2024-05-01 DOI: 10.1049/gtd2.13165
Daniel Fank, Herwig Renner

Due to the increasing share of inverter-based renewable energy sources and the increased retrofitting of conventional hydropower plants with power electronics, novel possibilities arise for providing damping power in case of occurring inter-area oscillations in power systems. This paper presents a complete model of a variable-speed hydropower plant (VSHP) in a single-machine infinite bus system. The demonstrated analytical model is applied for small-signal stability analysis that contains all relevant converter dynamics and is verified by an additional non-linear time-domain simulation. The damping controller approach located in the full-size converter (FSC) consists of the classical power system stabilizer with additional phase compensation, to which an appropriate wide-area input signal is fed via a phasor measurement unit device. Subsequently, the FSC-VSHP with additional damping algorithm is examined with respect to the significantly higher damping performance with regard to inter-area modes in a three-machine model.

由于基于逆变器的可再生能源所占比例越来越大,而且传统水力发电厂越来越多地采用电力电子设备进行改造,因此在电力系统发生区域间振荡时提供阻尼功率的新可能性应运而生。本文介绍了单机无限母线系统中变速水电站 (VSHP) 的完整模型。所展示的分析模型适用于小信号稳定性分析,其中包含所有相关的变流器动态,并通过额外的非线性时域仿真进行了验证。全尺寸变流器(FSC)中的阻尼控制器方法由带有额外相位补偿的经典电力系统稳定器组成,通过相量测量单元装置向其输入适当的广域输入信号。随后,对带有附加阻尼算法的 FSC-VSHP 进行了检验,结果表明,在三机模型中,其对区域间模式的阻尼性能显著提高。
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引用次数: 0
Incipient interturn fault detection for ONAN power transformers using electrothermal characteristic fusion analysis 利用电热特性融合分析检测 ONAN 电力变压器的初期匝间故障
IF 2.5 4区 工程技术 Q1 Engineering Pub Date : 2024-04-29 DOI: 10.1049/gtd2.13166
Lijing Zhang, Gehao Sheng, Nan Zhou, Zizhan Ni, Xiuchen Jiang

Existing interturn fault detecting methods rely on winding impedance, winding current, and dissolved gases. They are effective only when the insulation is severely damaged. This paper proposes a novel detection method based on fusion analysis of electrothermal characteristics including winding currents, temperatures of four areas on the tank wall, top oil and ambient temperatures, which can identify the interturn fault at an early stage. When an incipient interturn fault occurs, the heat generated by the faulty turns is transferred to the oil and tank wall, leading to an increase in top oil and tank wall temperatures. Thus, the incipient fault can be detected by analysing these electrothermal characteristic parameters. Borrowing the idea of digital twin (DT), this method establishes a high-fidelity simulation model to simulate the transformer electrothermal characteristics under different operating conditions. Afterward, an intelligent neural network is adopted to extract the quantitative relationship between the eight feature attributions and fault conditions. Finally, this neural network is utilized to detect the incipient interturn fault for the transformer entity. Case studies are conducted on a 100 kVA transformer with oil natural air natural (ONAN) cooling mode. The detection accuracy is improved by 68.5% compared to the winding current-based method.

现有的匝间故障检测方法依赖于绕组阻抗、绕组电流和溶解气体。这些方法只有在绝缘严重损坏时才有效。本文提出了一种基于电热特性(包括绕组电流、油箱壁上四个区域的温度、顶油和环境温度)融合分析的新型检测方法,可在早期识别匝间故障。当发生匝间初期故障时,故障匝产生的热量会传递到油和油箱壁,导致顶油和油箱壁温度升高。因此,可以通过分析这些电热特性参数来检测初期故障。该方法借鉴了数字孪生(DT)的思想,建立了一个高保真仿真模型来模拟不同运行条件下的变压器电热特性。然后,采用智能神经网络提取八个特征属性与故障条件之间的定量关系。最后,利用该神经网络检测变压器实体的初期匝间故障。案例研究是在一台 100 kVA 变压器上进行的,该变压器采用油自然空气自然冷却(ONAN)模式。与基于绕组电流的方法相比,检测精度提高了 68.5%。
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引用次数: 0
YOLO-AFPN: Marrying YOLO and AFPN for external damage detection of transmission lines YOLO-AFPN:将 YOLO 和 AFPN 相结合,用于输电线路外部损伤检测
IF 2.5 4区 工程技术 Q1 Engineering Pub Date : 2024-04-27 DOI: 10.1049/gtd2.13171
Zhenbing Zhao, Yitian Pan, Guangxue Guo, Yongjie Zhai, Gao Liu

