基于极限学习机的小电流接地故障融合选线Small Current Grounding Fault Line Selection Based on Limit Learning Machine
梁喆,杨铁梅
摘要(Abstract):
针对单一选线无法实现适应各种单相接地故障的情况,提出基于极限学习机的融合选线方法。首先在MATLAB中建立110/35 kV的小电流系统模型,用小波包变换算法提取特征分量。采用零序导纳法、自适应陷波法、改进锁相环的5次谐波法分析在不同接地系统、不同接地电阻等故障类型发生故障时的暂态特征,利用极限学习机方法进行融合选线,并与PNN融合选线方法进行对比。实验证明本算法可实现100%正确选线,且选线时间短。
关键词(KeyWords): 小电流系统;单相接地故障;融合选线;极限学习机
基金项目(Foundation): 国家青年基金(F030507);; 国家自然基金(U1510112);; 山西重点实验室开放课题(MEI201504)
作者(Author): 梁喆,杨铁梅
参考文献(References):
- [1]程路,陈乔夫.小电流接地系统单相接地选线技术综述[J].电网技术,2009,33(18):219-224.
- [2]姜健,鲍光海.小电流接地系统单相接地故障选线方法综述[J].电气技术,2015,16(12):1-5.
- [3]ZHANG SHUQING,MA YUE,LI PAN,et al.Application of Improved Generalized Harmonic Wavelet Packet Decomposition and Chaos Oscillator to Fault Line Detection in Small Current Grounding System[J].Transactions of China Electrotechnical Society,2015,30(3):13-20.
- [4]殷培峰,刘石红.基于谐波与首半波结合的单相接地选线分析与研究[J].自动化与仪器仪表,2013,168(4):19-21.
- [5]SUN QIDONG,ZHANG KAIRU,LIU JIAN.Research on single-phase fault earth fault line selection method for the distribution network based on fifth harmonics and wavelet reconstruction[J].Electrical Measurement&Instrumentation,2016,53(16):1-4.
- [6]付光杰,盖峰,陈聪,等.基于零序导纳模值差绝对极大值法的定位方法研究[J].电气自动化,2015,37(6):63-65.
- [7]X Wang,Y Lu,Y Hou.Fault Line Selection Method of Small Current Grounding System Based on Wavelet Packet and Multi Frequency Band Analysis[J].Digital Content Technology and its Applications,2013,7(6):1176.
- [8]庞清乐,孙同景,穆健,等.基于神经网络的中性点经消弧线圈接地系统故障选线方法[J].电网技术,2005,29(24):77-80.
- [9]李荣明,王官洁,罗建.基于神经网络的小电流接地系统综合智能选线[J].重庆大学学报:自然科学版,2004,27(5):85-89.
- [10]曹运刚,陈平,杨茂亭,等.基于人工神经网络的小电流接地故障选线方法研究[J].国网技术学院学报,2015,18(1):21-25.
- [11]王晓卫,魏向向,侯雅晓,等.基于小波去噪与改进RBF神经网络的小电流接地系统故障选线方法[J].工矿自动化,2014,40(4):46-50.
- [12]VAIROOS A,NAVOLOCHNYI AA,OA ONISOVA,et al.Zero-sequence admittance used to protect distribution networks with low earth fault currents[J].Russian Electrical Engineering,2011,82(1):32-37.
- [13]YF XIONG,S WANG,W ZHANG.A Line-Selection Method of Data Fusion Based on Neural Network[J].Procedia Engineering,2012,29:520-525.
- [14]杨乐.张瑞在线序列ELM算法及其发展[J].西北大学学报:自然科学版,2012,42(6):885-889.
- [15]HUANG G B,ZHU Q Y,SIEW C K.Extreme learning machine:a new learning scheme of feed forward neural networks[C]//Proceedings of the International Joint Conference on Neural Net works(IJCNN 2004).Budapest,Hungary,2004:985-990.
- [16]吴庆典,王安红.一种基于小波四叉树的无线视频组播方案[J].太原科技大学学报,2014,35(4):252-257.