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Power quality disturbance classification with multi-classification SVM based on MST 基于MST的多分类支持向量机电能质量扰动分类
Pub Date : 2012-05-21 DOI: 10.1109/ISGT-ASIA.2012.6303368
ZhaoXing Zeng, Chun Huang, J. Cheng, Shuo Qu, Qian Qin
A power quality disturbance classification method based on modified S-transform (MST) and multi-classification support vector machine (SVM) is proposed in this paper. Firstly, the MST, which introduces two regulatory factors into traditional S-transform and obtains proper time and frequency resolution, is detailed. Then, the time-frequency matrix model is obtained through MST time-frequency analysis on the 7 kinds of common power quality disturbance signals, which include swell, sag, interruption, oscillatory, spike, notch, and harmonics. Furthermore, 11 features of time-domain and frequency-domain are extracted from the matrix model. Finally, the extracted features are sent into multi-class SVM to achieve automatic classification. The simulation results indicate that the proposed method not only can avoid the unchangeable and fixed varying patterns of the window in ST with practicability and adaptability, but also is an effective method for power quality disturbances classification.
提出了一种基于改进s变换(MST)和多分类支持向量机(SVM)的电能质量扰动分类方法。首先,详细介绍了在传统s变换中引入两个调节因子并获得适当时频分辨率的MST;然后,对膨胀、凹陷、中断、振荡、尖峰、陷波、谐波等7种常见电能质量扰动信号进行MST时频分析,得到时频矩阵模型。进一步,从矩阵模型中提取了11个时域和频域特征。最后,将提取的特征送入多类支持向量机实现自动分类。仿真结果表明,该方法不仅可以避免ST中窗口不变和固定的变化模式,具有实用性和适应性,而且是一种有效的电能质量干扰分类方法。
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引用次数: 3
High voltage equipment online monitoring system of smart substation 智能变电站高压设备在线监测系统
Pub Date : 2012-05-21 DOI: 10.1109/ISGT-ASIA.2012.6303285
G. Qiang, Ge Weichun, Wang Chenggang, Zhang Jun Yang, G. Baohong, J. Xiuchen
With the fast development of the smart grid technology in china, more and more attentions were paid to the condition-based maintenance of the high voltage equipment. To realize the objectives, the standardizations of the online monitoring system hierarchy structure and function are the key steps in the development of the online monitoring system in pilot smart substation project. According to the relevant published online monitoring standards, technical guides and solutions, this paper first introduces the basic structure and function of the high voltage online monitoring system of the smart substation. After that, the detail terms about the monitoring device, comprehensive monitoring unit, substation monitoring unit and communication protocols were covered respectively. To implement the design solution of the online monitoring system, based on a newly built pilot 500kV smart substation project, a pilot transformation equipment online monitoring system and its features were presented.
随着中国智能电网技术的快速发展,高压设备的状态维护越来越受到人们的重视。为了实现这一目标,在线监控系统层次结构和功能的标准化是智能变电站试点项目在线监控系统开发的关键步骤。本文根据已公布的相关在线监测标准、技术指南和解决方案,首先介绍了智能变电站高压在线监测系统的基本结构和功能。然后分别对监控装置、综合监控单元、变电站监控单元和通信协议进行了详细介绍。为实现在线监测系统的设计方案,结合某新建500kV智能变电站中试工程,介绍了一种中试变电设备在线监测系统及其特点。
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引用次数: 10
Optimization-based strategies towards a self-healing smart grid 面向自我修复智能电网的优化策略
Pub Date : 2012-05-21 DOI: 10.1109/ISGT-ASIA.2012.6303235
Wei Sun, Pei Zhang, Qun Zhou
Self-healing is a critical and desirable feature for electric power systems. Following an outage, it is critical to restore system back to a normal operation condition as efficiently as possible. The advanced decision support tools are needed to assist system operators to restore a grid from major outages efficiently and safely and enhance the resilience of a smart grid. In this paper, optimization modules are developed for generation, transmission and distribution system restoration. These developed modules provide an automated and “best adaptive strategy” procedure for power system restoration. The IEEE 39-bus test system is used to validate the proposed strategy. Simulation results demonstrate that the proposed optimization-based power system restoration strategy is highly efficient. Future developments are discussed for extensive testing, implementation planning, and actual implementation in a real-time operational environment.