To better detect targets that may cause external damage to transmission lines, the authors present You Only Look Once-Asymptotic Feature Pyramid Network (YOLO-AFPN), a lightweight but efficient model. Firstly, the authors adopt a feature comparison strategy based on the knowledge of transmission line scenes, which facilitates increased attention to target features during the training. Secondly, the YOLOv8 detection network is built, and the backbone adds three layers of simple parameter-free attention module, which extracts features while maintaining lightness, and improves the detection capability in complex scenarios. Then, in the feature fusion stage, an AFPN is constructed, which improves the multi-scale target detection capability while reducing the number of model parameters by asymptotically fusing features that have small semantic gaps between neighbouring layers. When during the training process, the improved Mosaic data augmentation method is used to enhance the number of distributions of small targets, improve the robustness of the model. Finally, the improved model is validated, and the experimental results show that the improved model can achieve mean average precision of 86.1% at 6.6 MB, which is better than the original network for detection and meets the requirements for deployment on edge devices.

为了更好地检测可能对输电线路造成外部破坏的目标,作者提出了 "你只看一次-拟态特征金字塔网络"(YOLO-AFPN)这一轻量级但高效的模型。首先,作者采用了基于输电线路场景知识的特征比较策略,这有利于在训练过程中提高对目标特征的关注度。其次,构建了 YOLOv8 检测网络,并在骨干网中增加了三层简单的无参数注意力模块,在保持轻量化的同时提取特征,提高了复杂场景下的检测能力。然后,在特征融合阶段,构建一个 AFPN,通过渐近融合相邻层之间语义差距较小的特征,提高多尺度目标检测能力,同时减少模型参数数量。在训练过程中,使用改进的马赛克数据增强方法来增加小目标的分布数量,提高模型的鲁棒性。最后,对改进后的模型进行了验证,实验结果表明,改进后的模型在 6.6 MB 时的平均精度可达 86.1%,检测效果优于原始网络,满足了在边缘设备上部署的要求。
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引用次数: 0
Optimal coordinated energy management in active distribution networks considering battery energy storage and price-responsive demand 考虑电池储能和价格响应型需求的主动配电网络中的最佳协调能源管理
IF 2.5 4区 工程技术 Q1 Engineering Pub Date : 2024-04-26 DOI: 10.1049/gtd2.12989
Rayees Ahmad Thokar, Nikhil Gupta, K. R. Niazi, Anil Swarnkar, Nand K. Meena, Jin Yang

Contemporary distribution networks can be seen with diverse dispatchable and non-dispatchable energy resources. The coordinated scheduling of these dispatchable resources with non-dispatchable resources can provide several techno-economic and social benefits. Since battery energy storage systems (BESSs) and microturbine units are capital intensive. A thorough investigation of their coordinated scheduling on a purely economic basis will be an interesting and challenging task while considering dynamic electricity price and uncertainty of renewable power generation and load demand. This paper proposes a new methodology for optimal coordinated scheduling of BESSs and microturbine units considering existing renewable energy resources and dynamic electricity price to maximize daily profit function of the utility. In this study, a recently explored modified African buffalo optimization algorithm is employed. The key attributes of the proposed methodology are comprised of mean price-based adaptive scheduling embedded within a decision mechanism system to maximize arbitrage benefits. Decision mechanism system keeps a track of system states as a-priori thus guides the artificial intelligence-based solution technique for sequential optimization. This may also reduce the computational burden of complex real-life engineering optimization problems. Further, a novel concept of fictitious charges in coordination with BESS management algorithm is proposed to restrict the counterproductive operational management of BESSs. The application results investigated and compared on a benchmark 33-bus test distribution system highlights the importance of the proposed methodology.

