Novel position falsification attacks detection in the Internet of Vehicles using machine learning

• Main Authors: Ilango, Harun Surej, Ma, Maode, Su, Rong
• Other Authors: School of Electrical and Electronic Engineering
• Format: Conference or Workshop Item
• Language: English
• Published: 2023
• Subjects: Engineering; Engineering::Electrical and electronic engineering; Engineering::Electrical and electronic engineering::Wireless communication systems; Engineering::Computer science and engineering::Computing methodologies::Artificial intelligence; Internet of Vehicles; Position Falsification Attacks; Machine Learning; Novel Attack Detection; Basic Safety Messages (BSMs); VeReMi Dataset; Vehicle-to-Vehicle (V2V) Communication; Anomaly Detection
• Online Access: https://hdl.handle.net/10356/167113
• Institution: Nanyang Technological University

In an Internet of Vehicles (IoV) network, vehicles periodically broadcast Basic Safety Messages (BSMs) that contain the vehicle's current position, speed, and acceleration. Safety-critical applications like blind-spot warning and lane change warning systems use these BSMs to ensure the safety o...