Spline Based Intrusion Detection in Vehicular Ad Hoc Networks (VANET)

被引:1
作者
Schmidt, David A. [1 ]
Khan, Mohammad S. [1 ]
Bennett, Brian T. [1 ]
机构
[1] East Tennessee State Univ, Dept Comp, Roy S Nicks Hall,365 Stout Dr, Johnson City, TN 37604 USA
来源
2019 IEEE SOUTHEASTCON | 2019年
关键词
Intrusion Detection; Spline; Vehicular Ad Hoc Networks; Machine Learning; Internet of Things; Internet of Vehicles;
D O I
10.1109/southeastcon42311.2019.9020367
中图分类号
TP301 [理论、方法];
学科分类号
081202 ;
摘要
Intrusion detection systems (IDSs) play a crucial role in the identification and mitigation for attacks on host systems. Of these systems, vehicular ad hoc networks (VANETs) are particularly difficult to protect due to the dynamic nature of their clients and their necessity for constant interaction with their respective cyber-physical systems. Currently, there is a need for a VANET-specific IDS that can satisfy these requirements. Spline function-based IDSs have shown to be effective in traditional network settings. By examining the various construction of splines and testing their robustness, the viability for a spline-based IDS can be determined.
引用
收藏
页数:5
相关论文
共 9 条
[1]   Cyber-Physical Attack-Resilient Wide-Area Monitoring, Protection, and Control for the Power Grid [J].
Ashok, Aditya ;
Govindarasu, Manimaran ;
Wang, Jianhui .
PROCEEDINGS OF THE IEEE, 2017, 105 (07) :1389-1407
[2]  
James G., 2013, INTRO STAT LEARNING, p68
[3]  
Joy K.I., Definition of B-Spline Curve
[4]  
Lu Hui-bin, 2009, Application Research of Computers, V26, P448
[5]   Intrusion detection systems using adaptive regression splines [J].
Mukkamala, Srinivas ;
Sung, Andrew H. ;
Abraham, Ajith ;
Ramos, Vitorino .
ENTERPRISE INFORMATION SYSTEMS VI, 2006, :211-+
[6]   A survey of attacks and detection mechanisms on intelligent transportation systems: VANETs and IoV [J].
Sakiz, Fatih ;
Sen, Sevil .
AD HOC NETWORKS, 2017, 61 :33-50
[7]   Trust aware support vector machine intrusion detection and prevention system in vehicular ad hoc networks [J].
Shams, Erfan A. ;
Rizaner, Ahmet ;
Ulusoy, Ali Hakan .
COMPUTERS & SECURITY, 2018, 78 :245-254
[8]   A survey on Intrusion Detection Systems and Honeypot based proactive security mechanisms in VANETs and VANET Cloud [J].
Sharma, Sparsh ;
Kaul, Ajay .
VEHICULAR COMMUNICATIONS, 2018, 12 :138-164
[9]  
Shumakcr L. L., 1981, SPLINE FUNCTIONS BAS