当代配电网络中存在多种可调度和不可调度的能源资源。将这些可调度资源与非可调度资源进行协调调度可带来多种技术经济和社会效益。由于电池储能系统(BESS)和微型涡轮机组是资本密集型的。考虑到动态电价以及可再生能源发电和负荷需求的不确定性,在纯经济的基础上对它们的协调调度进行深入研究将是一项既有趣又具有挑战性的任务。考虑到现有的可再生能源资源和动态电价,本文提出了一种优化 BESS 和微型涡轮机组协调调度的新方法,以实现电力公司日利润函数的最大化。在这项研究中,采用了最近探索出的改进型非洲水牛优化算法。所提方法的关键属性是在决策机制系统中嵌入基于平均电价的自适应调度,以实现套利效益最大化。决策机制系统会事先跟踪系统状态,从而指导基于人工智能的求解技术进行顺序优化。这也可以减轻复杂的现实工程优化问题的计算负担。此外,还提出了一种与 BESS 管理算法相协调的虚构电费新概念,以限制 BESS 的反向运行管理。在基准 33 总线测试配电系统上调查和比较的应用结果突出了所提方法的重要性。
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引用次数: 0
Enhancing DC microgrid performance through machine learning-optimized droop control 通过机器学习优化下垂控制提高直流微电网性能
IF 2.5 4区 工程技术 Q1 Engineering Pub Date : 2024-04-25 DOI: 10.1049/gtd2.13169
Younes Saeidinia, Mohammadreza Arabshahi, Mohammad Aminirad, Miadreza Shafie-khah

A machine learning-based optimized droop method is suggested here to simultaneously reduce the production cost (PC) and power line losses (PLL) for a class of direct current (DC) microgrids (MGs). Traditionally, a communication-less technique known as the hybrid droop method has been employed to decrease PC and PLL in DC MGs. However, achieving the desired reduction in either PC or PLL requires arbitrary adjustments of weighting coefficients for each distributed generator in the conventional hybrid droop method. To address this challenge, this paper introduces a systematic approach that capitalizes on the benefits of artificial intelligence to accurately predict both the PC and PLL in a DC MG. Furthermore, an optimization technique relying on the gradient descendent method is employed to independently optimize both PC and PLL for each scenario. The effectiveness of the proposed method is confirmed through a comparative study with classical and hybrid droop coordination schemes under various scenarios such as rapid load changes.

