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Model Design and Simulation of an 80 kW Capacitor Coupled Substation Derived from a 132 kV Transmission Line
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作者 Sinqobile Wiseman Nene Bolanle Tolulope Abe Agha Francis Nnachi 《Open Journal of Modelling and Simulation》 2025年第1期1-19,共19页
The global rise in energy demand, particularly in remote and sparsely populated regions, necessitates innovative and cost-effective electrical distribution solutions. Traditional Rural Electrification (RE) methods, li... The global rise in energy demand, particularly in remote and sparsely populated regions, necessitates innovative and cost-effective electrical distribution solutions. Traditional Rural Electrification (RE) methods, like Conventional Rural Electrification (CRE), have proven economically unfeasible in such areas due to high infrastructure costs and low electricity demand. Consequently, Unconventional Rural Electrification (URE) technologies, such as Capacitor Coupled Substations (CCS), are gaining attention as viable alternatives. This study presents the design and simulation of an 80 kW CCS system, which taps power directly from a 132 kV transmission line to supply low-voltage consumers. The critical components of the CCS, the capacitors are calculated, then a MATLAB/Simulink model with the attained results is executed. Mathematical representation and state-space representation for maintaining the desired tapped voltage area also developed. The research further explores the feasibility and operational performance of this CCS configuration, aiming to address the challenges of rural electrification by offering a sustainable and scalable solution. The results show that the desired value of the tapped voltage can be achieved at any level of High Voltage (HV) with the selection of capacitors that are correctly rated. With an adequately designed control strategy, the research also shows that tapped voltage can be attained under both steady-state and dynamic loads. By leveraging CCS technology, the study demonstrates the potential for delivering reliable electricity to underserved areas, highlighting the system’s practicality and effectiveness in overcoming the limitations of conventional distribution methods. 展开更多
关键词 Capacitor-Coupled substation Transmission Line-linked Capacitor-Coupled substation Capacitor-Coupled substation Simulation MICROGRIDS Rural Electrification Power System Modeling
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Dual-branch spatial-temporal decoupled fusion transformer for safety action recognition in smart grid substation
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作者 HAO Yu ZHENG Hao +3 位作者 WANG Tongwen WANG Yu SUN Wei ZHANG Shujuan 《Optoelectronics Letters》 2025年第8期507-512,共6页
Smart grid substation operations often take place in hazardous environments and pose significant threats to the safety of power personnel.Relying solely on manual supervision can lead to inadequate oversight.In respon... Smart grid substation operations often take place in hazardous environments and pose significant threats to the safety of power personnel.Relying solely on manual supervision can lead to inadequate oversight.In response to the demand for technology to identify improper operations in substation work scenarios,this paper proposes a substation safety action recognition technology to avoid the misoperation