A novel fault classification method based on neural network in smart grid
文献类型：期刊论文
| 作者 | Zhang, Tong; Sun LX(孙兰香) ; Liu JC(刘建昌); Yu HB(于海斌)
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| 刊名 | International Journal of Electrical Engineering
 |
| 出版日期 | 2018 |
| 卷号 | 25期号:1页码:1-7 |
| 关键词 | Smart grid Fault classification BP neural network phasor measurement |
| ISSN号 | 1812-3031 |
| 产权排序 | 2 |
| 通讯作者 | Sun LX(孙兰香) |
| 中文摘要 | This paper presents a back propagation (BP) neural network method to identify fault types and phases in the smart grid with renewable sources. A fault classification method based on the BP neural network is used to identify patterns of voltage and current measured with phasor measurement unit (PMU). The voltage and current values are decomposed, and then they are used as the input matrix of the BP neural network, which identifies the fault type and fault phasor. All the common short-circuit faults occurred are analyzed, BP neural network method is proposed for fault classification in a power active distribution network. Simulation results show feasibility and usefulness of the BP neural network method, which provides good classification performances. |
| 收录类别 | EI |
| 语种 | 英语 |
| 源URL | [http://ir.sia.cn/handle/173321/21524]  |
| 专题 | 沈阳自动化研究所_工业控制网络与系统研究室 |
| 作者单位 | 1.College of Information Science and Engineering, Northeastern University, Shenyang, China 2.University of Chinese Academy of Sciences, Beijing, China 3.State Key Laboratory of Synthetical Automation for Process Industries, Northeastern University, Shenyang, China 4.Key Laboratory of Networked Control System, CAS, Shenyang, China 5.Shenyang Institute of Automation, Chinese Academy of Sciences, Shenyang, China |
| 推荐引用方式 GB/T 7714 | Zhang, Tong,Sun LX,Liu JC,et al. A novel fault classification method based on neural network in smart grid[J]. International Journal of Electrical Engineering,2018,25(1):1-7. |
| APA | Zhang, Tong,Sun LX,Liu JC,&Yu HB.(2018).A novel fault classification method based on neural network in smart grid.International Journal of Electrical Engineering,25(1),1-7. |
| MLA | Zhang, Tong,et al."A novel fault classification method based on neural network in smart grid".International Journal of Electrical Engineering 25.1(2018):1-7. |
入库方式： OAI收割
来源：沈阳自动化研究所
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