本文提出了一种基于机器学习的优化下垂方法,可同时降低一类直流微电网(MGs)的生产成本(PC)和电力线损耗(PLL)。传统上,为了降低直流微电网中的 PC 和 PLL,人们采用了一种称为混合下垂法的无通信技术。然而,要实现 PC 或 PLL 的理想降低,需要对传统混合下垂法中每个分布式发电机的加权系数进行任意调整。为应对这一挑战,本文介绍了一种系统方法,利用人工智能的优势,准确预测直流 MG 中的 PC 和 PLL。此外,本文还采用了一种基于梯度下降法的优化技术,针对每种情况独立优化 PC 和 PLL。在负载快速变化等各种情况下,通过与经典和混合垂动协调方案进行比较研究,证实了所提方法的有效性。
{"title":"Enhancing DC microgrid performance through machine learning-optimized droop control","authors":"Younes Saeidinia,&nbsp;Mohammadreza Arabshahi,&nbsp;Mohammad Aminirad,&nbsp;Miadreza Shafie-khah","doi":"10.1049/gtd2.13169","DOIUrl":"https://doi.org/10.1049/gtd2.13169","url":null,"abstract":"<p>A machine learning-based optimized droop method is suggested here to simultaneously reduce the production cost (PC) and power line losses (PLL) for a class of direct current (DC) microgrids (MGs). Traditionally, a communication-less technique known as the hybrid droop method has been employed to decrease PC and PLL in DC MGs. However, achieving the desired reduction in either PC or PLL requires arbitrary adjustments of weighting coefficients for each distributed generator in the conventional hybrid droop method. To address this challenge, this paper introduces a systematic approach that capitalizes on the benefits of artificial intelligence to accurately predict both the PC and PLL in a DC MG. Furthermore, an optimization technique relying on the gradient descendent method is employed to independently optimize both PC and PLL for each scenario. The effectiveness of the proposed method is confirmed through a comparative study with classical and hybrid droop coordination schemes under various scenarios such as rapid load changes.</p>","PeriodicalId":13261,"journal":{"name":"Iet Generation Transmission & Distribution","volume":null,"pages":null},"PeriodicalIF":2.5,"publicationDate":"2024-04-25","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://onlinelibrary.wiley.com/doi/epdf/10.1049/gtd2.13169","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"140881227","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":4,"RegionCategory":"工程技术","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Multistage AC transmission expansion planning including fault current-limiting high-temperature superconducting cables and multiple distributed generations to improve short-circuit level and grid-scale flexibility 多级交流输电扩展规划,包括故障限流高温超导电缆和多个分布式发电系统,以提高短路水平和电网灵活性
IF 2.5 4区 工程技术 Q1 Engineering Pub Date : 2024-04-24 DOI: 10.1049/gtd2.13172
Mojtaba Shivaie, Reza Artis, Sanjeevikumar Padmanaban

This paper proposes a new multistage AC model for transmission expansion planning that finds an optimal combination of transmission lines, fault current-limiting high-temperature superconducting cables, and multiple distributed generations (DGs). On this basis, the proposed model, from a new perspective, allows for simultaneous improvement of the short-circuit level and grid-scale flexibility (GFLX) under both normal and fault conditions. The objective function to be minimized includes not only the net present worth of the total investment and operation costs but also the congestion-induced GFLX degradation measure. This model also takes the AC power balance and flow relationships, equipment capacity limits, nodal voltage bounds, DG penetration level limit, as well as discrete logical and financial restrictions together into account with the short-circuit level constraint. To overcome the complexity of solving the resultant non-convex mixed-integer non-linear optimization problem, a multi-objective integer-coded melody search algorithm is employed, followed by a fuzzy satisfying decision-making mechanism to obtain the final optimal solution. The exhaustive case studies conducted on the IEEE 24- and 118-bus test systems verify the efficacy of the newly developed model in terms of cost-effectiveness, flexibility, and short-circuit level suppression when facing different normal and fault conditions.

本文提出了一种用于输电扩建规划的新型多级交流模型,该模型可找到输电线路、故障限流高温超导电缆和多个分布式发电(DG)的最佳组合。在此基础上,所提出的模型从一个全新的角度出发,允许在正常和故障条件下同时提高短路水平和电网规模灵活性(GFLX)。需要最小化的目标函数不仅包括总投资和运营成本的净现值,还包括由拥塞引起的 GFLX 退化度量。该模型还将交流电力平衡和流量关系、设备容量限制、节点电压限制、风电机组渗透水平限制以及离散逻辑和财务限制与短路水平约束一起考虑在内。为了克服解决由此产生的非凸混合整数非线性优化问题的复杂性,采用了一种多目标整数编码旋律搜索算法,然后通过模糊满足决策机制获得最终最优解。在 IEEE 24 总线和 118 总线测试系统上进行的详尽案例研究验证了新开发的模型在面对不同的正常和故障条件时在成本效益、灵活性和短路水平抑制方面的功效。
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引用次数: 0
Techno-economic assessment of distribution system considering different types of electric vehicles and distributed generators 考虑不同类型电动汽车和分布式发电机的配电系统技术经济评估
IF 2.5 4区 工程技术 Q1 Engineering Pub Date : 2024-04-22 DOI: 10.1049/gtd2.13158
Sarvesh Babu R G, Mithra Vinda Reddy K, Shwetha S, Sivasankari GS, Narayanan K, Anurag Sharma, Alexander Aguila Tellez

