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A Complete Analytic Model for Fault Diagnosis of Power Systems 被引量:33
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作者 LIU Daobing GU Xueping LI Haipeng 《中国电机工程学报》 EI CSCD 北大核心 2011年第34期I0008-I0008,10,共1页
现代大规模互联电网提高了电力系统运行的稳定性和经济性,同时也给电网的故障诊断增加了难度。对电网保护配置和断路器动作规则进行深入分析,提出一种新的电网故障诊断模型——完全解析模型,并为基于此模型的故障诊断提出一种实用有效... 现代大规模互联电网提高了电力系统运行的稳定性和经济性,同时也给电网的故障诊断增加了难度。对电网保护配置和断路器动作规则进行深入分析,提出一种新的电网故障诊断模型——完全解析模型,并为基于此模型的故障诊断提出一种实用有效的求解方法。在完全解析模型中,故障假说(即可疑故障设备的故障情况)与保护、断路器的动作情况及拒动和误动情况一同表示成逻辑变量,而保护配置和断路器动作规则以逻辑方程组形式进行充分表达,逻辑方程组的每个解析解对应一个故障模式(设备故障状态和保护动作、断路器跳闸状态及拒动/误动情况),是对故障情形的完整解释。本模型对故障诊断规则和保护、断路器的动作逻辑进行完全解析,并完整保留了故障设备、保护动作和断路器跳闸之间的耦合关系,克服了已有解析模型的缺陷。算例表明,保留完整耦合关系的完全解析模型可有效提高故障诊断的准确性和容错能力。 展开更多
关键词 英文摘要 内容介绍 编辑工作 期刊
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Serial Failure Diagnosis of a Transmission Line Protection Relaying System by Petri Nets
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作者 Zhang Zhiming Wang Yue +1 位作者 Tao Ran &Zhou Siyong Dept. of Electronics Engineering, Beijing Institute of Technology, 100081, P. R. China 《Journal of Systems Engineering and Electronics》 SCIE EI CSCD 2001年第1期59-64,共6页
With the development of large-scale complicated modern power systems, the requirement for the associated protection scheme tends to be more stringent and its combination more complex. However, it is very difficult to ... With the development of large-scale complicated modern power systems, the requirement for the associated protection scheme tends to be more stringent and its combination more complex. However, it is very difficult to figure out the factors of failure of such systems. This paper proposes a Petri net model of a transmission line protection relaying system, including three types of relays as well as an automatic reclosing device, and shows how to diagnose serial failure of the system by analyzing invariant sets of the model. Furthermore, it gives four basic types of failure sequences and its execution is much more intuitive and effective than the traditional method. 展开更多
关键词 Electric fault location Electric power system protection Electric relays Failure analysis Mathematical models Petri nets relay protection
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Fault Detection and Protection System of Electric Railway Substation
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作者 Dae-Seok Kang Woo-Sik Won +1 位作者 Byung-Lib Ahn Byeong-Gon Lee 《Journal of Energy and Power Engineering》 2022年第4期147-155,共9页
The industrial power systems are moving to digital networks,and unmanned systems are increasing recently with the technological development of information and communication technology.In particular,reliability of syst... The industrial power systems are moving to digital networks,and unmanned systems are increasing recently with the technological development of information and communication technology.In particular,reliability of system operation is very important for stable power supply.Most industrial power distribution facilities use a 154 kV or 22.9 kV extra HV(high voltage)power system,and a special monitoring system is required because a large loss occurs when an error occurs in the power facility in the field.Although digital protection relay(IED;intelligent electronic device)and FR(fault recorder)are applied to the field to protect the power system,various improvement activities are still ongoing.In this paper,a 22.9 kV high-voltage panel and its test bed,which are widely