and enhance the safety management.In general,this paper utilizes a dual-branch transformer network to extract spatial and temporal information from the video dataset of operational behaviors in complex substation environments.Firstly,in order to capture the spatial-temporal correlation of people's behaviors in smart grid substation,we devise a sparse attention module and a segmented linear attention module that are embedded into spatial branch transformer and temporal branch transformer respectively.To avoid the redundancy of spatial and temporal information,we fuse the temporal and spatial features using a tensor decomposition fusion module by a decoupled manner.Experimental results indicate that our proposed method accurately detects improper operational behaviors in substation work scenarios,outperforming other existing methods in terms of detection and recognition accuracy. 展开更多
关键词 identify improper operations manual supervision avoid misoperation spatial temporal substation safety action recognition technology dual branch decoupled fusion enhance safety managementin
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Seismic interaction and improved design method of substation equipment with multiple electrical configurations
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作者 Guo-Dai Enrui Fu Xing +2 位作者 Li Gang Li Hongnan Ren Liang 《Earthquake Engineering and Engineering Vibration》 2025年第2期565-581,共17页
A substation is a complex coupled system composed of various electrical equipment.Compared with standalone equipment,there is a significant coupling effect in the seismic response of interconnected equipment.To addres... A substation is a complex coupled system composed of various electrical equipment.Compared with standalone equipment,there is a significant coupling effect in the seismic response of interconnected equipment.To address this issue,this study investigates the seismic interaction of substation equipment with multiple electrical configurations and proposes an improved seismic design method.First,the concept of the coupling coefficient is introduced,which is used to improve the Newmark-βmethod and response spectrum method for the seismic design of standalone equipment.Then,the finite element models of a substation system with multiple configurations are established,and the vibration characteristics and seismic responses of the interconnected equipment are investigated.Finally,the coupling coefficients are obtained by kernel density estimation of the response results under twenty seismic ground motions,and the effectiveness of the proposed method is verified through two numerical examples.The results show that the frequency coupling coefficients vary from 0.69 to 1.42,while the seismic action coupling coefficient has a wider range,changing from 1.04 to 3.91.The coupling effect amplifies the seismic response of higher-frequency equipment,and the amplification degree varies among different configurations for the same type of equipment. 展开更多
关键词 substation system multiple configurations coupling effect seismic response
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基于改进YOLOv8的遥感影像变电站目标识别
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作者 刘润杰 许慧娜 +2 位作者 胡宇 王一 谢国钧 《郑州大学学报(工学版)》 北大核心 2026年第1期33-40,共8页