The global warming crisis, together with environmental concerns, has already led governments to replace traditional fossil-fuel cars with low-emission Electric Vehicles (EVs). This replacement has resulted in the addition of a large number of EVs capable of connecting to the grid. A coordinated charging method is needed to promote EVs on a large scale while preventing grid overloading. In this work, EVs are categorized based on their battery capacity, as cars, trucks, and buses. A charging/discharging mechanism based on Real Time Pricing for each hour is developed for a 20-min block that has been formed. The locations of EV charging stations have been identified using Voltage Stability Index.

In the present work, the power loss when Distributed Generator (DG) units are deployed after the EVs are located in the system for charging and discharging is analyzed. The DGs are considered as solar-based or wind-based generators for studying the economic benefit of such an investment under two different weather scenarios and topologies on standard test systems. The results thus obtained give an insight into the various technical and economic benefits.

全球变暖危机和对环境的担忧已经促使各国政府用低排放的电动汽车(EV)取代传统的化石燃料汽车。这种替换导致了大量能够连接电网的电动汽车的出现。需要一种协调的充电方法来大规模推广电动汽车,同时防止电网过载。在这项工作中,电动汽车根据电池容量分为轿车、卡车和公共汽车。基于每小时实时定价的充电/放电机制是为已形成的 20 分钟区块而开发的。电动汽车充电站的位置是通过电压稳定指数确定的。在本研究中,分析了电动汽车在系统中充电和放电后部署分布式发电机(DG)时的功率损耗。DG 被视为太阳能或风能发电机,用于研究在两种不同天气情况和标准测试系统拓扑结构下这种投资的经济效益。由此得出的结果有助于深入了解各种技术和经济效益。
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引用次数: 0
A new virtual consensus-based wide area differential protection 基于虚拟共识的新型广域差分保护
IF 2.5 4区 工程技术 Q1 Engineering Pub Date : 2024-04-22 DOI: 10.1049/gtd2.13168
Sayed Mahdi Koloushani, Seyed Abbas Taher

This paper introduces a virtual consensus-based wide area differential protection method through cooperative control concepts and graph theory. Using multi-agent systems eliminates the need for a direct telecommunication connection between the protective relays to implement the proposed differential protection. In addition, applying telecommunication subgraphs facilitates the establishment of numerous differential protection areas. Collaboration between protected areas is facilitated by common agents, establishing a wide-area cooperative protection network. The capability of the network operator to define various protection areas and the collaboration between these areas ensure the versatility of the proposed method for various protection purposes. The present paper primarily represents the application of the proposed protection system as a wide-area supervisor protection for distance relays. Performance evaluations on an IEEE 39-bus test system illustrate the method's effectiveness in various scenarios. The results show enhanced power system stability and resilience, particularly when traditional methods struggle to detect power swings with high impedance variation rates.

本文通过合作控制概念和图论介绍了一种基于虚拟共识的广域差动保护方法。通过使用多代理系统,无需在保护继电器之间建立直接的电信连接,即可实现所提出的差动保护。此外,应用远程通信子图有助于建立众多的差动保护区域。保护区域之间的协作可通过共同代理实现,从而建立起一个广域合作保护网络。网络运营商定义各种保护区域的能力以及这些区域之间的协作确保了所建议的方法在各种保护目的中的通用性。本文主要介绍了建议的保护系统作为距离继电器的广域监督保护的应用。在 IEEE 39 总线测试系统上进行的性能评估说明了该方法在各种情况下的有效性。结果表明,该方法增强了电力系统的稳定性和恢复能力,尤其是当传统方法难以检测到阻抗变化率较高的电力波动时。
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引用次数: 0
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Iet Generation Transmission & Distribution
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