A Novel Nonintrusive Fault Identification for Power Transmission Networks using Power-Spectrum-Based Hyperbolic S-transform-Part I: Fault Classification

被引:0
|
作者
Chang, Hsueh-Hsien [1 ]
Nguyen Vite Linh [2 ]
Lee, Wei-Jen [3 ]
机构
[1] Jin Wen Univ Sci & Technol, New Taipei 23154, Taiwan
[2] Univ Oviedo, Dept Elect Elect Comp & Syst Engn, Oviedo 33003, Spain
[3] Univ Texas Arlington, ESRC, Arlington, TX 76019 USA
来源
2018 IEEE/IAS 54TH INDUSTRIAL AND COMMERCIAL POWER SYSTEMS TECHNICAL CONFERENCE (I&CPS) | 2018年
关键词
Transmission networks; hyperbolic S-transform (HSI); power spectrum; back-propagation artificial neural networks (BP-ANNs); non-intrusive fault monitoring (NIFM); FUNCTION NEURAL-NETWORK; WAVELET TRANSFORM; LOAD IDENTIFICATION; LOCATION TECHNIQUE; LINES; SYSTEMS; DIAGNOSIS;
D O I
暂无
中图分类号
TE [石油、天然气工业]; TK [能源与动力工程];
学科分类号
0807 ; 0820 ;
摘要
This paper presents a novel nonintrusive protection scheme for fault classification of power transmission networks in a wide-area measurement system (WAMS) using fault information for decision making. The protection scheme is a non-communication without GPS as it depends completely on locally measured currents for the non-intrusive fault monitoring (NIFM) using the power-spectrum-based hyperbolic S-transform (PS-HST). In this work, the HST is used to extract the high frequency components of the current signals generated by an electric fault. To effectively select the HST coefficients (HSTCs) representing fault transient signals with increasing performance, a power spectrum of the HSTCs in different scales calculated by Parseval's Theorem is proposed in this paper. Finally, back-propagation artificial neural networks (BP-ANNs) and PS-HST are used to identify fault types in power transmission networks. The proposed method is tested for different breaker ON/OFF conditions by simulations using electromagnetic transients program (EMTP) software. The results obtained have proved that the proposed method is promising and demonstrate a high success rates and reliability for considering different fault resistances and inception angles in NIFM applications.
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页数:21
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