针对现有研究多集中于变电站局部结构检测而缺乏大区域快速发现与动态监测的问题,通过高分辨率卫星影像实现变电站的高效识别,提升电网安全隐患排查能力。首先构建了基于高分辨率光学卫星影像的变电站目标检测样本库;随后提出改进的YOL... 针对现有研究多集中于变电站局部结构检测而缺乏大区域快速发现与动态监测的问题,通过高分辨率卫星影像实现变电站的高效识别,提升电网安全隐患排查能力。首先构建了基于高分辨率光学卫星影像的变电站目标检测样本库;随后提出改进的YOLOv8算法,在骨干网络中嵌入SimAM轻量级注意力模块以增强细部特征聚焦能力,并将颈部结构替换为Efficient-RepGFPN,结合DySample动态上采样模块设计新型颈部结构GDFPN,以解决多层级特征语义错位问题。实验结果表明:改进方法优于主流检测算法,mAP 75和mAP 50-95分别提升至96.8%和87.1%,验证了其在变电站检测任务中的优越性。所提出的改进YOLOv8方法可有效支持大区域变电站的快速发现与动态监测,为电网安全管理提供了可靠的技术支撑。 展开更多
关键词 YOLOv8 遥感影像 目标检测 变电站 注意力机制
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基于WSS-Pointnet的变电站点云弱监督语义分割方法
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作者 裴少通 孙海超 +2 位作者 胡晨龙 王玮琦 兰博 《电工技术学报》 北大核心 2026年第1期234-245,共12页
现有的变电站点云语义分割算法均采用完全监督学习,需要大量人工标注点云数据,导致分割任务耗时长且成本高昂。为解决这一问题,该文提出一种基于PointNet改进的弱监督语义分割PointNet(WSS-PointNet)算法。首先,通过构建多层降采样结构... 现有的变电站点云语义分割算法均采用完全监督学习,需要大量人工标注点云数据,导致分割任务耗时长且成本高昂。为解决这一问题,该文提出一种基于PointNet改进的弱监督语义分割PointNet(WSS-PointNet)算法。首先,通过构建多层降采样结构,结合采样层与分组层对输入点云数据进行多尺度特征提取,从而捕捉点云在不同尺度上的几何和拓扑信息。在此基础上,引入PointNet结构以进一步提取区域特征,优化局部特征整合与全局特征表示;针对粗粒度语义特征的优化,提出膨胀式语义信息嵌入与浸染式语义信息嵌入两种模块,分别采用“由内而外”和“由外而内”的信息传递策略对点云语义信息进行细致处理,两种嵌入机制均基于图卷积神经网络,通过捕捉局部连接模式与信息共享实现语义特征的高效传播。其次,构建变电站点云数据集,并对WSS-PointNet算法进行消融实验,同时与主流的完全监督学习算法和弱监督学习算法进行对比。经实验验证,WSS-PointNet相比于改进前将变电站点云分割的总体精度(OA)提高了10.3个百分点,平均交并比(mIoU)提高了10.1个百分点,平均准确率(mAcc)提高了10.5个百分点,同时在标注所需时间方面缩短了90%,接近完全监督算法中最好的分割效果。该模型可显著降低处理变电站点云数据的时间与成本,同时保持点云分割的高精度。 展开更多
关键词 点云语义分割 弱监督方法 膨胀式语义信息嵌入 浸染式语义信息嵌入 变电站
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Design Of MV/LV Substation Transformer 被引量:1
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作者 Sabir MESSALTI Fares Zitouni Issam Griche 《Engineering(科研)》 2013年第1期20-25,共6页
A substation is a part of an electrical generation, transmission, and distribution system. Substations generally have switching, protection and control equipment, and transformers. The low voltage distribution network... A substation is a part of an electrical generation, transmission, and distribution system. Substations generally have switching, protection and control equipment, and transformers. The low voltage distribution networks are supplied from MV/LV substation transformer that represent the last step of bringing transformation to the? low voltage and ensuring the? protection and monitoring of the network. There are three types of MV/LV substation: pole-mounted transformer substation, the substation in an envelope and substation in masonry. This paper presents a general description for different MV/LV substation and a methodology to design the various elements making up the public distribution substation (choice of the emplacement, engineering, power transformer, choice of MV cells, circuit breakers, fuses, disconnect? switch, conductors,...etc). 展开更多
关键词 substation TRANSFORMER MV cells substation in MASONRY pole-mounted TRANSFORMER substation.
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基于CFD模拟的全户内模块化变电站室内通风散热及气流组织优化设计
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作者 石慧 陈磊 +4 位作者 孙应春 钱宇昊 李雨菲 刘志坚 史亚鑫 《高压电器》 北大核心 2026年第1期50-59,78,共11页
全户内模块化110 kV智能变电站因其室内空间有限、电气设备发热集中,在实际运行中暴露出室内平均温度较高、局部温度过高、温湿度控制难度大等问题,不利于电气设备的高效安全运行。因此,文中通过控制进、出风口参数改善室内通风散热和... 全户内模块化110 kV智能变电站因其室内空间有限、电气设备发热集中,在实际运行中暴露出室内平均温度较高、局部温度过高、温湿度控制难度大等问题,不利于电气设备的高效安全运行。因此,文中通过控制进、出风口参数改善室内通风散热和气流组织效果,首先分析了变电站标准化设计与装配式建设中通风散热现状及电气设备发热情况;然后,基于真实情况建立了变电站整体三维物理模型,对温度场分布、气流组织分布等进行仿真模拟。数值模拟结果显示,室内平均温度为48℃,高于110-A2-6设计方案中室内温度设计要求,其中电容器室平均温度最高,未开启风机时温度为55℃;通过对速度场分析发现,电气设备附近空气流速低于1 m/s,室内气流涡旋与积热高温区域近似重合。最后进行优化方案设计,由于,电容器室开启轴流风机后温度为45℃,针对电容器室特点在保证其通风量不变的情况下,考虑气流组织分布通过改变进、出风口大小和位置分布,提出3种优化方案,对比发现“自然进风+机械排风”通风形式在同侧布置时,通过风管将出风口布置于隔离开关架上方,且增大百叶窗宽高比为0.48时,可以使电容器室内温度降低到37℃。为解决全户内模块化变电站通风散热问题提供案例参考。 展开更多