used in railway stations,tunnels,substations and large plants,were tested as test subjects.The developed fault detection system automatically starts the AL(auto-lock)circuit or outputs an alarm signal to user by monitoring in real time problems such as CT(current transformer)-open and poor-contact that the existing digital protection relay cannot cover.In addition,it is intended to increase the safety and reliability of the power system by blocking various accidents in the system in advance and accurately analyzing the causes of faults with the developed fault detection system. 展开更多
关键词 CT open poor contact fault detection protection relay SUBSTATION HV panel
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New Principle for Grounding Fault Feeder Detection in MV Distributions with Neutral Ineffectively Earthed 被引量:3
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作者 曾祥君 尹项根 +1 位作者 陈德树 张哲 《Journal of Southeast University(English Edition)》 EI CAS 2000年第1期64-69,共6页
A new principle for grounding fault feeder detection based on negative sequence current variation and energy dissipated in the fault point is presented. It has high precision in both isolated systems and resonance ear... A new principle for grounding fault feeder detection based on negative sequence current variation and energy dissipated in the fault point is presented. It has high precision in both isolated systems and resonance earthed systems, even in full compensated systems. And it can be installed at the local control unit of feeder in distribution automation systems, such as field terminal unit (FTU). This principle is verified by EMTP simulator and experimentation. 展开更多
关键词 protective relaying fault detection distribution networks
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Fault Location Method for STATCOM Connected Transmission Lines Using CCM 被引量:1
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作者 R. Ilango T. Sree Renga Raja 《Circuits and Systems》 2016年第10期3131-3141,共12页
Determining the fault location using conventional impedance based distance relay in the presence of FACTS controllers is a challenging task in a transmission line. A new distance protection method is developed to loca... Determining the fault location using conventional impedance based distance relay in the presence of FACTS controllers is a challenging task in a transmission line. A new distance protection method is developed to locate the fault in a transmission line compensated with STATCOM with simple calculations. The proposed protection method considers the STATCOM injected/absorbed current to correct the fault loop apparent impedance and accordingly calculates the actual distance to the fault location. The comprehensive equations needed for apparent impedance calculation are also outlined and the performance is evaluated and tested with a typical 400 KV transmission system for different fault types and locations using MATLAB/SIMULINK software. The evaluation results indicate that the new protection method effectively estimates the exact fault location by mitigating the impact of STATCOM on distance relay performance with error less than 0.3%. 展开更多
关键词 Distance relay fault Location Flexible AC Transmission systems (FACTS) Power system protection Static Synchronous Compensator (STATCOM)
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Fault Classification and Localization in Power Systems Using Fault Signatures and Principal Components Analysis
