A novel fault classification method based on neural network in smart grid | |
Zhang, Tong; Sun LX(孙兰香)![]() ![]() | |
Department | 工业控制网络与系统研究室 |
Source Publication | International Journal of Electrical Engineering
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ISSN | 1812-3031 |
2018 | |
Volume | 25Issue:1Pages:1-7 |
Indexed By | EI |
EI Accession number | 20180504694792 |
Contribution Rank | 2 |
Keyword | Smart Grid Fault Classification Bp Neural Network Phasor Measurement |
Abstract | 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. |
Language | 英语 |
Document Type | 期刊论文 |
Identifier | http://ir.sia.cn/handle/173321/21524 |
Collection | 工业控制网络与系统研究室 |
Corresponding Author | Sun LX(孙兰香) |
Affiliation | 1.College of Information Science and Engineering, Northeastern University, Shenyang, China 2.State Key Laboratory of Synthetical Automation for Process Industries, Northeastern University, Shenyang, China 3.Shenyang Institute of Automation, Chinese Academy of Sciences, Shenyang, China 4.Key Laboratory of Networked Control System, CAS, Shenyang, China 5.University of Chinese Academy of Sciences, Beijing, China |
Recommended Citation 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. |
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A novel fault classi(508KB) | 期刊论文 | 作者接受稿 | 开放获取 | CC BY-NC-SA | View Application Full Text |
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