超时
计算机科学
钥匙(锁)
无线
断层(地质)
实时计算
故障树分析
计算机网络
控制系统
故障检测与隔离
通信系统
工程类
无线网络
控制(管理)
接口(物质)
容错
频道(广播)
数据传输
特征(语言学)
决策树
嵌入式系统
系统模型
数据建模
分布式计算
数据验证
断层模型
一般化
树(集合论)
无线传感器网络
监督控制
作者
Congling Hou,Yanfeng Pan,Chuncheng Pan,Yingkun Hu
出处
期刊:
[SPIE]
日期:2025-10-28
卷期号:: 55-55
摘要
In China's core operation guarantee system for high-speed railways, the CTCS-3 train operation control system based on the GSM-R network is a key technical support for realizing high-speed, safe and efficient train operation. With the rapid development of high-speed railways, the CTCS-3 wireless communication timeout fault has become a prominent hidden danger affecting the operation quality of high-speed railways. This paper selects the Guangzhou-Shantou High-speed Railway, Wuhan-Guangzhou High-speed Railway and Ganzhou-Shenzhen High-speed Railway as the research objects. A large amount of data on wireless communication timeout faults of the CTCS-3 train control system on these lines is obtained from the three interfaces and air interface monitoring data. After massive data cleaning and feature extraction, the FP-Growth algorithm is used for efficient data analysis, and a relevant model is established based on the CART decision tree algorithm. Finally, the verification curve confirms that the model has good generalization ability, realizing accurate fault diagnosis.
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