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作者 Qais H. Alsafasfeh Ikhlas Abdel-Qader Ahmad M. Harb 《Energy and Power Engineering》 2012年第6期506-522,共17页
A vital attribute of electrical power network is the continuity of service with a high level of reliability. This motivated many researchers to investigate power systems in an effort to improve reliability by focusing... A vital attribute of electrical power network is the continuity of service with a high level of reliability. This motivated many researchers to investigate power systems in an effort to improve reliability by focusing on fault detection, classification and localization. In this paper, a new protective relaying framework to detect, classify and localize faults in an electrical power transmission system is presented. This work will extract phase current values during ( )th of a cycle to generate unique signatures. By utilizing principal component analysis (PCA) methods, this system will identify and classify any fault instantaneously. Also, by using the curve fitting polynomial technique with our index pattern obtained from the unique fault signature, the location of the fault can be determined with a significant accuracy. 展开更多
关键词 fault Detection and Classification Protective relayING PCA PSCAD
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Online Diagnosis and Monitoring for Power Distribution System
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作者 Atef Almashaqbeh Aouda Arfoa 《Energy and Power Engineering》 2012年第6期529-538,共10页
Recently, power distribution system is getting larger and more complex. It is very difficult even for the experts to diagnosis and monitoring to made best action. This motivated many researchers to investigate power s... Recently, power distribution system is getting larger and more complex. It is very difficult even for the experts to diagnosis and monitoring to made best action. This motivated many researchers to investigate power systems in an effort to improve reliability by focusing on fault detection and classification. There have been many studies on problems but the results are not good enough for applying to real power system. In this paper, a new protective relaying framework to diagnosis and monitoring faults in an electrical power distribution system with. This work will extract fault signatures by using ellipse fit using least squares criterion during fault condition. By utilizing principal component analysis methods, this system will identify, classify and localize any fault instantaneously. 展开更多
关键词 fault DETECTION and CLASSIFICATION Protective relayING PCA PSCAD
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Fault Waveform Regenerator and Its Digital Closed-Loop Modification Technique
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作者 Xiaoming Sun 《Journal of Power and Energy Engineering》 2019年第2期14-26,共13页
In order to provide a novel and more effective alternative to the commonly used relay protection testing device that outputs only the sinusoidal testing signals, the concept of fault waveform regenerator is proposed i... In order to provide a novel and more effective alternative to the commonly used relay protection testing device that outputs only the sinusoidal testing signals, the concept of fault waveform regenerator is proposed in this paper, together with its hardware structure and software flow chart. Fault waveform regenerator mainly depends on its power amplifiers (PAs) to regenerate the fault waveforms recorded by digital fault recorder (DFR). To counteract the PA’s inherent nonlinear distortions, a digital closed-loop modification technique that is different from the predistortion technique is conceived. And the experimental results verify the effectiveness of the fault waveform regenerator based on the digital closed-loop modification technique. 展开更多
