Research on Dynamic Perception Algorithm for High Speed Maglev Track Irregularity

被引:0
|
作者
Ding, Sansan [1 ]
Jiang, Fujie [1 ]
Sun, Xiangdong [1 ]
Huang, Jingyu [2 ]
Li, Dongshuai [2 ]
Li, Huibai [2 ]
机构
[1] CRRC QINGDAO SIFANG CO LTD, Qingdao 266000, Peoples R China
[2] Sch Tongji Univ, Shanghai 201804, Peoples R China
关键词
D O I
10.1088/1755-1315/455/1/012129
中图分类号
TU [建筑科学];
学科分类号
0813 ;
摘要
The high-speed maglev track irregularity is an important factor affecting the safety and stability of high-speed maglev trains. Based on the basic principle of high-speed maglev vehicle orbit, the deep neural network is used to establish the relationship between the vibration acceleration of the vehicle body and the track irregularity, so as to realize the real vehicle detection of the track irregularity. The results show that the relative error of the prediction of the track irregularity by the deep neural network is 6.04%, which basically meets the actual measurement requirements in the project. At the same time, it is demonstrated that the model with 8 input nodes has higher prediction accuracy and the high-speed maglev track is not smooth. Measurement provides theoretical support.
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页数:7
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