基于神经网络的铁路通信网络传输延迟控制方法

doi:10.3969/j.issn.1673-4440.2023.01.007

铁路通信信号工程技术 ›› 2023, Vol. 20 ›› Issue (1): 33-39.DOI: 10.3969/j.issn.1673-4440.2023.01.007

基于神经网络的铁路通信网络传输延迟控制方法

董玉圻

国家铁路局装备技术中心，北京 100702

收稿日期:2022-08-10 修回日期:2023-01-05 出版日期:2023-01-25 发布日期:2023-01-25
作者简介:董玉圻（1992—），男，本科，工程师，主要研究方向：铁路通信，邮箱：baba_987654@sina.com。

Transmission Delay Control Method of Railway Communication Networks Based on Neural Network

Dong Yuqi

Equipment Technology Center, National Railway Administration of the People's Republic of China, Beijing 100702, China

Received:2022-08-10 Revised:2023-01-05 Online:2023-01-25 Published:2023-01-25

摘要/Abstract

摘要： 研究一种基于神经网络的铁路通信网络传输延迟控制方法。利用TCN网络分析仪抓取的通信网络延迟数据，组成数据样本。以数据样本为输入，利用神经网络实现铁路通信网络传输延迟预测。以预测结果为输出，结合PID，得出延迟控制量和延迟补偿量，实现铁路通信网络传输延迟控制。结果表明，与基于功率控制协议的控制方法、基于延迟补偿的控制方法相比，在新的控制方法应用下，延迟时间更短，通信链路速率更高，由此证明新研究的控制方法的有效性。

关键词: 神经网络, 铁路通信网络, 延迟预测, 传输延迟, 延迟控制

Abstract: A transmission delay control method of railway communication networks based on a neural network is studied. This study uses the communication network delay data captured by TCN network analyzer to serve as data samples. With the data samples as input, the prediction of transmission delays of railway communication networks is realized by using the neural network. With the prediction results as the output, combined with PID, the delay control quantity and delay compensation quantity are obtained to realize the transmission delay control of railway communication networks. The results show that the new control method in this paper reduces the delay time and increases the communication link rate as compared with the control method based on power control protocol and the control method based on delay compensation, which proves the effectiveness of this new method.

Key words: neural network, railway communication network, prediction of delay, transmission delay, delay control

中图分类号:

U285.5

董玉圻. 基于神经网络的铁路通信网络传输延迟控制方法[J]. 铁路通信信号工程技术, 2023, 20(1): 33-39.

Dong Yuqi. Transmission Delay Control Method of Railway Communication Networks Based on Neural Network[J]. Railway Signalling & Communication Engineering, 2023, 20(1): 33-39.

图/表 7

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基于神经网络的铁路通信网络传输延迟控制方法

Transmission Delay Control Method of Railway Communication Networks Based on Neural Network

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