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Title: Minimum Detectable Error in Identifying Vehicle Malicious and Erroneous Misbehavior: Sensor-Based Misbehavior Detection Study
Accession Number: 01763844
Record Type: Component
Abstract: This research establishes the minimum detectable error (MDE) boundary for relative position between the observer and status vehicles (SV) using vehicle sensor and Global Positioning System (GPS) error profile from field tests and established minimum standards. The results demonstrated that the MDE increases in the lateral direction (side-to-side) with the increase in relative distance between the observer and SVs while remaining the same in the longitudinal direction (front-to-back). The implementation of Sensor-Based Misbehavior Detection (SBMD) with current specifications without GPS, sensors, and heading improvements can detect two-lane lateral offset malicious misbehavior and one vehicle length longitudinal offset malicious misbehavior with a probability above 99%. For one-lane lateral offset malicious misbehavior, there is a detection probability of approximately 30% at 70 meters distance and approximately 60% at 10 meters distance between observer and SV. Major improvements to sensors and heading error yield an improved detection for one-lane lateral offset malicious misbehavior with a probability approximately 60% for all distances while major improvements to GPS yield 100% detection of one-lane lateral offset malicious misbehavior. SBMD with current accuracy specifications without GPS, sensor, and heading improvements can detect GPS equipment failure where the GPS error profile is expanded to 3 times the current SAE J2945 specifications with a probability of approximately 42% at 70 meters distance and approximately 48% at 10 meters distance between observer and SV. This research found that major improvements to vehicle sensor and heading error reduces the MDE boundary lateral radius spread, thus decreasing the correlation between range and MDE boundary size.
Supplemental Notes: This paper was sponsored by TRB committee AMR40 Standing Committee on Systems, Enterprise, and Cyber Resilience.
Report/Paper Numbers: TRBAM-21-02589
Language: English
Corporate Authors: Transportation Research BoardAuthors: Ong, Boon TeckKolleda, JoshuaMousa, Saleh RagabAndrews, ScottFleming, DennisMarousek, JamesEttefagh, MahsaSturgeon II, PurserLodato, DiegoGoldsmith, JamesPagination: 22p
Publication Date: 2021
Conference:
Transportation Research Board 100th Annual Meeting
Location:
Washington DC, United States Media Type: Digital/other
Features: Figures; References; Tables
TRT Terms: Subject Areas: Highways; Safety and Human Factors; Vehicles and Equipment
Source Data: Transportation Research Board Annual Meeting 2021 Paper #TRBAM-21-02589
Files: TRIS, TRB, ATRI
Created Date: Dec 23 2020 11:12AM
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