关键词 模块化变电站 散热通风 气流组织 优化设计
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基于全生命周期评价的撬装式移动变电站碳排放分析
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作者 左涛 刘建涛 +2 位作者 蒋强 朱西平 邓伟 《电气技术》 2026年第1期49-56,共8页
撬装式移动变电站是一种能快速机动部署、快速投入运行、可移动(拖动)的新型电力设备,加强对其全生命周期碳排放的分析研究,对践行绿色低碳发展理念,实现变电站工程建设由传统模式向绿色低碳建造方式转型升级,助力我国“双碳”目标实现... 撬装式移动变电站是一种能快速机动部署、快速投入运行、可移动(拖动)的新型电力设备,加强对其全生命周期碳排放的分析研究,对践行绿色低碳发展理念,实现变电站工程建设由传统模式向绿色低碳建造方式转型升级,助力我国“双碳”目标实现意义重大。本文利用全生命周期评价(LCA)法,建立撬装式移动变电站碳排放评价系统核算边界,结合其生产制造和建设运行特点,构建全生命周期碳排放分析模型,并以实际项目工程为研究对象,对产品全生命周期各阶段碳排放的数据进行收集、计算和分析,为掌握撬装式移动变电站全生命周期的碳排放情况提供参考。 展开更多
关键词 撬装式移动变电站 全生命周期 能耗 碳排放
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变电工程建设全流程应急管理体系构建研究
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作者 仵林静 张小兵 +2 位作者 吴保军 王小龙 纪卫杰 《河南理工大学学报(社会科学版)》 2026年第1期23-33,共11页
针对变电工程施工现场应急管理体系不健全、应急职责难落实等弊端,为构建科学高效的应急管理机制,本研究以结构功能主义理论为指导,采用理论指导与模型应用相结合的研究方法,提出基于“目标-任务-资源”分析框架的变电工程建设全流程应... 针对变电工程施工现场应急管理体系不健全、应急职责难落实等弊端,为构建科学高效的应急管理机制,本研究以结构功能主义理论为指导,采用理论指导与模型应用相结合的研究方法,提出基于“目标-任务-资源”分析框架的变电工程建设全流程应急管理体系。研究结果显示:该体系通过三层框架实现全流程应急管理覆盖,目标层依托顶层设计、安全理念和实践抓手“三位一体”发挥目标引领作用;任务层借助PPRR模型,明确安全管理提质增效、风险管控即时可行、应急处置规范有序、评估改进高效创新的主体业务;资源层通过建立健全组织架构、科学制定应急预案、有效落实培训演练、优化完善资源管理、创新发展科技支撑构建立体保障。在此基础上,本研究从文化培育、多方参与、平急衔接、法律保障四个维度构建机制谱系,确保体系稳定运行。结果表明,本研究搭建的变电工程建设全流程应急管理体系逻辑清晰、架构完善,可为相关企业应急管理体系的设计、构建与优化提供重要参考,对提升变电工程现场应急管理水平、破解现有管理难题具有实践指导意义。 展开更多
关键词 变电工程建设 建设全流程 应急管理体系 逻辑支架
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Improved complex filter applied in enhancing EFT/B immunity at a coal mine monitoring substation 被引量:13
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作者 SUN Ji-ping MA Feng-ying LIChen 《Journal of China University of Mining and Technology》 EI 2008年第1期22-26,共5页
A monitoring system is an important guarantee of safety in a production mine. However, not all monitoring substations pass the electrical fast transient/burst (EFT/B) immunity test and the explosion-proof test simul... A monitoring system is an important guarantee of safety in a production mine. However, not all monitoring substations pass the electrical fast transient/burst (EFT/B) immunity test and the explosion-proof test simultaneously. To enhance the immunity, the values of capacitance and inductance should be increased, which are actually limited by coal mine explosion-proof standards. Hence, for the first time, an active filter was applied in an electromagnetic interference (EMI) output filter. As a result, the interference within 30 MHz clearly weakened, but the frequency spectrum had a wide range. An EMI input filter and ferrite beads were adopted to restrain higher frequency interference. An output interference spectrogram of the substation was obtained with an analyzer. The results indicate that the improved complex filtering markedly help to control interference. With the support of improved complex filtering and other enhancing immunity means about I/O ports, the substation managed to pass both the EFT/B immunity test and the explosion-proof test synchronously. We conclude that improved complex filtering is of vital importance in enhancing the electromagnetic compatibilitv (EMC) of the coal mine monitoring system. 展开更多
关键词 EFT/B coal mine monitoring substation IMMUNITY complex filter EMC
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Comparative analysis of online monitoring methods for transformer insulation performance of 330-750kV substation