关键词 fault WAVEforM REGENERATOR DIGITAL CLOSED-LOOP MODIFICATION TECHNIQUE Power Amplifier relay protection Testing Device
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Mitigation of Distributed Generation Impact on Protective Devices in a Distribution Network by Superconducting Fault Current Limiter
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作者 Yu Zhao Yong Li +1 位作者 Tapan Kumar Saha Olav Krause 《Energy and Power Engineering》 2013年第4期258-263,共6页
Protection of radial distribution networks is widely based on coordinated inverse time overcurrent relays (OCRs) ensuring both effectiveness and selectivity. However, the integration of distributed generation (DG) int... Protection of radial distribution networks is widely based on coordinated inverse time overcurrent relays (OCRs) ensuring both effectiveness and selectivity. However, the integration of distributed generation (DG) into an existing distribution network not only inevitably increases fault current levels to levels that may exceed the OCR ratings, but it may also disturb the original overcurrent relay coordination adversely effecting protection selectivity. To analyze the potentially adverse impact of DG on distribution system protective devices with respect to circuit breaker ratings and OCR coordination fault current studies are carried out for common reference test system under the influence of additional DG. The possible advantages of Superconducting Fault Current Limiter (SFCL) as a means to limit the adverse effect of DG on distribution system protection and their effectiveness will be demonstrated. Furthermore, minimum SFCL impedances required to avoid miss-operation of the primary and back-up OCRs are determined. The theoretical analysis will be validated using the IEEE 13-bus distribution test system is used. Both theoretical and simulation results indicate that the proposed application of SFCL is a viable option to effectively mitigate the DG impact on protective devices, thus enhancing the reliability of distribution network interfaced with DG. 展开更多
关键词 OVERCURRENT relay (OCR) Distribution protection Coordination Distributed Generation (DG) fault CURRENT Superconducting fault CURRENT LIMITER (SFCL)
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基于等效序阻抗差异特征的低频输电线路差动保护优化方案 被引量:1
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作者 黄涛 文继锋 +4 位作者 赵青春 徐晓春 谢华 徐海洋 卜立之 《电力自动化设备》 EI CSCD 北大核心 2024年第5期143-150,共8页
低频输电线路故障时,两侧短路电流均由模块化多电平矩阵变换器提供,两侧短路电流相角均受控且幅值相当,导致差动保护灵敏度严重下降。分析了低频输电系统定电压控制侧和功率控制侧的等效正、负序阻抗特征,指出因控制策略不同,系统故障... 低频输电线路故障时,两侧短路电流均由模块化多电平矩阵变换器提供,两侧短路电流相角均受控且幅值相当,导致差动保护灵敏度严重下降。分析了低频输电系统定电压控制侧和功率控制侧的等效正、负序阻抗特征,指出因控制策略不同,系统故障时两侧等效正、负序阻抗特征存在明显差异。分析了低频输电线路区内和区外故障两侧保护装置测量到的等效序阻抗之间的差异性和相似性,基于此特征构建了两侧等效序阻抗差异指标,提出了基于等效序阻抗差异指标的差动保护制动系数优化方法。仿真结果表明,所提方案能够显著提升低频输电线路区内故障时差动保护的动作速度和动作灵敏性。 展开更多
关键词 继电保护 差动保护 等效序阻抗 低频输电 受控故障特征 制动系数 控制策略
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Accident of Large-scale Wind Turbines Disconnecting from Power Grid and Its Protection
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作者 Dong, X.Z. Shi, S.X. +5 位作者 Wang, B. Bak, D.J. Cao, R.B. Ren, L. Lan, L. He, S.E. 《电力系统自动化》 EI CSCD 北大核心 2012年第8期105-109,共5页
