Security Monitoring of Railway Vehicle Communication Protocol Based on Fuzzy Test

IF 2.5 4区 计算机科学 Q3 TELECOMMUNICATIONS
Hui Li
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引用次数: 0

Abstract

With the rapid development of rail transit, the requirements of Internet of Things technology and communication capability continue to increase, and the security problems involved are gradually exposed. How to enhance the stability and security of rail vehicle communication is a key problem. Therefore, a security vulnerability technology of vehicle communication protocol in rail transit industry based on fuzzy testing technology is proposed. By adding a Seq2Seq model to the security vulnerability detection system, the technology makes it learn twice to improve the detection ability. At the same time, the new system also improves the limited number of possibilities and supports custom frame types. By using the TRDP protocol for analysis and testing on the vehicle device, the new system has obvious advantages in acceptance coverage and anomaly rate compared with the traditional fuzzy test method. It is proved that this method can effectively improve the detection efficiency, discover vulnerabilities, and solve the problem that traditional testing cannot effectively detect protocol vulnerabilities in rail transit vehicle communication system.

Abstract Image

基于模糊测试的轨道车辆通信协议安全监控
随着轨道交通的快速发展,对物联网技术和通信能力的要求不断提高,所涉及的安全问题也逐渐暴露出来。如何提高轨道车辆通信的稳定性和安全性是一个关键问题。为此,提出了一种基于模糊测试技术的轨道交通行业车辆通信协议安全漏洞检测技术。该技术通过在安全漏洞检测系统中加入Seq2Seq模型,使系统进行两次学习,提高检测能力。同时,新系统还改进了有限数量的可能性,并支持自定义帧类型。采用TRDP协议对车载设备进行分析测试,与传统的模糊测试方法相比,新系统在验收覆盖率和异常率方面具有明显的优势。实践证明,该方法能有效提高检测效率,发现漏洞,解决了传统测试无法有效检测轨道交通车辆通信系统协议漏洞的问题。
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来源期刊
CiteScore
8.90
自引率
13.90%
发文量
249
期刊介绍: ransactions on Emerging Telecommunications Technologies (ETT), formerly known as European Transactions on Telecommunications (ETT), has the following aims: - to attract cutting-edge publications from leading researchers and research groups around the world - to become a highly cited source of timely research findings in emerging fields of telecommunications - to limit revision and publication cycles to a few months and thus significantly increase attractiveness to publish - to become the leading journal for publishing the latest developments in telecommunications
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