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作者 子贡 董海鹰 任伟 《Journal of Measurement Science and Instrumentation》 CAS CSCD 2016年第1期71-77,共7页
The online-monitoring methods for insulation performance of current transformers of 330-750 kV substation are analyzed and compared.The effectiveness and availability of each method are discussed.Main features,advanta... The online-monitoring methods for insulation performance of current transformers of 330-750 kV substation are analyzed and compared.The effectiveness and availability of each method are discussed.Main features,advantages and disadvantages of each method and its corresponding standard are also described. 展开更多
关键词 continuous control insulation performance online monitoring substation
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Maximum Inner Product Method for Extracting the Path-Loss Parameters in Primary Transformer Substations 被引量:2
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作者 Qiang Li Hongxin Zhang +2 位作者 Tianyi Zheng Xueli Wang Yinghua Lv 《China Communications》 SCIE CSCD 2019年第4期120-129,共10页
In order to deploy short-range wireless communication devices in the primary transformer substation, a Maximum Inner Product(MIP) Method is proposed to extract the path-loss parameters in 110 kV and 220 kV primary tra... In order to deploy short-range wireless communication devices in the primary transformer substation, a Maximum Inner Product(MIP) Method is proposed to extract the path-loss parameters in 110 kV and 220 kV primary transformer substations. The maximum inner product of the testing data is calculated to find out the loss index n and the standard deviation σ, and then the pathloss models can be set up. By comparing the MIP with Minimum Mean Square estimation(MMSE) and Cumulative Sum(CUSUM), MIP can match the measured values best. In order to apply the MIP path-loss model, under the initial signal to noise ratio(SNR) at 5 dB and 10 dB, a ZigBee simulation system is constructed to validate the situation that bit error rate(BER) varies with distance. And the ZigBee devices with 5 units are tested in a 220 kV primary transformer substation. The result of the test proves that the path-loss model is accurate. 展开更多
关键词 PRIMARY transformer substation path-loss ZigBee
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220千伏敞开式变电站隔离开关更换后防误闭锁的分析及验证
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作者 姬小豪 潘晓明 +2 位作者 禹化然 邹钢 徐峻浩 《广东水利电力职业技术学院学报》 2026年第1期17-20,共4页
隔离开关是电力系统中的重要基础元件,当其运行超期或存在本体缺陷时需及时更换;而防误闭锁对保障人身、设备及电网安全具有关键意义。基于此,结合220千伏敞开式变电站隔离开关更换工程,针对母线间隔、线路间隔、母联间隔、主变间隔的... 隔离开关是电力系统中的重要基础元件,当其运行超期或存在本体缺陷时需及时更换;而防误闭锁对保障人身、设备及电网安全具有关键意义。基于此,结合220千伏敞开式变电站隔离开关更换工程,针对母线间隔、线路间隔、母联间隔、主变间隔的不同特点,对更换后防误闭锁方案开展分析、研究与验证,以期为变电运检后续工作提供参考。 展开更多
关键词 隔离开关 防误闭锁 敞开式变电站 验证
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Network Multifunctional Substation with Embedded System in Coal Mine 被引量:3
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作者 MENG Fan-rong HUO Yan ZHOU Yong 《Journal of China University of Mining and Technology》 EI 2006年第2期236-240,共5页