自愈是电力系统的一个关键和理想的特性。在停电后,尽可能高效地将系统恢复到正常运行状态是至关重要的。需要先进的决策支持工具来帮助系统操作员有效、安全地从重大停电中恢复电网,并增强智能电网的弹性。本文开发了用于发电、输配电系统恢复的优化模块。这些开发的模块为电力系统恢复提供了一个自动化的“最佳自适应策略”过程。采用IEEE 39总线测试系统对该策略进行了验证。仿真结果表明,提出的基于优化的电力系统恢复策略是高效的。讨论了在实时操作环境中进行广泛测试、实施计划和实际实施的未来发展。
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引用次数: 7
Analyzing the impacts of electric vehicle charging on distribution system reliability 分析电动汽车充电对配电系统可靠性的影响
Pub Date : 2012-05-21 DOI: 10.1109/ISGT-ASIA.2012.6303249
Wenxia Liu, M. Zhang, B. Zeng, Linwei Wu, Jianhua Zhang
Currently the development of large scale electric vehicles have become governments' focus of attention. Based on the research of charging and discharging power models, the paper puts forward the island formation strategy and establishes the distribution system reliability model with the electric vehicles. The Monte Carlo time sequential simulation is used to evaluate the effects of different vehicle types, locations and penetration on the reliability of IEEE-RBTS Bus6 system. The conclusion could be used as references to the electric vehicle development.
目前,大型电动汽车的发展已成为各国政府关注的焦点。本文在研究充放电功率模型的基础上,提出了海岛形成策略,并建立了电动汽车配电网可靠性模型。采用蒙特卡罗时间序列仿真方法,评估了不同车辆类型、位置和渗透对IEEE-RBTS Bus6系统可靠性的影响。所得结论可为电动汽车的发展提供参考。
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引用次数: 22
The design of function block in IED with digital substation operation 变电站数字化操作简易爆炸装置的功能模块设计
Pub Date : 2012-05-21 DOI: 10.1109/ISGT-ASIA.2012.6303321
Zhaojie Sun, B. Duan
The advent of IEC 61850 provided generic hardware platforms with a standard communication interface and left remaining problem is the unified function model that can specifies various software components and provides a framework to integrate them efficiently. The standard function blocks method can provides the unified function model. In this paper we report on the architecture specifies a design template for the executable reservation interlocking scenario. The design makes the reservation interlocking modules executable and integration repeatable, provides for the seamless distribution application and the reuse of the configuration when the same instance occurs. The system of reservation interlocking is simulated in an IEC 61499 execution environment FBDK conducted to prove the feasibility and flexibility of using function blocks method.
IEC 61850的出现为通用硬件平台提供了标准的通信接口,遗留下来的问题是统一的功能模型,该模型可以指定各种软件组件并提供有效集成它们的框架。标准功能块方法可以提供统一的功能模型。在本文中,我们报告了为可执行预订联锁场景指定设计模板的体系结构。该设计使保留联锁模块可执行且集成可重复,提供了无缝分布应用程序和相同实例发生时配置的重用。在iec61499执行环境FBDK中对预留联锁系统进行了仿真,验证了功能块方法的可行性和灵活性。
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引用次数: 0
Partial discharge pattern recognition based on Transient Earth Voltage for 10 kV switchgear in smart grid 基于瞬态地电压的10kv智能电网开关柜局部放电模式识别
Pub Date : 2012-05-21 DOI: 10.1109/ISGT-ASIA.2012.6303173
T. Han, B. Du, Yu Gao, Yansong Xia
Partial discharge (PD) measurement is a promising method for condition assessment of insulation systems in smart grid. Conventional PD measuring systems have some difficulties in the measurements especially under on-line and noisy conditions. There is a growing tendency to use new measuring systems for the detection of PD pulses in 10 kV switchgears. In this paper, a new PD detection method based on Transient Earth Voltage (TEV) has been proposed. An efficient sensor was employed to detect PD pulses. The TEV sensor was implemented on a 10 kV switchgear and the TEV signals of three kinds of discharge were recorded and analyzed. The distribution characteristics of the signals were studied to achieve the pattern recognition. Finally the result of pattern recognition based on TEV signals was discussed. The result shows that the three kinds of discharge can be recognized through the spectrograms.
局部放电测量是一种很有前途的智能电网绝缘系统状态评估方法。传统的局部放电测量系统在测量中存在一定的困难,特别是在在线和噪声条件下。在10kv开关柜中,越来越多的人使用新的测量系统来检测PD脉冲。本文提出了一种基于瞬态地电压的局部放电检测方法。采用高效传感器对PD脉冲进行检测。将TEV传感器安装在10kv开关柜上,记录并分析了三种放电方式下的TEV信号。研究了信号的分布特征,实现了模式识别。最后讨论了基于TEV信号的模式识别结果。结果表明,通过谱图可以识别出三种放电类型。
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引用次数: 4
Reactive power planning for transmission grids with wind power penetration 风电渗透输电网无功规划
Pub Date : 2012-05-21 DOI: 10.1109/ISGT-ASIA.2012.6303336
Ming Niu, Zhao Xu
This paper proposes an application of Differential Evolution algorithm to power system reactive power planning with wind farms integration. The SVC device is used to minimize the real power losses and to improve the voltage profile during various operation scenarios disturbed by wind power variations. The model is also formulated as a constrained optimization problem, where the constraint is to let the voltage of connection point of the wind farms into the grid close to 1 p.u., which is formulated as a penalty function into the objective function. The reactive power optimization is tested in a modified version of the IEEE 30 bus test system for 6 scenarios of different wind speed levels based on Monte-Carlo simulations with satisfactory results.
