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基于模糊定性趋势分析的JTC综合故障诊断方法 被引量:8

Comprehensive Fault Diagnosis Method for Jointless Track Circuit Based on Fuzzy Qualitative Trend Analysis
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摘要 针对JTC(jointless track circuit)补偿电容和调谐区故障检测方法不兼容的问题,提出基于模糊定性趋势分析的JTC综合故障诊断方法,实现包括补偿电容和调谐区设备的JTC综合故障诊断。基于传输线理论分别建立JTC补偿电容与调谐区设备故障的仿真模型,以补偿电容所在位置为分割点,提取JTC无故障及补偿电容与调谐区设备分别故障时的信号曲线趋势构建知识库,通过计算实际信号与知识库中经典故障模式的匹配度得出诊断结果。结果表明:信噪比越高,诊断正确率越高,当信噪比为50dB,电阻为1Ω·km时,诊断正确率高达94.9%。相比于模拟退火算法,诊断方法具有更好的适用性和灵活性。 In this paper,the method of comprehensive fault diagnosis based on fuzzy qualitative trend analysis is presented to address the problem of incompatibility of detection methods for JTC compensation capacitor and tuning area,realizing comprehensive fault diagnosis of JTC including compensation capacitor and tuning equipment.A simulation model of JTC compensation capacitor and tuning equipment faults was established based on the transmission line theory.The signal curve trends of JTC fault-free,and the compensation capacitor and tuning equipment at fault were extracted respectively according to the divided point of compensation capacitor position,with which a knowledge base was built.the matching degree between an actual signal and the classical failure mode in knowledge base according to the matching degree formula defined in this paper.Finally,the diagnosis result was given.Experiments shows that the higher the SNR(Signal Noise Ratio)is,the higher the diagnostic accuracy is.The diagnostic accuracy is as high as94.9%when the SNR is 50 dB and corresponding ballast resistance is 1Ω·km.The proposed method has a higher flexibility and applicability compared with the simulated annealing algorithm.
作者 张友鹏 朱涛伟 赵斌 ZHANG Youpeng;ZHU Taowei;ZHAO Bin(School of Automation and Electrical Engineering,Lanzhou Jiaotong University,Lanzhou 730070,Gansu,P.R.China)
出处 《重庆大学学报(自然科学版)》 EI CAS CSCD 北大核心 2019年第3期65-75,共11页 Journal of Chongqing University
基金 中国铁路总公司科技研究计划课题(2015X007-H)~~
关键词 无绝缘轨道电路 模糊定性趋势分析 补偿电容 调谐区 故障诊断 jointless track circuit fuzzy qualitative trend analysis compensation capacitor tuning area fault diagnosis
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  • 1李峰.UM71区间轨道电路补偿电容故障查找、处理及分析[J].铁道建筑技术,2007(z2):40-42. 被引量:1
  • 2黄均才,王凤碧,罗讯,佘堃,周明天.基于人工免疫的新型入侵检测系统研究[J].电子科技大学学报,2006,35(1):93-95. 被引量:8
  • 3夏桂梅,曾建潮.一种基于轮盘赌选择遗传算法的随机微粒群算法[J].计算机工程与科学,2007,29(6):51-54. 被引量:28
  • 4郑福林.关于补偿电容损坏的原因及防护探讨[J].计算机与通信信号,2009,18(11):52-53.
  • 5ZHAO Lin-hai,LI Zhan-kui,LIU Wei-ning. The Compen- sation Capacitors Fault Detection Method of Jointless Track Circuit Based on DBWT and WR[C]//IEEE Computer So- ciety. International Conference on Intelligent Computing and Intelligent Systems. 2009:875-879.
  • 6COME E, OUKHELLOU L, DENOEUX T, et al. Inde- pendent Factor Analysis with Mixing Constraints in A Semi-Supervised Framework: Application to Railway De- vice Fault Diagnosis[C]//International Conference on Arti- ficial Neural Networks. 2009: 416-425.
  • 7SIVAKUMAR B,JAYAWARDENA A W, FERNANDO T M K G. River Flow Forecasting: Use of Phase-Space Re- construction and Artificial Neural Networks Approaches[J]. Journal of Hydrology,2002,265(4) : 225-245.
  • 8TAKENS F. Detecting Strange Attractors in Turbulence [J]. Dynamical Systems and Turbulence, 1981, (1): 366- 381.
  • 9JIANG Ai-hua, HUANG Xiu-chang, ZHANG Zhen-hua, et al. Mutual Information Algorithms [J ] . Mechanical Systems and Signal Processing,2010,24(8) : 2947-2960.
  • 10KENNEL M, ABARBANEL H. False Neighbors and False Strands: A Reliable Minimum Embedding Dimen- sion Algorithm [J]. Physical Review E, 2002,66 (2) : 1- 18.

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