In order to solve the problems of mining monitor and control systems during the construction process of digital mining combined with network and embedded technologies, the kernel access equipment of a mining monitor a... In order to solve the problems of mining monitor and control systems during the construction process of digital mining combined with network and embedded technologies, the kernel access equipment of a mining monitor and control system was proposed and designed. It is the architecture of a mining embedded network multifunctional substation. This paper presents the design of hardware and software of the substation in detail. Finally, the system’s ef- ficiency was validated through experimentation. 展开更多
关键词 mining EMBEDMENT network multifunctional substation architecture
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变电工程选址的双维度分析——基本原则与技术方法研究
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作者 薛静 石骁 《科技创新与应用》 2026年第3期73-76,共4页
变电工程作为电网系统的核心组成部分,是支撑现代社会经济发展的关键电力设施。该文以变电工程为研究对象,深入探讨其选址的关键原则和技术方法。通过实证分析和案例研究,强调选址应遵循科学原则,如靠近负荷中心、考虑出线条件和环境保... 变电工程作为电网系统的核心组成部分,是支撑现代社会经济发展的关键电力设施。该文以变电工程为研究对象,深入探讨其选址的关键原则和技术方法。通过实证分析和案例研究,强调选址应遵循科学原则,如靠近负荷中心、考虑出线条件和环境保护等,以确保选址的合理性。同时,介绍具体的操作方法,如现场踏勘、资料收集和竖向设计等。实例表明,变电工程选址既要遵循基本原则的指引,综合考虑电网布局、发展规划以及与自然环境的和谐共生;又要运用技术方法的智慧,充分了解选址地的关键因素,运用先进的科技手段进行分析和评估,确保选址方案的科学性和可行性。该文总结变电站选址的基本原则和实际操作方法。变电工程选址不仅是一门科学,也是一门艺术,既需要遵循一定的规律,也需要灵活运用各种技巧。同时提出变电站选址还需要不断探索和创新选址方法,推动计算机技术和AI技术在变电工程选址中的应用。 展开更多
关键词 变电工程选址 原则 方法 应用 结合
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Research on Communication Network Configuration and Simulation of Smart Substation Based on Ethernet 被引量:2
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作者 Jingxia Liu Xuerang Zhang Fuquan Zhang 《Energy and Power Engineering》 2020年第4期14-24,共11页
The characters of the intelligent substation communication network structure are analyzed in the paper. Combining existing integrated automation substation hardware circuit and VLAN (Virtual Local Area Network) resear... The characters of the intelligent substation communication network structure are analyzed in the paper. Combining existing integrated automation substation hardware circuit and VLAN (Virtual Local Area Network) research foundation to optimize the network configuration. In accordance with IEC61850 standard, the network is partitioned into several VLANs based on the Tag VLAN division method of ID address. Real-time communication packets between GOOSE networks, SV (sampling information) networks, and switches use 802.1Q protocol headers to distinguish these packets. Finally, OPNET simulation software was used to simulate and verify the simplified dual-star topology. The results demonstrate that the delay and traffic bandwidth meet the requirements of actual substation operation standards. Compared with ordinary single-star networks, the reliability is greatly improved and the effectiveness is improved. 展开更多
关键词 Intelligent substation Network Configuration VLAN Division GOOSE and SV OPNET
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知识图谱下变电站RPA与数据联动分析
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作者 李鲁燕 《机械设计与制造工程》 2026年第1期133-138,共6页
针对变电站数据分析需求,提出了知识图谱下变电站RPA与数据联动分析方法。通过半结构化的实体文件和基于字词结合的注意力机制实体抽取模型,建立可推理的知识网络。再进一步将知识图谱集成至RPA系统,运用Petri网三元组实现数据自动化采... 针对变电站数据分析需求,提出了知识图谱下变电站RPA与数据联动分析方法。通过半结构化的实体文件和基于字词结合的注意力机制实体抽取模型,建立可推理的知识网络。再进一步将知识图谱集成至RPA系统,运用Petri网三元组实现数据自动化采集与结构化存储。构建动作库与动作树实现RPA与数据联动分析,通过复杂度计算选择合适的数据库参数,提升了变电站运行的智能化水平和决策效率,形成了具有自学习能力的智能运维体系。实验结果表明,设计方法实现了变电站运行数据特征的提取,且精度保持在97.05%~98.91%,数据处理时数据的吞吐量稳定在40 MB/s以上,说明所提方法具有较高的准确性和实时处理能力。 展开更多
关键词 变电站 机器人流程自动化 数据分析 知识图谱 数据联动分析
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An Algorithm for Optimal Firewall Placement in IEC61850 Substations 被引量:3