There were many accidents of large-scale wind turbines disconnecting from power grid in 2011.As singlephase-to-ground fault cannot be correctly detected,single-phase-to-ground fault evolved to phase-to-phase fault.Pha... There were many accidents of large-scale wind turbines disconnecting from power grid in 2011.As singlephase-to-ground fault cannot be correctly detected,single-phase-to-ground fault evolved to phase-to-phase fault.Phase-to-phase fault was isolated slowly,thus leading to low voltage.And wind turbines without enough low voltage ride-through capacity had to be disconnected from the grid.After some wind turbines being disconnected from the grid,overvoltage caused by reactive power surplus made more wind turbines disconnect from the grid.Based on the accident analysis,this paper presents solutions to above problems,including travelling waves based single-phase-to-ground protection,adaptive low voltage protection,integrated protection and control,and high impedance fault detection.The solutions lay foundations in theory and technology to prevent large-scale wind turbines disconnecting from the operating power grid. 展开更多
关键词 大型风力发电机组 低电压保护 电网事故 断开 单相接地故障 风力涡轮机 故障检测 切断电源
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多间隔信息融合的母线保护电流互感器断线再开放策略 被引量:1
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作者 陈琦 陈福锋 +4 位作者 唐治国 薛明军 刘凯祥 王胜 孙震宇 《电力自动化设备》 EI CSCD 北大核心 2024年第5期151-157,共7页
对于电流互感器(CT)断线后发生金属性故障的情景,现有母线保护采取的闭锁差动保护动作方式将会引发多个变电站停电。此外,当母线区内发生高阻接地故障时,现有母线保护判据可能会将其误判为CT断线故障,不利于电力系统的安全稳定运行。针... 对于电流互感器(CT)断线后发生金属性故障的情景,现有母线保护采取的闭锁差动保护动作方式将会引发多个变电站停电。此外,当母线区内发生高阻接地故障时,现有母线保护判据可能会将其误判为CT断线故障,不利于电力系统的安全稳定运行。针对这一问题,提出了一种母线保护CT断线再开放策略,该策略基于断线间隔与非断线间隔的零序电流变化量对负荷波动和故障进行区分,并基于非断线间隔的差流有效值和间隔失灵保护信息对区内外故障进行判别。实时数字仿真系统仿真结果验证了所提CT断线识别判据和再开放策略的正确性。 展开更多
关键词 电流互感器断线 多间隔信息融合 短路故障 电流互感器闭锁策略 母线保护
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构网控制目标下系统故障特征及保护性能
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作者 谢华 黄涛 +2 位作者 徐晓春 赵青春 汪楠楠 《电力自动化设备》 EI CSCD 北大核心 2024年第11期210-216,224,共8页
分析了构网目标下的典型同步控制及故障穿越策略,提出了构网型变流器在故障分析时的等效电路。在此基础上,在相量平面分析了含构网型变流器系统稳态运行及各类故障工况下的电气量特征,指出构网控制目标下的故障特征与传统同步机系统的... 分析了构网目标下的典型同步控制及故障穿越策略,提出了构网型变流器在故障分析时的等效电路。在此基础上,在相量平面分析了含构网型变流器系统稳态运行及各类故障工况下的电气量特征,指出构网控制目标下的故障特征与传统同步机系统的异同。重点针对当前电网中主流配置的电流差动保护与距离保护开展构网控制目标下的动作性能评估,并通过构建PSCAD仿真模型验证理论研究结果。分析表明,相比于传统跟网型控制,构网变流器控制技术通过模拟同步发电机的基本特性,为系统中的继电保护创造了一个相对良好的运行环境,有利于提高保护整体动作性能。 展开更多
关键词 构网型变流器 故障穿越 虚拟阻抗 差动保护 比相式距离保护 继电保护
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复杂大电网非预设性运行工况下的继电保护动作适应性仿真分析
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作者 陈朝晖 丁晓兵 +2 位作者 薛明军 张灏 杨黎明 《微型电脑应用》 2024年第9期222-225,共4页
非预设性运行工况下的突发事件多,导致继电保护逻辑的适应性较差,不合理区域较多,为此,进行复杂大电网非预设性运行工况下继电保护动作适应性仿真分析。分析历史常规故障,标记故障点最常发生位置,构建零序、负序方向元件模型、距离元件... 非预设性运行工况下的突发事件多,导致继电保护逻辑的适应性较差,不合理区域较多,为此,进行复杂大电网非预设性运行工况下继电保护动作适应性仿真分析。分析历史常规故障,标记故障点最常发生位置,构建零序、负序方向元件模型、距离元件模型、纵联电流差动元件模型,观察复杂大电网非预设性运行工况下的电网参数变化情况,第一时间掌握电网的耦合性,不断选择电网所需的继电保护动作逻辑,确认继电保护动作适应性。仿真实验表明,将故障点设置在保护区域内和区域外,继电保护动作能够根据故障选择不同保护模型进行故障母线切除或者保护不动作,适应性好。 展开更多
关键词 复杂大电网 非预设性运行工况 故障预测 元件模型构建 继电保护
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个人信息侵权“违法性”的二阶构造及其规范进路
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作者 曹贤信 施雪森 《太原理工大学学报(社会科学版)》 2024年第5期48-54,共7页
“违法性”具有平衡个人信息权益保护与商业利用的功能。个人信息侵权不以违反管理性规范为前提。违反管理性规范不一定会导致个人信息侵权。违反以保护他人为目的之法律规范的行为构成个人信息侵权行为。个人信息侵权中,在“保护他人... “违法性”具有平衡个人信息权益保护与商业利用的功能。个人信息侵权不以违反管理性规范为前提。违反管理性规范不一定会导致个人信息侵权。违反以保护他人为目的之法律规范的行为构成个人信息侵权行为。个人信息侵权中,在“保护他人”的侵权法实质内涵的基础之上,区分《个人信息保护法》中的管理性规范与保护性规范。个人信息侵权中,面临“遮蔽过错要素”的干扰,故在以过错为核心的保护性规范的基础上,明确个人信息侵权中侵权行为“违法性”的二阶构造,对个人信息侵权“违法性”采区分论。在存在“遮蔽过错要素行为”时,采“损害推定违法”,违法可以被推翻,从而实现个人信息侵权保护的周延性。 展开更多