提出了差分进化算法在风电场并网的电力系统无功规划中的应用。SVC装置用于最大限度地减少实际功率损耗,并改善受风力变化干扰的各种运行场景下的电压分布。该模型也被表述为一个约束优化问题,其中约束是让风电场入网点电压接近1pu,将其表述为惩罚函数转化为目标函数。在改进的IEEE 30总线测试系统中,基于蒙特卡罗模拟,对6种不同风速级别的场景进行了无功优化测试,取得了满意的结果。
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引用次数: 8
Technology of range selection on combined electronic current transformer 组合式电子式电流互感器量程选择技术
Pub Date : 2012-05-21 DOI: 10.1109/ISGT-ASIA.2012.6303240
Luo Sha, Zeng Xiangjun, Peng Feng, L. Hui
Along with the development and construction of smart grid and smart substation, the research on the electronic current transformer develops deeply. In order to achieve the measuring requirements of high accuracy and broad range, a new design of combined electronic transformer is proposed in this paper based on the analysis of current technology; the waveform smooth algorithm is adopted to solve the skipping problem which may occur at the time of data switch. At the end, MATLAB Simulations verify the feasibility of the algorithm. This paper will be helpful in the design of combined electronic current transformer.
随着智能电网和智能变电站的发展与建设,电子式电流互感器的研究也在不断深入。为了满足高精度、宽量程的测量要求,在分析现有技术的基础上,提出了一种新型的组合式电子变压器设计方案;采用波形平滑算法解决了数据切换时可能出现的跳变问题。最后通过MATLAB仿真验证了算法的可行性。本文对组合式电子式电流互感器的设计具有一定的指导意义。
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引用次数: 2
Neuro-fuzzy islanding detection in distributed generation 分布式发电中的神经模糊孤岛检测
Pub Date : 2012-05-21 DOI: 10.1109/ISGT-ASIA.2012.6303292
H. Bitaraf, M. Sheikholeslamzadeh, A. Ranjbar, B. Mozafari
Islanding detection methods are divided into three main groups as remote, active and passive. Although passive schemes have larger Non Detection Zones (NDZ) relative to other schemes, they are more used in utilities due to their low costs and less PQ problems than other schemes. Passive Schemes are based on the measurements of passive system parameters. These parameters are measured at the point of common coupling (PCC). A new approach in passive techniques is the use of data-mining to classify the system parameters. In this paper, massive indices are collected by simulation of a practical distribution system in PSCAD/EMTP environment. These indices include voltage, frequency, current, active power and etc. The classifying process of these indices is done by the Adaptive Neuro-Fuzzy Inference System (ANFIS) in MATLAB and the resultant logics and boundaries are implemented by the fuzzy logic using MATLAB software. The results show the effectiveness of ANFIS in reducing the NDZ of passive islanding detection schemes. In addition, this technique can be easily implemented with minor changes to distribution systems with different penetration levels and types of Distributed Generation (DG) as well as different distribution system topology.
孤岛探测方法主要分为远程、主动和被动三大类。虽然无源方案相对于其他方案具有更大的非检测区(NDZ),但由于其成本低,PQ问题较少,因此在公用事业中得到了更多的应用。无源方案是基于对无源系统参数的测量。这些参数是在共耦合点(PCC)测量的。无源技术中的一种新方法是利用数据挖掘对系统参数进行分类。本文通过在PSCAD/EMTP环境下对实际配电系统进行仿真,收集了大量的指标。这些指标包括电压、频率、电流、有功功率等。这些指标的分类过程由MATLAB中的自适应神经模糊推理系统(ANFIS)完成,生成的逻辑和边界由MATLAB软件中的模糊逻辑实现。结果表明,ANFIS在减小被动孤岛探测方案的NDZ方面是有效的。此外,该技术可以很容易地通过对不同渗透水平和分布式发电(DG)类型以及不同配电系统拓扑结构的配电系统进行微小更改来实现。
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引用次数: 19
The power quality disturbance detection and classification method based on EMD 基于EMD的电能质量干扰检测与分类方法
Pub Date : 2012-05-21 DOI: 10.1109/ISGT-ASIA.2012.6303144
Wang Qinghao, Wang Tianshi, Sheng Jidong, Zhang Xinwei, Shi Guodong
Power quality disturbances detection and classification methods based EMD are proposed in this paper. The time of disturbance occurrence and duration, and the frequency and amplitude of disturbance can be detected accurately by this method. Such as voltage sags, voltage swells, voltage interruptions and other disturbances raised the signal amplitude and frequency changes can be estimated. The results of MATLAB simulation show the proposed method is simple and effective.
提出了基于EMD的电能质量干扰检测与分类方法。该方法可以准确地检测出扰动的发生时间、持续时间、频率和幅值。如电压下降、电压膨胀、电压中断等扰动升高,信号的幅值和频率变化可以估计。MATLAB仿真结果表明,该方法简单有效。
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引用次数: 4
期刊
IEEE PES Innovative Smart Grid Technologies
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