Secure FMCW LiDAR Systems with Frequency Encryption

Marziyeh Rezaei, L. Hussein, S. Moazeni
{"title":"Secure FMCW LiDAR Systems with Frequency Encryption","authors":"Marziyeh Rezaei, L. Hussein, S. Moazeni","doi":"10.1145/3560834.3563829","DOIUrl":null,"url":null,"abstract":"Robust and secure ranging is among the most vital capabilities demanded by future autonomous vehicles and robotics for precise navigation and avoiding collisions. Light detection and ranging (LiDAR) is a promising 3D imaging technology for this aim. However, the security vulnerabilities of LiDAR systems can impose critical threats to human safety and security, similar to other types of sensors. While LiDARs are becoming standard technologies for self-driving cars, their security aspects have not yet been studied well so far. In this paper, we will first summarize various security attack scenarios against different LiDAR types. We focus on beam-steering and frequency modulated continuous wave (FMCW) LiDAR systems as they have been considered the most secure LiDAR systems proposed so far. We will show that an attacker can reverse engineer the victim's LiDAR system and build a spoofing system using commercially available electro-optical components. To do so, we will develop an electro-optical co-simulation framework in MATLAB Simulink and use that to study the feasibility of the spoofing attack in today's FMCW LiDAR systems. Finally, we propose the frequency encryption technique as a countermeasure to mitigate the possibility of spoofing FMCW beam-steering LiDAR systems. The proposed approach can ensure the security of future FMCW LiDAR systems without compromising functionality or accuracy.","PeriodicalId":263570,"journal":{"name":"Proceedings of the 2022 Workshop on Attacks and Solutions in Hardware Security","volume":"1 1","pages":"0"},"PeriodicalIF":0.0000,"publicationDate":"2022-11-07","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"1","resultStr":null,"platform":"Semanticscholar","paperid":null,"PeriodicalName":"Proceedings of the 2022 Workshop on Attacks and Solutions in Hardware Security","FirstCategoryId":"1085","ListUrlMain":"https://doi.org/10.1145/3560834.3563829","RegionNum":0,"RegionCategory":null,"ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"","JCRName":"","Score":null,"Total":0}
引用次数: 1

Abstract

Robust and secure ranging is among the most vital capabilities demanded by future autonomous vehicles and robotics for precise navigation and avoiding collisions. Light detection and ranging (LiDAR) is a promising 3D imaging technology for this aim. However, the security vulnerabilities of LiDAR systems can impose critical threats to human safety and security, similar to other types of sensors. While LiDARs are becoming standard technologies for self-driving cars, their security aspects have not yet been studied well so far. In this paper, we will first summarize various security attack scenarios against different LiDAR types. We focus on beam-steering and frequency modulated continuous wave (FMCW) LiDAR systems as they have been considered the most secure LiDAR systems proposed so far. We will show that an attacker can reverse engineer the victim's LiDAR system and build a spoofing system using commercially available electro-optical components. To do so, we will develop an electro-optical co-simulation framework in MATLAB Simulink and use that to study the feasibility of the spoofing attack in today's FMCW LiDAR systems. Finally, we propose the frequency encryption technique as a countermeasure to mitigate the possibility of spoofing FMCW beam-steering LiDAR systems. The proposed approach can ensure the security of future FMCW LiDAR systems without compromising functionality or accuracy.
安全FMCW激光雷达系统与频率加密
为了实现精确导航和避免碰撞,未来的自动驾驶汽车和机器人需要强大而安全的测距功能。光探测和测距(LiDAR)是一种很有前途的3D成像技术。然而,与其他类型的传感器类似,激光雷达系统的安全漏洞可能对人类安全和安保构成严重威胁。虽然激光雷达正在成为自动驾驶汽车的标准技术,但到目前为止,它们的安全方面还没有得到很好的研究。在本文中,我们将首先总结针对不同类型激光雷达的各种安全攻击场景。我们的重点是波束导向和调频连续波(FMCW)激光雷达系统,因为它们被认为是迄今为止提出的最安全的激光雷达系统。我们将展示攻击者可以对受害者的激光雷达系统进行逆向工程,并使用市售的光电组件构建欺骗系统。为此,我们将在MATLAB Simulink中开发一个光电联合仿真框架,并使用该框架来研究当今FMCW激光雷达系统中欺骗攻击的可行性。最后,我们提出了频率加密技术作为一种对策,以减少欺骗FMCW波束导向激光雷达系统的可能性。所提出的方法可以确保未来FMCW激光雷达系统的安全性,而不会影响功能或精度。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
求助全文
约1分钟内获得全文 求助全文
来源期刊
自引率
0.00%
发文量
0
×
引用
GB/T 7714-2015
复制
MLA
复制
APA
复制
导出至
BibTeX EndNote RefMan NoteFirst NoteExpress
×
提示
您的信息不完整,为了账户安全,请先补充。
现在去补充
×
提示
您因"违规操作"
具体请查看互助需知
我知道了
×
提示
确定
请完成安全验证×
copy
已复制链接
快去分享给好友吧!
我知道了
右上角分享
点击右上角分享
0
联系我们:info@booksci.cn Book学术提供免费学术资源搜索服务,方便国内外学者检索中英文文献。致力于提供最便捷和优质的服务体验。 Copyright © 2023 布克学术 All rights reserved.
京ICP备2023020795号-1
ghs 京公网安备 11010802042870号
Book学术文献互助
Book学术文献互助群
群 号:604180095
Book学术官方微信