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作者 Hermes Eslava Luis Alejandro Rojas Danny Pineda 《Journal of Power and Energy Engineering》 2015年第4期16-22,共7页
Recently, most electric power substations have adopted production control systems, such as SCADA systems, which communicate with field devices and remotely control processes from a computer screen. However, these syst... Recently, most electric power substations have adopted production control systems, such as SCADA systems, which communicate with field devices and remotely control processes from a computer screen. However, these systems together with protection measures and additional control actions (using protocol IEC61850) seem not to be enough to free substations of security attacks (e.g. virus, intruders, forgery or unauthorized data manipulation). This paper analyzes the main features of an electric power substation together with the aspects that might be significantly affected by cyber-attacks. The paper also presents the implementation of a specific security system (i.e. firewall-wise system) intended to protect a target distribution network. 展开更多
关键词 FIREWALL SECURITY substationS ELECTRIC Power IEC61850
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华式变电站结构特点及试验的研究
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作者 魏秀秀 王显磊 孔得永 《中国标准化》 2026年第2期174-177,共4页
华式变电站作为一种灵活、可靠和新型的紧凑型预装式变电站,随着新能源的快速发展,逐渐发展应用起来。本篇通过对华式变电站结构组成,高压室、变压器本体、低压室、箱体、联锁、接地和不间断电源的一一解析,以及对华式变电站特点的介绍... 华式变电站作为一种灵活、可靠和新型的紧凑型预装式变电站,随着新能源的快速发展,逐渐发展应用起来。本篇通过对华式变电站结构组成,高压室、变压器本体、低压室、箱体、联锁、接地和不间断电源的一一解析,以及对华式变电站特点的介绍,结合华式变电站与欧式变电站型式试验预装式变电站声级的验证和温升试验的差异分析,详尽介绍了华式变电站这种新型预装式变电站的结构特点,为了解、学习和研究华式变电站提供了理论基础。 展开更多
关键词 华式变电站 变压器 新能源 能源效率
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Effect Evaluation and Intelligent Prediction of Power Substation Project Considering New Energy 被引量:1
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作者 Huiying Wu Meihua Zou +3 位作者 Ye Ke Wenqi Ou Yonghong Li Minquan Ye 《Computer Modeling in Engineering & Sciences》 SCIE EI 2022年第9期739-761,共23页
The evaluation of the implementation effect of the power substation project can find out the problems of the project more comprehensively,which has important practical significance for the further development of the p... The evaluation of the implementation effect of the power substation project can find out the problems of the project more comprehensively,which has important practical significance for the further development of the power substation project.To ensure accuracy and real-time evaluation,this paper proposes a novel hybrid intelligent evaluation and prediction model based on improved TOPSIS and Long Short-Term Memory(LSTM)optimized by a Sperm Whale Algorithm(SWA).Firstly,under the background of considering the development of new energy,the influencing factors of power substation project implementation effect are analyzed from three aspects of technology,economy and society.Moreover,an evaluation model based on improved TOPSIS is constructed.Then,an intelligent prediction model based on SWA optimized LSTM is designed.Finally,the scientificity and accuracy of the proposed model are verified by empirical analysis,and the important factors affecting the implementation effect of power substation projects are pointed out. 展开更多
关键词 New energy substation implementation effect evaluation and intelligent prediction improved topsis LSTM SWA
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