关键词 个人信息侵权 保护性规范 过错推定 违法推定过失 知情同意
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分接开关可控移相变压器保护配置及故障特征分析 被引量:1
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作者 孙仲民 顾乔根 +3 位作者 张晓宇 郑超 莫品豪 王波 《电力系统保护与控制》 EI CSCD 北大核心 2024年第14期121-131,共11页
移相变压器是一种经济型的潮流调节设备,可提高电网运行的安全性和经济性。为了实现分接开关可控移相变压器工程化应用,首先,针对电流电压互感器配置情况,提出了移相变压器的主保护配置方案,并分析了各保护元件的保护范围。其次,提出了... 移相变压器是一种经济型的潮流调节设备,可提高电网运行的安全性和经济性。为了实现分接开关可控移相变压器工程化应用,首先,针对电流电压互感器配置情况,提出了移相变压器的主保护配置方案,并分析了各保护元件的保护范围。其次,提出了基于控保协同的差动计算自适应调整策略,可根据分接开关的实时档位实现移相变压器差动保护计算的自适应调整。接着,给出了基于移相变压器差动平衡的各侧电流校验方法,可用于校验电流互感器的接入极性和参数。最后,通过仿真和实际波形,分析了不同故障下和空充时的波形特征以及保护的适应性,并证明了所提方法和保护配置的有效性。 展开更多
关键词 移相变压器 继电保护 差动保护 保护配置 故障特征
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超、特高压交流线路反时限零序过流后备保护的整定建议 被引量:1
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作者 刘阳 陈祥文 +3 位作者 王玉龙 李会新 李勇 王英英 《电力自动化设备》 EI CSCD 北大核心 2024年第1期217-224,共8页
针对国家电网“六统一”线路保护装置,提出了超、特高压交流线路反时限零序过流保护的整定原则。反时限零序过流保护在保证灵敏性方面并无困难,整定原则的核心问题是解决选择性和速动性的矛盾。根据该保护的原理和逻辑提出了转折电流的... 针对国家电网“六统一”线路保护装置,提出了超、特高压交流线路反时限零序过流保护的整定原则。反时限零序过流保护在保证灵敏性方面并无困难,整定原则的核心问题是解决选择性和速动性的矛盾。根据该保护的原理和逻辑提出了转折电流的概念以及接地距离保护与反时限零序过流保护的配合原则;充分考虑配合时间定值和最小时间定值对保护动作特性的影响,综合超、特高压电网实际短路电流水平和接地距离保护的过渡电阻耐受能力,将反时限零序过流保护低电流区的选择性与接地距离保护高电流区的选择性进行结合,提升了对接地故障全域电流范围的选择性切除能力;提出了方向元件投退原则。通过对某省级电网进行算例分析,验证了整定原则的有效性,该整定原则已经在实际电网中进行了应用。 展开更多
关键词 反时限零序过流保护 定时限零序过流保护 继电保护 高阻接地故障 超、特高压交流线路 选择性 速动性 整定原则
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芯片化继电保护装置中SoC配置存储器失效评估
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作者 余昊 周华良 +4 位作者 苏战涛 邹志杨 赵倩昀 杨卫涛 贺朝会 《核电子学与探测技术》 CAS 北大核心 2024年第6期1015-1025,共11页
随着先进工艺SoC在继电保护领域越来越受重视,一些此前在该领域中未曾考虑过的问题亦引起研究人员的注意,如环境中高能粒子入射或者芯片封装中α粒子发射导致的先进工艺SoC单粒子效应问题。相较于传统继电保护系统,具有更高集成度、更... 随着先进工艺SoC在继电保护领域越来越受重视,一些此前在该领域中未曾考虑过的问题亦引起研究人员的注意,如环境中高能粒子入射或者芯片封装中α粒子发射导致的先进工艺SoC单粒子效应问题。相较于传统继电保护系统,具有更高集成度、更强大运算能力和更小体积的SoC芯片化继电保护装置,在就地保护和分散式保护需求较高的线路中更具优势。虽然近年来基于ZYNQ SoC的芯片化继电保护装置快速推进,但已有研究和应用中均未考虑芯片化继电保护装置中ZYNQ SoC配置存储器的失效及加固处理问题,尤其是配置存储器单粒子效应可能导致继电保护装置功能失效,无法达到保护的目的。本文以一款可用于芯片化继电保护装置的ZYNQ SoC为研究对象,采用软件故障注入的形式(分别基于SEM IP核和DPR两种方式进行了软件故障注入)评估了系统配置存储器发生单粒子效应时的可靠性。同时,结合失效模式与效应分析方法对两者的故障注入结果进行了对比、分析,指出针对芯片化继电保护装置中ZYNQ SoC配置存储器,采用DPR的设计比采用SEM IP核的设计失效程度更低。 展开更多
关键词 片上系统 继电保护 单粒子效应 配置存储器 故障注入 失效模式与效应分析
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适用于严苛正序助增系数计算的故障位置快速选取方法
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作者 邹毅 黄超 李银红 《电力系统保护与控制》 EI CSCD 北大核心 2024年第2期70-79,共10页
针对相间距离保护整定计算中严苛正序助增系数对应故障位置的选取效率较低及精度不足的问题,提出适用于严苛正序助增系数计算的故障位置快速选取方法。首先,基于节点阻抗矩阵及矩阵元素的修改公式,推导了正序助增系数表达式,整理得到13... 针对相间距离保护整定计算中严苛正序助增系数对应故障位置的选取效率较低及精度不足的问题,提出适用于严苛正序助增系数计算的故障位置快速选取方法。首先,基于节点阻抗矩阵及矩阵元素的修改公式,推导了正序助增系数表达式,整理得到13类正序助增系数随故障位置移动的可能变化趋势。然后,通过研究正序助增系数随故障位置移动的变化规律,得到5条严苛正序助增系数对应故障位置的选取判据,提出一种适用于各类复杂网络结构的故障位置快速选取方法。最后,通过IEEE多节点标准测试系统验证了所提方法的有效性。故障位置选取精度高于规程选取方法,选取效率高于多点选取方法。 展开更多
关键词 继电保护 整定计算 相间距离保护 正序助增系数 故障位置
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数字化变电站继电保护装置故障智能检测识别方法研究 被引量:3
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作者 于洋 王同文 +1 位作者 汪伟 杨瑞金 《电子设计工程》 2024年第5期113-117,共5页
为了提升变电站的数字化水平、提高故障的识别精度,文中对继电保护装置故障的智能检测算法进行了研究,并设计了一种基于灰色关联分析的堆栈编码器网络(GRA-SAE)。该网络以自动编码器为基本单元,可实现数据的自动化特征提取。通过支持向... 为了提升变电站的数字化水平、提高故障的识别精度,文中对继电保护装置故障的智能检测算法进行了研究,并设计了一种基于灰色关联分析的堆栈编码器网络(GRA-SAE)。该网络以自动编码器为基本单元,可实现数据的自动化特征提取。通过支持向量机(SVM)对提取的特征进行分类识别,并引入灰色关联分析法优化了传统SAE算法中隐藏节点的结构,从而提升了算法的拟合能力。在自建数据集上进行的仿真结果表明,相较于SAE-SVM算法,该算法对异常数据与线路故障的识别精度分别提升了4%和10.27%,证明了GRA-SAE-SVM算法在复杂分类场景下具有更显著的优势。 展开更多
关键词 堆栈编码器网络 支持向量机 数字化 继电保护 故障识别 PSCAD
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