Recognition Methods of Small Amplitude Hunting in High-speed Trains Based on S-transform

被引:0
|
作者
Ning J. [1 ]
Ran W. [1 ]
Chong C. [1 ]
Chen C. [1 ]
机构
[1] School of Mechanical Engineering, Southwest Jiaotong University, Chengdu
关键词
High-speed train; Least square support vector machine(LS-SVM); S-transform; Small hunting; Wavelet transform;
D O I
10.3969/j.issn.1004-132X.2019.09.012
中图分类号
学科分类号
摘要
For the problems that the existing high-speed train monitoring methods did not consider the non-stationary characteristics of vibration signals of the high-speed trains, which caused the trains to lose the hunting stability, based on S-transform a method was proposed to process the high-speed train bogie signals and then extract the features. The LS-SVM was utilized to train and identify the features. The results show that the recognition accuracy of the features based on S-transform is 100%, which is much better than that of the wavelet-transform-based method. Therefore, the proposed method may predict the running states of the high-speed trains in time and ensure the operation security of the trains. © 2019, China Mechanical Engineering Magazine Office. All right reserved.
引用
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页码:1097 / 1102and1110
相关论文
共 15 条
  • [1] Zhang W., Li Y., Song D., Study on Design Method of High-speed Train Motion Stability, Journal of Southwest Jiaotong University, 48, 1, pp. 1-9, (2013)
  • [2] Cai L., A Real-time Monitoring System of High Speed Train Bogie Hunting Instability Based on FPGA, (2012)
  • [3] Ning J., Lin J., Zhang B., Time-frequency Processing of Track Irregularities in High-speed Train, Mechanical Systems and Signal Processing, 66, pp. 339-348, (2016)
  • [4] Sun L., Evaluation Method Study and Theory Analysis of Lateral Running Stability and Dynamic Derailment of High Speed Train, (2014)
  • [5] Zhang B., Research on Key Components Security Monitoring of High-speed Railway Vehicle, (2007)
  • [6] Kar S., Samantaray S.R., Time-frequency Transform-based Differential Scheme for Microgrid Protection, IET Generation, Transmission & Distribution, 8, 2, pp. 310-320, (2014)
  • [7] Lin J., Bogie Hunting Report of Certain High-speed Train, (2007)
  • [8] High-speed EMU Vehicle Test Criterion, (2008)
  • [9] TB10761-2013. High-speed Railway Engineering Dynamic Acceptance Technical Criterion, (2013)
  • [10] BS EN 14363 Railway Applications-testing for the Acceptance of Running Characteristics of Railway Vehicles-testing of Running Behavior and Stationary Tests, (2005)