학술논문

Enhancing Security in VANET Against Blackhole Attacks using AODV, K-Means Clustering, and PSO
Document Type
Conference
Source
2023 International Conference on Electrical, Communication and Computer Engineering (ICECCE) Electrical, Communication and Computer Engineering (ICECCE), 2023 International Conference on. :1-6 Dec, 2023
Subject
Communication, Networking and Broadcast Technologies
Components, Circuits, Devices and Systems
Computing and Processing
Engineered Materials, Dielectrics and Plasmas
Engineering Profession
Fields, Waves and Electromagnetics
General Topics for Engineers
Power, Energy and Industry Applications
Robotics and Control Systems
Signal Processing and Analysis
Measurement
Vehicular ad hoc networks
Routing
Routing protocols
Delays
Cryptography
AODV
Vehicular ad-hoc networks (VANET)
Routing protocol
Ad-hoc on-demand distance vector (AODV)
Cluster Protocol
k-means Clustering
Particle swarm optimization
Black hole attack
Language
Abstract
Vehicular ad hoc networks (VANETs) have emerged as a crucial type of ad hoc network, delivering efficient performance, safety, and seamless driving experience. Nonetheless, security risks remain as the information is exchanged among vehicle to vehicle (V2V), vehicle to infrastructure (V2I), and infrastructure to infrastructure (I2I), thereby allowing attackers to control the network. A black hole attack, for instance, can compromise the network, allowing a malicious node to inject false data, broadcast fake routing information, selectively drop packets, and completely disrupt the routing protocol. In this paper, a secure AODV routing protocol is implemented in combination with K-means clustering and Particle swarm optimization modified RREQ, RREP packets as a defense against the attack. This technique utilizes cryptography to encrypt and decrypt the vehicle packet sequence number, which validates the source and destination nodes. The effectiveness of this approach is demonstrated by the significant improvement in network performance metrics such as Throughput, Packet Delivery Ratio, End 2 End Delay, Black hole attack detection ratio, Packet Lost Rate, and Normalized Routing Load.