Title
VCIDS: Collaborative Intrusion Detection of Sensor and Actuator Attacks on Connected Vehicles.
Abstract
Modern urban vehicles adopt sensing, communication and computing modules into almost every functioning aspect to assist humans in driving. However, the advanced technologies are inherently vulnerable to attacks, exposing vehicles to severe security risks. In this work, we focus on the detection of sensor and actuator attacks that are capable of actively altering vehicle behavior and directly causing damages to human beings and vehicles. We develop a collaborative intrusion detection system where each vehicle leverages sensing data from its onboard sensors and neighboring vehicles to detect sensor and actuator attacks without a centralized authority. The detection utilizes the unique feature that clean data and contaminated data are correlated through the physical dynamics of the vehicle. We demonstrate the effectiveness of the detection system in a scaled autonomous vehicle testbed by launching attacks through various attack channels.
Year
DOI
Venue
2017
10.1007/978-3-319-78813-5_19
Lecture Notes of the Institute for Computer Sciences Social Informatics and Telecommunications Engineering
Keywords
Field
DocType
Urban vehicular networks,Intrusion detection,Cyber-physical systems
Computer science,Sensing data,Testbed,Communication channel,Real-time computing,Cyber-physical system,Intrusion detection system,Actuator
Conference
Volume
ISSN
Citations 
238
1867-8211
0
PageRank 
References 
Authors
0.34
20
5
Name
Order
Citations
PageRank
Pinyao Guo1244.66
Hunmin Kim261.86
Guan Le33810.01
Minghui Zhu44412.11
P. Liu537841.58