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用于车辆导航的基于全球导航卫星系统/惯性导航系统/里程计耦合的欺骗检测

Spoofing Detection Using GNSS/INS/Odometer Coupling for Vehicular Navigation.

作者信息

Broumandan Ali, Lachapelle Gérard

机构信息

Position, Location and Navigation (PLAN) Group, Schulich School of Engineering, University of Calgary, Calgary, AB T2N 1N4, Canada.

出版信息

Sensors (Basel). 2018 Apr 24;18(5):1305. doi: 10.3390/s18051305.

Abstract

Location information is one of the most vital information required to achieve intelligent and context-aware capability for various applications such as driverless cars. However, related security and privacy threats are a major holdback. With increasing focus on using Global Navigation Satellite Systems (GNSS) for autonomous navigation and related applications, it is important to provide robust navigation solutions, yet signal spoofing for illegal or covert transportation and misleading receiver timing is increasing and now frequent. Hence, detection and mitigation of spoofing attacks has become an important topic. Several contributions on spoofing detection have been made, focusing on different layers of a GNSS receiver. This paper focuses on spoofing detection utilizing self-contained sensors, namely inertial measurement units (IMUs) and vehicle odometer outputs. A spoofing detection approach based on a consistency check between GNSS and IMU/odometer mechanization is proposed. To detect a spoofing attack, the method analyses GNSS and IMU/odometer measurements independently during a pre-selected observation window and cross checks the solutions provided by GNSS and inertial navigation solution (INS)/odometer mechanization. The performance of the proposed method is verified in real vehicular environments. Mean spoofing detection time and detection performance in terms of receiver operation characteristics (ROC) in sub-urban and dense urban environments are evaluated.

摘要

位置信息是实现无人驾驶汽车等各种应用的智能和情境感知能力所需的最重要信息之一。然而,相关的安全和隐私威胁是一个主要障碍。随着越来越多地将全球导航卫星系统(GNSS)用于自主导航及相关应用,提供强大的导航解决方案很重要,但用于非法或秘密运输的信号欺骗以及误导接收器计时的情况日益增加且屡见不鲜。因此,检测和减轻欺骗攻击已成为一个重要课题。在欺骗检测方面已经有了一些成果,重点关注GNSS接收器的不同层面。本文重点研究利用自备传感器(即惯性测量单元(IMU)和车辆里程表输出)进行欺骗检测。提出了一种基于GNSS与IMU/里程表机械装置之间一致性检查的欺骗检测方法。为了检测欺骗攻击,该方法在预先选定的观测窗口期间独立分析GNSS和IMU/里程表测量值,并对GNSS提供的解与惯性导航解(INS)/里程表机械装置进行交叉检查。所提方法的性能在实际车辆环境中得到了验证。评估了在郊区和密集城市环境中平均欺骗检测时间以及基于接收器操作特性(ROC)的检测性能。

https://cdn.ncbi.nlm.nih.gov/pmc/blobs/03b1/5981310/3cca2cc7c195/sensors-18-01305-g001.jpg

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